Englacial diagenesis in deep Antarctic ice: implications for Martian dust oxidation

Englacial diagenesis in deep Antarctic ice: implications for Martian dust oxidation | Research Square window.SnipcartSettings = { analytics: { enabled: false } }; (function() { var accessVector = localStorage.getItem('access_vector') || ''; window.dataLayer = window.dataLayer || []; if (accessVector) { window.dataLayer.push({ user: { profile: { profileInfo: { snid: accessVector } } } }); } })(); (function(w,d,s,l,i){w[l]=w[l]||[];w[l].push({'gtm.start':new Date().getTime(),event:'gtm.js'});var f=d.getElementsByTagName(s)[0],j=d.createElement(s),dl=l!='dataLayer'?'&l='+l:'';j.async=true;j.src='https://www.googletagmanager.com/gtm.js?id='+i+dl;f.parentNode.insertBefore(j,f);})(window,document,'script','dataLayer','GTM-K279D39R'); Browse Preprints In Review Journals COVID-19 Preprints AJE Video Bytes Research Tools Research Promotion AJE Professional Editing AJE Rubriq About Preprint Platform In Review Editorial Policies Our Team Advisory Board Help Center Sign In Submit a Preprint Cite Share Download PDF Article Englacial diagenesis in deep Antarctic ice: implications for Martian dust oxidation Luca Lanci, Barbara Delmonte, Michele Mattioli, Laura Valentini, and 5 more This is a preprint; it has not been peer reviewed by a journal. https://doi.org/ 10.21203/rs.3.rs-9198662/v1 This work is licensed under a CC BY 4.0 License Status: Under Review Version 1 posted You are reading this latest preprint version Abstract The discovery of englacial diagenesis, involving neoformation of minerals at depth within ice sheets, has the potential to reshape the interpretation of insoluble dust records in ice cores and the origin of planetary ice-bearing deposits on Mars. Mineralogical changes in deep ice involve iron geochemistry, and are driven by the circulation of acidic fluids within pre-melted ice during ice metamorphism, leading to the authigenic formation of jarosite. Here we show that englacial diagenesis is a widespread process in deep Antarctic ice and involves the authigenic growth of mineral phases like goethite (lepidocrocite) and hematite (maghemite) in addition to jarosite. The coexistence of these neoformed phases reflects micron-scale variability in pH and water activity within the englacial brine network. Englacial diagenesis has major consequences: it introduces systematic biases in bulk mineralogical proxies used to reconstruct dust source conditions, and it provides a grounded explanation for the anomalously high dust magnetization observed in deep Antarctic ice. We further propose that repeated burial of dust within planetary ice reservoirs, as expected on Mars over orbital timescales, represents a viable and previously underexplored mechanism for the oxidation, aggregation and magnetic activation of Martian airborne dust, without requiring prolonged warm and wet surface conditions. Earth and environmental sciences/Climate sciences/Cryospheric science Earth and environmental sciences/Planetary science/Mineralogy Earth and environmental sciences/Planetary science/Cryospheric science Figures Figure 1 Figure 2 Figure 3 Figure 4 Figure 5 Figure 6 Introduction The concentration, grain size, and isotopic composition of mineral dust in polar ice cores are key climate proxies throughout the Holocene and Pleistocene. These parameters provide insights into past conditions at dust sources, atmospheric dust loading, aeolian transport, and the influence of glacial–interglacial cycles. 1,2 Their significance lies in the strong coupling between dust and climate: while dust production, transport, and deposition are climate-dependent, mineral aerosols can also influence climate 3,4 . The use of aeolian dust and other tracers as paleoclimatic proxies in ice cores assumes that englacial processes preserve the original physical and chemical signals 5 . However, this paradigm has been partly challenged by evidence of in situ post-depositional alteration processes in deep polar ice including isotope diffusion and signal smoothing 6,7 , migration of chemical impurities 8,9,10,11 related among other factors to the metamorphism of the ice matrix 12 . During deep ice recrystallization, ice grains grow driven by the reduction of grain boundary energy, progressively expelling ionic impurities through solute rejection. Such impurities, that are incompatible with the ice lattice, become concentrated at grain boundaries, in the liquid water veins occupying triple junctions, and in solid micro-inclusions 13,14,15 . Under the temperature and pressure conditions prevailing in deep ice, these microenvironments can remain above the eutectic temperature of the locally concentrated soluble species, hosting minute amounts of liquid water 10 . This leads to the formation of brines, i.e., liquid solutions enriched in dissolved salts 16,17 . Chemical imaging by LA-ICP-MS has recently confirmed the preferential enrichment of ionic impurities at grain boundaries and triple junctions 18 while solid micro-inclusions within ice grains, including sulfate and chloride salts, have been identified by cryo-Raman spectroscopy 15,19 . Insoluble impurities such as mineral dust particles are also influenced by post-depositional processes. Although far less mobile than ionic species, dust particles are not entirely passive during ice metamorphism. Migrating ice grain boundaries can sweep through or pin at particle sites, and the brine films surrounding mineral grains provide reactive micro-environments for geochemical reactions 16,17,20,21 . These include mineral dissolution, ion exchange, and surface alteration reactions between dust and the locally concentrated brines 17,21 . Additionally, mineral particle displacement during recrystallization can promote the mechanical aggregation of originally discrete particles, producing dust aggregates 2 . Their presence can be detected microscopically 2 or inferred from shifts in particle size distributions 2,20,21 , or particle optical properties 22 . Ultrasonic disaggregation treatments applied to samples from depths below ~2900 m in the EPICA Dome C (EDC) ice core 2 successfully broke apart dust aggregates, enabling reliable measurements of particle concentration. In contrast, at the TALDICE ice core site, secondary mineral precipitation below ~1500 m depth acted as a binding agent; this process irreversibly consolidated dust aggregates, making them resistant to mechanical disaggregation 20,21 . Besides aggregation, broader mineralogical and geochemical transformations have been documented in the deeper part of TALDICE core and in deep or basal ice from other Antarctic ice cores 16,17,20,21 . In particular, iron has emerged as a sensitive tracer of englacial geochemical processes, owing to its strong dependence on local (redox and pH) conditions 17 , making iron geochemistry a valuable indicator of post-depositional transformation in deep ice. Synchrotron radiation and electron microscopy analyses at TALDICE reveal extensive Fe-related diagenesis below ~1000 m 20,21 ; in the EDC ice core, alteration of Fe-bearing minerals below ~2200 m depth lead to alteration of dust magnetic properties 23 , while SEM and TEM analyses of basal ice inclusions combined with synchrotron micro-XRF revealed the in-situ neoformation of goethite-like iron oxide nanocrystals coating wind-borne dust aggregates, interpreted as the product of long-term acid–mineral interactions possibly mediated by microbial activity 17 . At TALDICE, synchrotron analyses revealed the formation of jarosite [KFe₃(SO₄)₂(OH)₆], a trigonal potassium iron(III) sulfate hydroxide mineral that precipitates under acidic, oxidizing, sulfate- and iron-rich conditions and low water activity 24 . Its formation in ice was linked to: (1) impurity concentration during ice recrystallization, (2) local enrichment in Fe³⁺, SO₄²⁻, K⁺, and H⁺, (3) occurrence of liquid water, and (4) oxidizing conditions, all consistent with the formation of englacial brines capable of sustaining chemical weathering 20 . Whether such microenvironments are widespread in deep Antarctic ice remains uncertain. Apart from TALDICE, jarosite has been reported in the EPICA Dronning Maud Land ice core 19 around 2371–2372 m depth (MIS 5.5) although its origin was not discussed. The recognition that deep polar ice can host localized brines and sustain mineral weathering expands the role of ice from a passive archive to an active geochemical reactor 21 . These processes are not unique to Antarctica: they arise from fundamental cryogenic concentration mechanisms that operate wherever saline impurities are trapped in cold ice 25 . Englacial diagenesis therefore denotes a broader class of cryogenic weathering mechanisms, in which minute amounts of liquid water can drive mineral transformations under subfreezing conditions. Jarosite is particularly relevant in this context because it is abundant on Mars 26,27 and is widely considered a strong geochemical proxy for the presence of liquid water on the planet at a certain stage of its geologic history 28 . However, the mechanisms responsible for its formation remain debated. One proposed model invokes cryogenic weathering within ice-rich deposits during high-obliquity periods 29,30 , a scenario closely analogous to the processes documented 20 in Antarctic ice. The Antarctic observations therefore provide a natural terrestrial analogue for understanding how mineral reactions may proceed within Martian ice. This parallel suggests that conditions in terrestrial deep glacial ice may be similar to those in glacial ice on Mars, both environments being isolated from the atmosphere and persistently at temperatures well below the pressure melting point. To further constrain the effect of postdepositional processes on mineral dust in Antarctic ice and to evaluate the broader implications of cryogenic weathering for planetary environments, we present new data on mineral dust and Fe-bearing mineral assemblages from the Roosevelt Island Climate Evolution (RICE) project ice core (Fig. 1). These data provide the first evidence that ice-hosted mineral reactions are not limited to jarosite formation but involve a broad range of Fe-bearing minerals. Also, by documenting that cryogenic weathering drives the oxidation and magnetic activation of Fe-bearing phases under subfreezing conditions, our findings offer a new framework to interpret key characteristics of Martian dust including its red color, its magnetic properties, and its description as globally distributed, oxidized, magnetically active composite grains. Results Dust concentration and size distribution The RICE δD record 31 (Fig. 2a) provides a detailed regional temperature reconstruction, particularly well resolved over the last 2.7 kyr BP 32 , when it shows a long-term warming trend. This trend is consistent with the neighboring Siple Dome record, but contrasts with the concurrent cooling documented at WAIS Divide and Taylor Dome, two inland sites located within the broader Ross Sea sector, thus supporting the existence of the 'Ross Sea Dipole', a pattern of opposing temperature trends across this region of Antarctica 31 . The deepest part of the record captures the lower Holocene, the preceding glacial period (MIS2-4) and part of MIS532. The mineral dust concentration record for particles < 5 µm (Fig. 2b) shows high variability throughout the Holocene, with no evident long-term trend. Holocene dust concentrations oscillate around a mean value of 15.6 ppb (i.e. ng dust /g ice ), that is similar to the average dust concentration of 16.3 ppb reported 33 for the last 2 kyr. This Holocene average concentration level corresponds to an average dust flux of 3.1-3.9 mg m⁻² yr⁻¹, calculated using the considered range of snow accumulation rates (0.20–0.25 m water equivalent per year 32 ). During the last glacial period (18-30 kyr BP), mean dust concentration reached 95±37 ppb(mean and standard deviation), equivalent to fluxes of 10.5±4 mg m⁻² yr⁻¹, assuming an accumulation rate of 0.11 m w.e. yr -1 , or 14.3±5 mg m⁻² yr⁻¹ for 0.15 m w.e. yr -1 . While glacial dust flux values at RICE are comparable to those reported from EDC and other East Antarctic sites, Holocene dust fluxes at RICE are approximately an order of magnitude higher than at interior sites, resulting in a substantially lower glacial-to-interglacial ratio. Similar evidence has been reported at Talos Dome 34 , another peripheral East Antarctic site, and interpreted as reflecting the influence of local Antarctic dust sources during the Holocene, a period when the transport of remote dust from Southern Hemisphere continental regions is largely suppressed 34 . For the older portion of the record (30–83 kyr BP), the temporal resolution of the available data is insufficient to support robust paleoclimatic interpretations. With respect to grain size, dust particles in the RICE ice core are coarser and less size-sorted than those from central East Antarctic sites 33 . The coarse particle percentage (CPP%) - defined as the proportion of dust mass within the 3–5 µm size range 35 - ranges from about 6% to 46% throughout the RICE record (whisker range excluding outliers), compared to the 6-30% interval at Dome C for the same time period 35 . In addition, a distinctive feature of the RICE CPP% record is the marked increase in particle size below ~700 m depth. Boxplots of CPP% data (Fig. 2d) show that the median value rises from about 22–26% during the Holocene to 37% below 700 m. To test the significance of this difference, a Mann–Whitney rank-sum test was applied, as CPP% data are not log-normally distributed. The test confirmed the significance of this difference (p-value < 0.001). Particle morphology, composition and mineralogy Electron microscope analyses revealed that the majority of mineral particles from RICE ice core sections consist of single silicate clasts of aeolian origin, with dimensions of a few µm. Representative examples include detrital grains of feldspar (Fig. 3a) and plagioclase (Fig. 3b). These aluminosilicate particles represent pristine dust transported long-range, displaying abrasion features and rounded morphologies characteristic of mechanical weathering during aeolian transport 36 . Siliceous volcaniclastic particles (volcanic shards) are also common. Their sharp, unabraded surfaces are consistent with deposition from proximal Antarctic volcanic districts, similarly to what has been observed in Northern Victoria Land at Talos Dome 37 . In addition to aeolian aluminosilicates, iron-rich mineral grains are relatively abundant, including Fe-oxides such as hematite (γ–Fe₂O₃, Fig. 3c) and magnetite (Fe₃O₄, Fig. 3d), as well as Fe-hydroxides like goethite (α–FeOOH). Interestingly, euhedral magnetite crystals with limited abrasion or fracturing occur throughout the core (Fig. 3e, f). Such well-preserved micro-morphologies are indicative of a local provenance and short-range atmospheric transport. The most remarkable differences between particles from the deeper and shallower sections of the ice core concern their aggregation state and surface characteristics. At intermediate depths (around 301, 341, and 355 m), mineral dust particles and volcanic shards occur as individual grains, showing no evidence of secondary (authigenic) crystal growth on their surface. Below approximately 700 m depth, in correspondence to ice from the last glacial period, dust particles are mostly aggregated, commonly forming multi-grain clusters, and authigenic crystal growth becomes widespread. Secondary minerals sometimes occasionally appear as a thin coating of nanometric to sub-micrometric crystals covering either the detrital dust aggregates (Fig. 4a) or individual volcanic shards (Fig. 4c). In other cases, larger, well-developed euhedral crystals have grown directly on aggregates or detrital grains (Fig. 4b, d). This is particularly evident around 745 m depth (Fig. 4b) where relatively large euhedral cubic crystals display morphological features consistent with alunite (KAl₃(SO₄)₂(OH)₆), although this identification remains tentative in the absence of EDS data for this specific grain. The most unambiguous evidence of englacial diagenesis is provided by sample 757 (756.2 m depth, Fig. 5), which contains authigenic jarosite crystals associated with minor amounts of likely authigenic goethite (α–FeOOH; Fig. 5b,d). Tabular hexagonal jarosite crystals were observed growing on aeolian silicate grains, volcanic shards, and grain aggregates, consistent with observations previously reported for the TALDICE ice core 20 . A further example of englacial diagenetic mineralization was identified in sample 711 (around 710.2 m depth), where the growth of very small authigenic crystals on the surface of dust aggregates and individual grains is clearly visible (Fig. 6a-e). In this case, crystal habit is poorly developed; however, EDS analyses indicate a composition consistent with hematite (γ–Fe₂O₃). Tabular jarosite crystals (Fig. 6f) were also identified on the surfaces of volcanic shards within the same sample. Discussion Englacial diagenesis: jarosite neoformation Englacial diagenesis can be defined as the set of physical, chemical, and possibly microbiological processes affecting mineral dust impurities trapped in ice and occurring at depth within glaciers and ice sheets 17,20,21 . It is similar to rock diagenesis, although operating at very different environmental conditions and timescales. Englacial diagenesis is closely related to ice metamorphism, and involves the spatial migration of impurities, physical aggregation of insoluble particles 2,20 , concentration of acidic ionic species 13,14,16,18 , and mineralogical transformations 17,21 encompassing chemical weathering of primary aeolian minerals and authigenic crystal growth. 16,17,20,21 In this study, we investigated the occurrence and characteristics of englacial diagenesis affecting dust particles in the RICE ice core. The uppermost ~690 m of the core, corresponding to the last 16.300 yrs BP – encompassing the Holocene and the terminal phase of the Last Deglaciation - exhibit dust concentration and grain size distributions comparable to those reported 33 for the late Holocene. Below ~690 m depth, dust concentration increases, consistent with the transition into dustier glacial ice 2,35 . The transition to glacial conditions is also reflected in the mean grain size of mineral particles, as indicated by the CPP% parameter, increasing from median values of 22-26% during Holocene to a median value of 38% during the glacial period. Further insight into these grain size variations are provided by microscopic observations indicating that aggregation and clustering are the main processes involved, with the occasional presence of large volcanic glass glasses (up to 20 µm). Within the RICE ice core, the first SEM-based evidence of englacial diagenesis and jarosite precipitation appears in samples deeper than 700 m (e.g. ~711 and ~757 m depth). Jarosite crystals typically occur on the surface of larger dust aggregates and only in deep samples. They are relatively small, euhedral, and exhibit tabular morphology along the {0001} crystallographic plane. They do not show any evidence of aeolian abrasion and are excellently preserved, displaying sharp edges and well-developed crystal faces that would be easily damaged during atmospheric transport (Fig. 5a,c,e,f; Fig. 6f). Had these crystals been transported by wind to Roosevelt Island, their surface would have been abraded, with irregular shapes and rounded edges. Furthermore, their growth on the surface of larger aluminosilicate particles, of volcanic shards and of aeolian dust aggregates point toward an in situ authigenic formation. From a temporal perspective, these observations imply that the neoformed minerals developed after dust aggregation and under conditions that remained stable for a sufficiently long period of time. Jarosite in deep Antarctic ice has also been reported at Talos Dome below 1000 m depth 20,21 in the form of hexagonal platelets accreted on aeolian dust aggregates. In that case, XANES (X-ray absorption near edge structure spectroscopy) measurements performed on Fe K-edge 38 showed a progressive increase in Fe K-edge energy with depth along the Talos Dome ice core, indicative of oxidative diagenetic alteration 20,21,38 . Independent evidence for an iron–potassium sulfate phase in deep Antarctic ice, interpreted as jarosite, was detected 19 by Raman spectroscopy of micro-inclusions around 2370 m depth in the EDML ice core, corresponding to early interglacial MIS 5e (~129.8 ka), thus supporting the emerging view that jarosite can be formed in situ within deep Antarctic ice. Englacial diagenesis: jarosite, goethite (lepidocrocite) and hematite (maghemite) neoformation The mechanisms invoked 20,21 to account for the occurrence of jarosite in deep Antarctic ice involve englacial mineral dust weathering driven by ice metamorphism. During deep ice re-crystallization, growing ice grains expel incompatible ionic impurities (e.g. sulfate) concentrating them at grain boundaries and triple-junctions thus forming brines - concentrated saline solutions - that once in contact with dust particles promote its chemical alteration. Jarosite neoformation specifically requires Fe-bearing phases, limited amounts of liquid water, and an acidic-oxidizing (pH <4) environment 28 . Acidic brines derived from the concentration of atmospheric acids with an eutectic temperature below ice temperature can provide these conditions 20 . Evidences from the RICE dust samples are consistent with this formation model but - in addition - minor amounts of Fe-hydroxides were commonly found in direct contact with jarosite. These phases, identified as goethite or lepidocrocite, likely share a common englacial origin (Fig. 5b,d). The coexistence of jarosite and goethite, the latter nucleating on jarosite crystal surfaces yet forming under distinct physicochemical conditions, suggests a local increase in pH and water activity following jarosite formation 39 . Such a shift would promote the transformation of jarosite into the more stable goethite under less acidic conditions. Indeed, jarosite is stable only within a narrow set of constraints: acidic environments (pH < 4), low water activity, and the presence of Fe-bearing minerals. It becomes unstable once the local water-to-mineral ratio exceeds a critical threshold (~10), driving its conversion to goethite 28,40,41 . Not all deep RICE samples show jarosite crystal growth. At ~711 m depth, for example, sub-micron hematite (or maghemite) crystals were frequently observed coating both individual grains and aggregates, while jarosite was not identified (Fig. 6a-e). Although the hematite crystals are smaller and less well developed than jarosite, their precipitation on dust aggregates clearly indicates that authigenic crystal growth occurred after particle aggregation within the englacial environment, suggesting again a diagenetic origin. Similar evidence was reported 17 in basal ice of the EPICA Dome-C ice core, where dust aggregates were coated with nm-scale, highly crystalline coatings of needle-like iron oxides resembling natural or artificial goethite. Although the exact mineralogy could not be confirmed, these findings underscore the central role of iron geochemistry in post-depositional englacial processes. The identification of authigenic hematite and goethite in deep RICE sections does not contradict previous interpretation of jarosite formation, but instead indicates pronounced heterogeneity within the englacial diagenetic environment. The coexistence of Fe-sulphates, Fe-oxides and Fe-hydroxides implies that water availability and activity, acidity and sulphate concentration vary at the micro-scale and/or in time within deep ice, enabling the formation of distinct Fe-bearing phases under locally different conditions 42,43 . These findings extend the concept of englacial diagenesis, and reveal a chemically heterogeneous microenvironment within the ice matrix, capable of sustaining spatially variable reaction pathways. According to our findings, jarosite remains the dominant neoformed phase, suggesting that strongly acidic, sulphate-rich microbrines represent the prevailing englacial condition favoring dust chemical weathering. This interpretation is consistent with the high mobility of sulphuric acid in ice and its tendency to accumulate at grain junctions, where it promotes the formation of concentrated acidic brines and supplies both acidity and sulphates for jarosite precipitation 13,18 . The occurrence of goethite and hematite within dust assemblages that also contain jarosite indicates that chemical conditions fluctuate significantly over the µm-scale. In particular, authigenic goethite suggests localized buffering of acidity and partial sulphate depletion, producing micro-domains that favor Fe(III) hydrolysis and oxyhydroxide precipitation 42,44 . Hematite is interpreted as a late-stage authigenic product linked to the progressive chemical evolution of englacial brines. Continued brines-dust interactions consume acidity and sulphate, while enhancing the dissolution of primary aeolian mineral 20 , leading to extremely concentrated, low-water activity solutions in which dehydration and aging reactions promote hematite formation 42 . We note that the phases identified as hematite and goethite cannot be unambiguously distinguished from their metastable polymorphs, maghemite and lepidocrocite, using the analytical approach applied in this study. If such metastable phases were present in place of the two stable end-members, the weathering model described above would not change substantially. The precipitation and preservation of metastable phases would point to kinetically arrested reactions, occurring at low temperature in short-lived microenvironments 42,45 . At this stage, it is not possible to unequivocally discriminate between metastable and stable polymorphs. However, because both mineral pairs form under closely related chemical conditions, this ambiguity does not alter the environmental interpretation of cryogenic englacial weathering. Consequences on ice core paleoclimate records interpretation Evidence for progressive oxidation of Fe-bearing minerals with depth, leading to jarosite neoformation and depletion of ferrous phases such as hornblende, muscovite, siderite and pyrite was first reported in the TALDICE ice core 21 . Unlike RICE, TALDICE showed no evident postdepositional anomalies related to hematite or goethite: goethite exhibited a stable signal throughout the 1620 m deep ice core thickness, while hematite was absent below 1200 m 21 . Results from RICE depict a different scenario, with jarosite, goethite and hematite all forming in situ as authigenic minerals. This discrepancy might stem from distinct englacial conditions or from analytical limits of the bulk synchrotron methods employed for TALDICE, which may have failed to resolve neoformed goethite and hematite. The identification of these species from single-grain analysis of RICE ice samples has implications for interpreting ice core mineral dust records. Jarosite is a relatively rare mineral on Earth, easily distinguishable from typical minerals found in aeolian dust 19,36 . Conversely, hematite and goethite are widespread in atmospheric dust 46 , and have been detected in both glacial and interglacial Antarctic ice 36 . Their englacial formation introduces uncertainties for paleoclimatic reconstructions based on bulk mineralogical assemblages; in fact, the relative abundance of goethite and hematite in ice core dust is itself a proxy to gather information about the environmental and climatic conditions of dust sources 36 . Hematite commonly forms in arid, seasonally-dry environments as a weathering product in the clay-sized soil fraction 47 , while goethite in soils precipitates under wetter climatic conditions, requiring liquid water 48 . Mineralogical studies of long-range aeolian dust archived in central East Antarctic ice cores revealed significant shifts in the hematite/goethite ratio between glacial and interglacial periods 36 . Goethite content remains nearly constant (5-7% of total dust), while hematite increases in interglacial samples, reaching 11-12% at Dome C, an increase reflecting enhanced input from low-latitude dust sources in warm, arid regions with alternating wet and dry conditions 36 . Our new evidence for the in situ neoformation of hematite and goethite within deep ice underscores the importance of single-grain analytical approaches. Bulk mineralogical methods detect Fe-oxides and hydroxides, but cannot distinguish between detrital grains and authigenic coatings. Single-particle analyses, conversely, can discriminate between detrital and authigenic minerals, improving paleoclimatic interpretations and allowing to disentangle climate-related signals from the effects of englacial weathering. The formation of authigenic Fe oxides (hematite or maghemite) carries implications for interpretating the magnetic properties of insoluble dust in deep ice. Evidence that magnetic phases (such as Fe-oxides) can form into the deep ice through englacial diagenesis challenges the long-standing assumption that ice-core dust preserves the pristine magnetic signature of atmospheric aerosol 49 . Such post-depositional processes offer a compelling explanation for the magnetic anomalies observed in the deep sections of the EDC and Vostok ice cores, where exceptionally high magnetization levels cannot be reconciled with detrital inputs alone. Specifically, the anomalously high dust magnetization values observed 23 below ~2500 m in both the EDC and Vostok cores -particularly in interglacial samples - approach the magnetic intensity of Antarctic micrometeorites, that is a source whose rarity in the atmosphere renders it an implausible driver for such widespread signals. Consequently, these anomalies were attributed 23 to post-depositional alteration of Fe-bearing minerals within the ice, consistent with earlier suggestions 17 for basal inclusions. Our identification of authigenic Fe oxides provides direct mineralogical evidence for this process. Englacial precipitation of highly magnetic, low-coercivity phases such as maghemite offers a coherent and geochemically-grounded explanation for the observed anomalous high magnetization, especially in intervals characterized by low dust content and reduced coercivity. This pattern agrees with independent evidence that interglacial dust is more susceptible to englacial transformation than glacial dust; during interglacial periods, the lower dust content is insufficient to fully neutralize atmospheric acids thus allowing them to persist and react with the limited mineral fraction available. The higher dust concentrations in glacial ice, conversely, promote rapid acid buffering, inhibiting the formation of the concentrated brines that drive englacial chemical weathering 15,19,21 . While earlier studies 23 lacked sufficient mineralogical constraints to directly verify these mechanisms, our current results provide clear mineralogical evidence that deep englacial diagenesis involving Fe-bearing phases underlies the observed magnetic data. These findings confirm that post-depositional mineralogical alteration is an active process within deep Antarctic ice. Englacial conditions for neomineralization The depth, age, temperature, and pressure conditions under which englacial diagenesis occurs vary widely among Antarctic ice cores where these processes have been reported (Table 2). Dust aggregation has been observed in EDC below 2900 m 2 , where ice temperatures range between -11°C and -15°C 50 , and in TALDICE below 1500 m in ice warmer than -12°C 20 . In RICE, aggregation appears below 700 m in relatively warm ice (-6 to -7 °C), coincident with a sharp increase in dust concentration associated with the transition to glacial conditions. In contrast, aggregation in EDC and TALDICE occurs in both glacial and interglacial sections, indicating that dust concentration alone does not control the whole process. These observations suggest that aggregation is favored in relatively warm ice, although defining strict temperature, pressure, or age thresholds remains difficult to define. Anomalous dust magnetization and Fe-mineral alteration show a similarly broad range of thermal conditions. In EDC and Vostok, such anomalies appear in ice warmer than −25 °C 23 , while TALDICE reaches comparable temperatures at 1000 m depth, coinciding with the early stage of jarosite neoformation 21 . However, initial oxidation of Fe-bearing minerals begins much shallower in TALDICE, at 500 m depth and −35 °C, indicating that mineral reactions can occur even in colder ice. At RICE, by contrast, Fe-mineral neoformation is restricted to warmer sections (> −7 °C). The englacial diagenetic processes documented here demonstrate that cold ice can sustain chemical weathering of mineral dust as a consequence of ice metamorphism. Both jarosite and goethite precipitation both require liquid water, implying that even minute amounts of brine can sustain mineral reactions. The persistence of these brines depends on multiple interacting variables, including time, pressure, temperature, impurity load, and recrystallization history. Consequences: planetary deposits Englacial brines are efficient geochemical reactors 25 whose importance extends beyond Earth 51 . In situ reactions produce composite grains in which primary mineral cores are coated by authigenic iron oxides, oxyhydroxides, and sulfates. Because this mechanism arises from fundamental cryogenic concentration processes, it is not unique to Antarctica. Wherever acidic and mineral impurities are trapped in cold ice and redistributed during recrystallization, similar microenvironments may develop. Englacial cryogenic alteration represents a general class of low-temperature geochemical processes that may operate on planetary bodies hosting ice and mineral dust. Mars provides a particularly relevant case. Windblown Martian dust is globally distributed, oxidized, magnetically active, and widely interpreted as consisting of composite mineral grains 52 . Modern dust exchanges with surface and near-surface ice deposits 29, 53 . Moreover, orbital forcing has likely driven repeated redistribution of ice and dust over at least the past two billion years 54,55,56,57 . These climatic shifts imply a long-lived interaction between ice reservoirs and the atmospheric dust pool, such that a substantial fraction of Martian airborne dust is expected to have resided within ice during its history. The Antarctic observations provide a highly relevant analogue for cryogenic weathering of Martian dust. On Mars, residence of fine igneous particles within thick ice deposits could promote the formation of composite grains containing nanophase iron oxides, oxyhydroxides, and sulfates according to the observations of the RICE ice core grains documented here. This is broadly consistent with the magnetic 52 and mineralogical properties 58 of the global aeolian dust veil observed on the planet. This model is consistent with the idea that Martian dust is not solely the product of physical comminution, but reflects chemical modification during repeated residence in large ice deposits. Limited but persistent cryogenic alteration would generate coatings of finely dispersed Fe-oxides onto grains of basaltic primary minerals, analogous to the incomplete weathering observed in Antarctic deep ice, as supported by the survival of olivine in Martian dust 52,58,59, . In addition, aggregation of fine particles during ice recrystallization, documented in terrestrial ice cores, would progressively remove smaller grains, a pattern consistent with particle-size observations from Martian polar regions and in situ measurements by the Phoenix lander 60 . This mechanism is also compatible with the origin of the nanophase iron oxides responsible for the characteristic red coloration of Martian dust 58,61 . The extremely low temperatures and water activities present in Martian ice deposits would result in slow to incomplete weathering and crystallization of iron oxides and hydroxides consistent with ferrihydrite recently proposed to be the source of Mars’ red color 61 . Thus, repeated low-temperature alteration within ice deposits would progressively encrust airborne particles with submicron Fe-oxide phases, reproducing both the optical and magnetic properties of the Martian dust reservoir without requiring prolonged warm and wet surface conditions which are difficult to reconcile with the known geologic and climatic history of the planet. The model generates testable predictions: Martian dust particles should preserve igneous cores coated by alteration coatings and intimate associations between Fe-oxides and sulfates rather than simple physical mixtures. While specific mineralogy may be controlled by differences in temperatures and chemical conditions within Martian ice deposits, confirmation of such micro-textures and mineral association by microscopic and spectroscopic observations from future missions would indicate that englacial cryogenic weathering is likely to be a planetary-scale process, capable to actively shape the composition and properties of Martian dust. Other models propose either low temperature alteration 58 - that would not result in the types of coatings observed in this study - or suggest some kind of physical mixing 61 which would also not reproduce the intimate associations expected from this process. Englacial diagenesis in deep Antarctic ice produces different mineralogical assemblages of authigenic Fe-bearing phases as jarosite, goethite, hematite whose coexistence reflects micron-scale heterogeneity in pH, water activity, and sulfate availability within englacial brines. This process is likely a general feature of deep Antarctic ice and, beyond Earth, the same cryogenic mechanism operates wherever ice and mineral aerosols interact. On Mars, repeated orbital-driven burial of dust within ice reservoirs represents a viable, previously underexplored pathway to produce the oxidized, magnetically active, composite-grain dust veil observed today, without invoking a warm and wet early climate. Material and methods The RICE ice core was drilled near the summit of Roosevelt Island (79.364°S, 161.706°W, 550 m a.s.l.), a grounded ice rise located near the northeastern margin of the Ross Sea Ice Shelf. Drilling reached bedrock at ~214 m below current sea level, recovering a 764 m long ice core 31,32 . Roosevelt Island is characterized by a local accumulation regime, isolated from the surrounding ice flow of the Ross Sea Ice Shelf, which is primarily fed by the West Antarctic Ice Sheet. This independence makes the RICE site suitable for reconstructing coastal Antarctic climate variability 31 . The core spans ~83 kyr, from the surface to 760 m depth 32 , and has been used to investigate regional environmental conditions in the Holocene and in the last glacial period 31,33 . The RICE dust concentration record for the last 2000 years 33 , corresponding to the first 300 m of the core, is now extended to the whole ice core, down to 759 m depth. Sample preparation was carried out at the New Zealand ice core facility in Wellington. 460 samples (15 cm long; 15×35 mm cross-section) were cut from the side of the main core following the RICE cutting plan (http://www.rice.aq/core-processing.html). According to the RICE17 chronology 32 each sample represents ~0.6 years at the top of the core, increasing to ~2.5 years at 300 m (~2 kyr BP), and 3-4 years at 670 m (11.7 kyr BP, Holocene onset). In the deep part, each sample represents 10-20 years during the deglaciation, increasing to 300-500 years in the bottom part of the core. Ice sections were analyzed at the EUROCOLD Laboratory of the University of Milano-Bicocca (Italy) following established protocols 35 . After decontamination in and ISO6 clean room, dust concentration and grain size were measured using two inter-calibrated Beckman Coulter Multisizers (models 4 and 4e), equipped with calibrated 30 µm aperture tubes, detecting insoluble particles with an equivalent spherical diameter between 600 nm to 18 µm. Size distributions, resolved over 400 logarithmically-scaled channels, were used to calculate fine (FPP%) and coarse (CPP%) particle percentage, in following standardized procedures 32 . Mass concentration was calculated by integrating the volume-size distribution, using a standard mineral density of 2.5 g/cm³. A subset of samples was selected for mineralogical characterization. After melting, these samples were filtered onto polycarbonate track-etched Isopore™ membranes (0.22 µm porosity), and mounted on glass microscopy slides. Morphological observations on single dust grains or aggregates were carried out using an Environmental Scanning Electron Microscope (ESEM; FEI Quanta 200 FEG), equipped with an Energy Dispersive Spectrometer (EDS) for qualitative microchemical analysis. Operating parameters included a 25 kV accelerating voltage, adjustable beam diameter and working distance, and 0° tilt angle. Images were acquired using either a single-shot or an Everhart–Thornley secondary electron detector. Quantitative, microchemical analyses were conducted with a JEOL 6400 SEM coupled to an Oxford Link Isis EDS. Analytical conditions were 15 kV accelerating voltage and 1-15 nA beam current. The electron beam was defocused to reduce the accumulation time from 100 s to 10 s and minimize migration and volatilization of light elements. Analytical errors were 2–5% for major elements and 5–10% for minor elements. Elemental compositions, as well as those of oxides and silicates, were calibrated using natura and synthetic mineral standards. Declarations Acknowledgements This work is a contribution to the Roosevelt Island Climate Evolution project (RICE), funded by national contributions from New Zealand, Australia, Denmark, Germany, Italy, the People’s Republic of China, Sweden, the UK, and the USA. Logistics support was provided by Antarctica New Zealand (K049) and the US Antarctic Program. This article is an outcome of project TECLA – Dipartimenti di Eccellenza 2023–2027 and project TALDEEP PNRA18_00098. Author contributions: L.L. Conceptualization, Methodology, Data acquisition and interpretation, Writing - Original draft. B.D. Conceptualization, Interpretation, Writing - Review & Editing; M.M. Data acquisition and interpretation, Review & Editing; L.V. Data acquisition, Review & Editing; G.B., P.B.N., E.DS., V.M, N.B. Conceptualization, Writing - Review & Editing Competing interests: The authors declare no competing interests. References Petit, J. R. et al. Climate and atmospheric history of the past 420,000 years from the Vostok ice core, Antarctica. Nature 399, 429–436 (1999). Lambert, F. et al. Dust-climate couplings over the past 800,000 years from the EPICA Dome C ice core. Nature 452, 616–619 (2008). Mahowald, N. et al. Dust sources and deposition during the last glacial maximum and current climate: A comparison of model results with paleodata from ice cores and marine sediments. J. Geophys. Res. Atmos. 104, 15895–15916 (1999). Maher, B. A., Prospero, J. M., Mackie, D., Gaiero, D., Hesse, P. P. & Balkanski, Y. Global connections between aeolian dust, climate and ocean biogeochemistry at the present day and at the last glacial maximum. Earth-Sci. Rev. 99, 61–97 (2010). Delmas, R. J. Environmental information from ice cores. 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J. & Prieto-Ballesteros, O. pH and salinity evolution of Europa's brines: Raman spectroscopy study of fractional precipitation at 1 and 300 bar. Astrobiology 13, 693–702 (2013). Klingelhofer, G. et al. Jarosite and hematite at Meridiani Planum from Opportunity's Mossbauer spectrometer. Science 306, 1740–1745 (2004). Farrand, W. H., Glotch, T. D., Rice, J. W. Jr, Hurowitz, J. A. & Swayze, G. A. Discovery of jarosite within the Mawrth Vallis region of Mars: implications for the geologic history of the region. Icarus 204, 478–488 (2009). Elwood Madden, M. E., Bodnar, R. J. & Rimstidt, J. D. Jarosite as an indicator of water-limited chemical weathering on Mars. Nature 431, 821–823 (2004). Niles, P. B. & Michalski, J. Meridiani Planum sediments on Mars formed through weathering in massive ice deposits. Nat. Geosci. 2, 215–220 (2009). Michalski, J. & Niles, P. B. Atmospheric origin of Martian interior layered deposits: Links to climate change and the global sulfur cycle. 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Sagan, C., Toon, O. B. & Gierasch, P. J. Climatic change on Mars. Science 181, 1045–1049 (1973). Jakosky, B. M. & Carr, M. H. Possible precipitation of ice at low latitudes of Mars during periods of high obliquity. Nature 315, 559–561 (1985). Laskar, J. et al. Long term evolution and chaotic diffusion of the insolation quantities of Mars. Icarus 170, 343–364 (2004). Tanaka, K. Dust and ice deposition in the Martian geologic record. Icarus 144, 254–266 (2000). Morris, R. V. et al. Mössbauer mineralogy of rock, soil, and dust at Gusev Crater, Mars: Spirit's journey through weakly altered olivine basalt on the plains and pervasively altered basalt in the Columbia Hills. J. Geophys. Res. Planets 111, E02S13 (2006). Madsen, M. B. et al. Overview of the Magnetic Properties Experiments on the Mars Exploration Rovers. J. Geophys. Res. Planets 114, E06S90 (2009). Pike, W. T. et al. Quantification of the dry history of the Martian soil inferred from in situ microscopy. Geophys. Res. Lett. 38, L24201 (2011). Valantinas, A. et al. Detection of ferrihydrite in Martian red dust records ancient cold and wet conditions on Mars. Nat. Commun. 16, 1712 (2025). Bishop, J. L., Murchie, S. L., Pieters, C. M. & Zent, A. P. A model for formation of dust, soil, and rock coatings on Mars: Physical and chemical processes on the Martian surface. J. Geophys. Res. Planets 107, 5097 (2002). Bouchet, M. et al. The Antarctic Ice Core Chronology 2023 (AICC2023) chronological framework and associated timescale for the European Project for Ice Coring in Antarctica (EPICA) Dome C ice core. Clim. Past 19, 2257–2286 (2023). Tables Table1. Elemental composition from EDS analysis . Averaged percent values computed from multiple measurement are shown, together with the reference figure showing where the spot measurements were performed and the mineralogical interpretation. Table 2. Depth, temperature, pressure and age where microphysical and mineralogical post-depositional processes affecting dust in Antarctic ice have been observed. (*) Note: detected from CPP% values systematically exceeding the median+1 standard deviation of the whole record and from microscopic observations (**) Beginning of the progressive oxidation of Fe-minerals with depth along the TALDICE ice core, leading to jarosite precipitation and to the decline of many ferrous minerals 20,21 Additional Declarations There is NO Competing Interest. Cite Share Download PDF Status: Under Review Version 1 posted You are reading this latest preprint version Research Square lets you share your work early, gain feedback from the community, and start making changes to your manuscript prior to peer review in a journal. As a division of Research Square Company, we’re committed to making research communication faster, fairer, and more useful. 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Also discoverable on Platform About Our Team In Review Editorial Policies Advisory Board Help Center Resources Author Services Accessibility API Access RSS feed Manage Cookie Preferences © Research Square 2026 | ISSN 2693-5015 (online) Privacy Policy Terms of Service Do Not Sell My Personal Information {"props":{"pageProps":{"initialData":{"identity":"rs-9198662","acceptedTermsAndConditions":true,"allowDirectSubmit":false,"archivedVersions":[],"articleType":"Article","associatedPublications":[],"authors":[{"id":612061297,"identity":"041417aa-cdf7-40d3-9446-2d7a179bd332","order_by":0,"name":"Luca Lanci","email":"data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAAZAAAAAyAQMAAABI0h/eAAAABlBMVEX///8AAABVwtN+AAAACXBIWXMAAA7EAAAOxAGVKw4bAAAA00lEQVRIiWNgGAWjYBACPjBZAMTMzAcYGAxAiLEBrxY2MGkA0sKWANPSiFcPQgsDjwGMjd8aNonkhx8YDOzy+Nt5vkkXFBzON2dgbn+AX0uasQSDQXKxxGHebdIzDA5b7mwg5DCJHAagFubEDcxALTwGhw0MDhDWwvyDwaAeqIXnGdFa2IC2HAZpYSNSC88zM4sEg+OJMw6zGVvzGKQbWDYzNs7Ap4WfPfnxjQ8V1Yn9/Ycf3ub5Y21gzt7+4AM+LWCQgMJjJqh+FIyCUTAKRgEhAACPZDzcXWrj/AAAAABJRU5ErkJggg==","orcid":"https://orcid.org/0000-0002-3389-6371","institution":"University of Urbino","correspondingAuthor":true,"prefix":"","firstName":"Luca","middleName":"","lastName":"Lanci","suffix":""},{"id":612061298,"identity":"3edaf2a3-6751-4224-a516-85d3537e7e7c","order_by":1,"name":"Barbara Delmonte","email":"","orcid":"https://orcid.org/0000-0002-9074-2061","institution":"University Milano-Bicocca","correspondingAuthor":false,"prefix":"","firstName":"Barbara","middleName":"","lastName":"Delmonte","suffix":""},{"id":612061299,"identity":"c5fef5a6-08e3-476a-b19e-e9ef1ea4baed","order_by":2,"name":"Michele Mattioli","email":"","orcid":"","institution":"University of Urbino","correspondingAuthor":false,"prefix":"","firstName":"Michele","middleName":"","lastName":"Mattioli","suffix":""},{"id":612061300,"identity":"d5ef3866-562d-4202-93e6-c458bdf9fa73","order_by":3,"name":"Laura Valentini","email":"","orcid":"","institution":"University of Urbino","correspondingAuthor":false,"prefix":"","firstName":"Laura","middleName":"","lastName":"Valentini","suffix":""},{"id":612061301,"identity":"2e932534-25ee-4afd-a3e6-8758841b4fd2","order_by":4,"name":"Giovanni Baccolo","email":"","orcid":"https://orcid.org/0000-0002-1246-8968","institution":"Department of Sciences, Geological Science Section, University Roma Tre","correspondingAuthor":false,"prefix":"","firstName":"Giovanni","middleName":"","lastName":"Baccolo","suffix":""},{"id":612061302,"identity":"6369d1ed-a62d-4409-b75d-58ea259ac5ad","order_by":5,"name":"Paul Niles","email":"","orcid":"https://orcid.org/0000-0001-7612-1421","institution":"NASA Johnson Space Center","correspondingAuthor":false,"prefix":"","firstName":"Paul","middleName":"","lastName":"Niles","suffix":""},{"id":612061303,"identity":"0bd85b13-9f23-41ac-b20c-9e10bb7115ca","order_by":6,"name":"Elena Di Stefano","email":"","orcid":"","institution":"University of Milano-Bicocca","correspondingAuthor":false,"prefix":"","firstName":"Elena","middleName":"Di","lastName":"Stefano","suffix":""},{"id":612061304,"identity":"67610670-a06c-425d-b0c5-503b57b496f7","order_by":7,"name":"Valter Maggi","email":"","orcid":"","institution":"University Milano-Bicocca","correspondingAuthor":false,"prefix":"","firstName":"Valter","middleName":"","lastName":"Maggi","suffix":""},{"id":612061305,"identity":"c8f45b27-ca73-4323-8dd4-d24252db2a65","order_by":8,"name":"Nancy Bertler","email":"","orcid":"https://orcid.org/0000-0001-6028-4891","institution":"Victoria University of Wellington","correspondingAuthor":false,"prefix":"","firstName":"Nancy","middleName":"","lastName":"Bertler","suffix":""}],"badges":[],"createdAt":"2026-03-23 09:51:18","currentVersionCode":1,"declarations":"","doi":"10.21203/rs.3.rs-9198662/v1","doiUrl":"https://doi.org/10.21203/rs.3.rs-9198662/v1","draftVersion":[],"editorialEvents":[],"editorialNote":"","failedWorkflow":false,"files":[{"id":107708919,"identity":"11c85290-5fb6-4a05-b773-ca800e3ff3fa","added_by":"auto","created_at":"2026-04-24 09:33:32","extension":"jpg","order_by":1,"title":"Figure 1","display":"","copyAsset":false,"role":"figure","size":114816,"visible":true,"origin":"","legend":"\u003cp\u003e\u003cstrong\u003eGeographic position of the most important sites cited in the text. a \u003c/strong\u003eMap of Antarctica with indication of Roosevelt Island (black pin). b Zoom showing location of the RICE ice core site, together with other ice core drilling sites in antarctica. DC: Dome C; Siple Dome; SP: South Pole; TD: Talos Dome; TY: Taylor Dome; WAIS: WAIS Divide ice core; VK: Vostok. Source: SCAR Antarctic Digital Database, https://add.scar.org/.\u003c/p\u003e","description":"","filename":"1.jpg","url":"https://assets-eu.researchsquare.com/files/rs-9198662/v1/755c28b36630d1d69fe3998a.jpg"},{"id":107708927,"identity":"64fcea64-e2a6-43c5-9eb6-b49494da1ab4","added_by":"auto","created_at":"2026-04-24 09:33:45","extension":"jpg","order_by":2,"title":"Figure 2","display":"","copyAsset":false,"role":"figure","size":90041,"visible":true,"origin":"","legend":"\u003cp\u003e\u003cstrong\u003ePaleoclimatic records from RICE\u003c/strong\u003e\u003c/p\u003e\n\u003cp\u003e\u003cstrong\u003e(a) \u003c/strong\u003eStable isotope record (δD‰), from\u003csup\u003e31\u003c/sup\u003e\u003c/p\u003e\n\u003cp\u003e\u003cstrong\u003e(b)\u003c/strong\u003e Dust concentration record for particles smaller than 5µm (equivalent spherical diameter, expressed in ppb (log scale).\u003c/p\u003e\n\u003cp\u003e\u003cstrong\u003e(c)\u003c/strong\u003e Coarse Particle Percent (CPP%) record from the RICE ice core.\u003c/p\u003e\n\u003cp\u003e\u003cstrong\u003e(d)\u003c/strong\u003e Boxplots of CPP% calculated every 100-m intervals of ice depth.\u003c/p\u003e\n\u003cp\u003eThe age scale adopted is RICE17\u003csup\u003e32\u003c/sup\u003e. Light purple band: deep, undated section of the core, below 752.95 m depth. Light red band: disturbed section between ~746.00 m depth and ~750.46 m depth (~65-77 kyrs BP).\u003c/p\u003e","description":"","filename":"2.jpg","url":"https://assets-eu.researchsquare.com/files/rs-9198662/v1/b0a96f96120ca2158bda2f2e.jpg"},{"id":107708296,"identity":"2cd138bb-47b9-4d54-a998-e4c5e9d69693","added_by":"auto","created_at":"2026-04-24 09:26:10","extension":"jpg","order_by":3,"title":"Figure 3","display":"","copyAsset":false,"role":"figure","size":117711,"visible":true,"origin":"","legend":"\u003cp\u003e\u003cstrong\u003eDetrital grains\u003c/strong\u003e of a) feldspar, b) plagioclase, c) hematite and d) magnetite. Euhedral crystals in panels e) and f) are identified as magnetite from EDS analysis (see Table 1). Crosses indicates EDS analyses spots. These examples refer to samples \u0026nbsp;355, 691 and 715.\u003c/p\u003e","description":"","filename":"3.jpg","url":"https://assets-eu.researchsquare.com/files/rs-9198662/v1/479293d1835c1b5f352ea142.jpg"},{"id":107711339,"identity":"57973d06-d4cc-4462-94ca-b39731458830","added_by":"auto","created_at":"2026-04-24 09:45:13","extension":"jpg","order_by":4,"title":"Figure 4","display":"","copyAsset":false,"role":"figure","size":140128,"visible":true,"origin":"","legend":"\u003cp\u003e\u003cstrong\u003eExamples of authigenic crystal growth in deep ice samples. \u003c/strong\u003eDust aggregate (a) and volcanic shard (c) completely encrusted of tiny crystals. The reduced thickness of these crystals prevents reliable EDS identification of their nature. Panel (b) shows well-developed euhedral cubic crystals morphologically compatible with Alunite (no EDS analysis are available), grown on a dust aggregate. Panel (d) shows a volcanic shard with tabular hexagonal Jarosite crystals grown on its surface, identified by EDS analysis. These examples refer to samples 757 and 745.\u003c/p\u003e","description":"","filename":"4.jpg","url":"https://assets-eu.researchsquare.com/files/rs-9198662/v1/72396cceb2671b5354c5940b.jpg"},{"id":107708294,"identity":"ce76f618-2a1d-4f21-8a91-a45c4c025827","added_by":"auto","created_at":"2026-04-24 09:26:00","extension":"jpg","order_by":5,"title":"Figure 5","display":"","copyAsset":false,"role":"figure","size":128885,"visible":true,"origin":"","legend":"\u003cp\u003e\u003cstrong\u003eAuthigenic Jarosite and Goethite crystals growing on detrital clasts and aggregates\u003c/strong\u003e. Chemical composition from EDS analysis can be found in Table 1. In panels b) and d) cross marks indicates the Goethite growth on the tabular hexagonal Jarosite crystals of panel a) and c), respectively. Panels e) and f) show jarosite only. Crosses indicates EDS analyses spots. These grains are from sample 757.\u003c/p\u003e","description":"","filename":"5.jpg","url":"https://assets-eu.researchsquare.com/files/rs-9198662/v1/7a8d7b8ef6446c15bd4eeaca.jpg"},{"id":107708943,"identity":"34482a53-c1bd-4c99-b280-6cdbe16c41ef","added_by":"auto","created_at":"2026-04-24 09:33:54","extension":"jpg","order_by":6,"title":"Figure 6","display":"","copyAsset":false,"role":"figure","size":137182,"visible":true,"origin":"","legend":"\u003cp\u003e\u003cstrong\u003eAuthigenic growth of hematite and jarosite. \u003c/strong\u003eGrowth of small crystals of hematite has been observed on grain aggregates (panels a and b) or on single detrital grains (panels c, d and e). Panel f) shows tabular jarosite crystals (black crosses) growing on a volcanic shard (red crosses). Crosses indicates EDS analyses reported in Table 1. These examples are from samples 711 and 757.\u003c/p\u003e","description":"","filename":"6.jpg","url":"https://assets-eu.researchsquare.com/files/rs-9198662/v1/09f82600afa8c9f9cd48e080.jpg"},{"id":107869543,"identity":"6323647d-91d4-4740-a41e-3e89a44581cf","added_by":"auto","created_at":"2026-04-27 07:37:19","extension":"pdf","order_by":0,"title":"","display":"","copyAsset":false,"role":"manuscript-pdf","size":1356652,"visible":true,"origin":"","legend":"","description":"","filename":"manuscript.pdf","url":"https://assets-eu.researchsquare.com/files/rs-9198662/v1/8552ebef-89b8-4771-96f8-10fcbb12bf48.pdf"}],"financialInterests":"There is \u003cb\u003eNO\u003c/b\u003e Competing Interest.","formattedTitle":"Englacial diagenesis in deep Antarctic ice: implications for Martian dust oxidation","fulltext":[{"header":"Introduction","content":"\u003cp\u003eThe concentration, grain size, and isotopic composition of mineral dust in polar ice cores are key climate proxies throughout the Holocene and Pleistocene. These parameters provide insights into past conditions at dust sources, atmospheric dust loading, aeolian transport, and the influence of glacial\u0026ndash;interglacial cycles.\u003csup\u003e1,2\u003c/sup\u003e Their significance lies in the strong coupling between dust and climate: while dust production, transport, and deposition are climate-dependent, mineral aerosols can also influence climate\u003csup\u003e3,4\u003c/sup\u003e.\u0026nbsp;\u003c/p\u003e\n\u003cp\u003eThe use of aeolian dust and other tracers as paleoclimatic proxies in ice cores assumes that englacial processes preserve the original physical and chemical signals\u003csup\u003e5\u003c/sup\u003e. However, this paradigm has been partly challenged by evidence of \u003cem\u003ein situ\u003c/em\u003e post-depositional alteration processes in deep polar ice including isotope diffusion and signal smoothing\u003csup\u003e6,7\u003c/sup\u003e, migration of chemical impurities\u003csup\u003e8,9,10,11\u0026nbsp;\u003c/sup\u003erelated among other factors to the metamorphism of the ice matrix\u003csup\u003e12\u003c/sup\u003e. During deep ice recrystallization, ice grains grow driven by the reduction of grain boundary energy, progressively expelling ionic impurities through solute rejection. Such impurities, that are incompatible with the ice lattice, become concentrated at grain boundaries, in the liquid water veins occupying triple junctions, and in solid micro-inclusions\u003csup\u003e13,14,15\u003c/sup\u003e. Under the temperature and pressure conditions prevailing in deep ice, these microenvironments can remain above the eutectic temperature of the locally concentrated soluble species, hosting minute amounts of liquid water\u003csup\u003e10\u0026nbsp;\u003c/sup\u003e. This leads to the formation of brines, i.e., liquid solutions enriched in dissolved salts\u003csup\u003e16,17\u003c/sup\u003e. Chemical imaging by LA-ICP-MS has recently confirmed the preferential enrichment of ionic impurities at grain boundaries and triple junctions\u003csup\u003e18\u003c/sup\u003e while solid micro-inclusions within ice grains, including sulfate and chloride salts, have been identified by cryo-Raman spectroscopy\u003csup\u003e15,19\u003c/sup\u003e.\u003c/p\u003e\n\u003cp\u003eInsoluble impurities such as mineral dust particles are also influenced by post-depositional processes. Although far less mobile than ionic species, dust particles are not entirely passive during ice metamorphism. Migrating ice grain boundaries can sweep through or pin at particle sites, and the brine films surrounding mineral grains provide reactive micro-environments for geochemical reactions\u003csup\u003e16,17,20,21\u003c/sup\u003e. These include mineral dissolution, ion exchange, and surface alteration reactions between dust and the locally concentrated brines\u003csup\u003e17,21\u003c/sup\u003e. Additionally, mineral particle displacement during recrystallization can promote the mechanical aggregation of originally discrete particles, producing dust aggregates\u003csup\u003e2\u003c/sup\u003e. Their presence can be detected microscopically\u003csup\u003e2\u003c/sup\u003e or inferred from shifts in particle size distributions\u003csup\u003e2,20,21\u003c/sup\u003e, or particle optical properties\u003csup\u003e22\u003c/sup\u003e. \u0026nbsp;Ultrasonic disaggregation treatments applied to samples from depths below ~2900 m in the EPICA Dome C (EDC) ice core\u003csup\u003e2\u003c/sup\u003e successfully broke apart dust aggregates, enabling reliable measurements of particle concentration. In contrast, at the TALDICE ice core site, secondary mineral precipitation below ~1500 m depth\u003csup\u003e\u0026nbsp;\u0026nbsp;\u003c/sup\u003eacted as a binding agent; this process irreversibly consolidated dust aggregates, making them resistant to mechanical disaggregation\u003csup\u003e20,21\u003c/sup\u003e. Besides aggregation, broader mineralogical and geochemical transformations have been documented in the deeper part of TALDICE core and in deep or basal ice from other Antarctic ice cores\u003csup\u003e16,17,20,21\u003c/sup\u003e. In particular, iron has emerged as a sensitive tracer of englacial geochemical processes, owing to its strong dependence on local (redox and pH) conditions\u003csup\u003e17\u003c/sup\u003e, making iron geochemistry a valuable indicator of post-depositional transformation in deep ice. Synchrotron radiation and electron microscopy analyses at TALDICE reveal extensive Fe-related diagenesis below ~1000 m\u003csup\u003e20,21\u003c/sup\u003e; in the EDC ice core, alteration of Fe-bearing minerals below ~2200 m depth lead to alteration of dust magnetic properties\u003csup\u003e23\u003c/sup\u003e, while SEM and TEM analyses of basal ice inclusions combined with synchrotron micro-XRF revealed the in-situ neoformation of goethite-like iron oxide nanocrystals coating wind-borne dust aggregates, interpreted as the product of long-term acid\u0026ndash;mineral interactions possibly mediated by microbial activity\u003csup\u003e17\u003c/sup\u003e.\u0026nbsp;\u003c/p\u003e\n\u003cp\u003eAt TALDICE, synchrotron analyses revealed the formation of jarosite [KFe₃(SO₄)₂(OH)₆], a trigonal potassium iron(III) sulfate hydroxide mineral that precipitates under acidic, oxidizing, sulfate- and iron-rich conditions and low water activity\u003csup\u003e24\u003c/sup\u003e. Its formation in ice was linked to: (1) impurity concentration during ice recrystallization, (2) local enrichment in Fe\u0026sup3;⁺, SO₄\u0026sup2;⁻, K⁺, and H⁺, (3) occurrence of liquid water, and (4) oxidizing conditions, all consistent with the formation of englacial brines capable of sustaining chemical weathering\u003csup\u003e20\u003c/sup\u003e. Whether such microenvironments are widespread in deep Antarctic ice remains uncertain. Apart from TALDICE, jarosite has been reported in the EPICA Dronning Maud Land ice core\u003csup\u003e19\u003c/sup\u003e around 2371\u0026ndash;2372 m depth (MIS 5.5) although its origin was not discussed.\u003c/p\u003e\n\u003cp\u003eThe recognition that deep polar ice can host localized brines and sustain mineral weathering expands the role of ice from a passive archive to an active geochemical reactor\u003csup\u003e21\u003c/sup\u003e. These processes are not unique to Antarctica: they arise from fundamental cryogenic concentration mechanisms that operate wherever saline impurities are trapped in cold ice\u003csup\u003e25\u003c/sup\u003e. Englacial diagenesis therefore denotes a broader class of cryogenic weathering mechanisms, in which minute amounts of liquid water can drive mineral transformations under subfreezing conditions.\u003c/p\u003e\n\u003cp\u003eJarosite is particularly relevant in this context because it is abundant on Mars\u003csup\u003e26,27\u0026nbsp;\u003c/sup\u003eand is widely considered a strong geochemical proxy for the presence of liquid water on the planet at a certain stage of its geologic history\u003csup\u003e28\u003c/sup\u003e. However, the mechanisms responsible for its formation remain debated. One proposed model invokes cryogenic weathering within ice-rich deposits during high-obliquity periods\u003csup\u003e29,30\u003c/sup\u003e, a scenario closely analogous to the processes documented\u003csup\u003e20\u003c/sup\u003e in Antarctic ice. The Antarctic observations therefore provide a natural terrestrial analogue for understanding how mineral reactions may proceed within Martian ice.\u003c/p\u003e\n\u003cp\u003eThis parallel suggests that conditions in terrestrial deep glacial ice may be similar to those in glacial ice on Mars, both environments being isolated from the atmosphere and persistently at temperatures well below the pressure melting point.\u003c/p\u003e\n\u003cp\u003eTo further constrain the effect of postdepositional processes on mineral dust in Antarctic ice and to evaluate the broader implications of cryogenic weathering for planetary environments, we present new data on mineral dust and Fe-bearing mineral assemblages from the Roosevelt Island Climate Evolution (RICE) project ice core (Fig. 1). \u0026nbsp;These data provide the first evidence that ice-hosted mineral reactions are not limited to jarosite formation but involve a broad range of Fe-bearing minerals. Also, by documenting that cryogenic weathering drives the oxidation and magnetic activation of Fe-bearing phases under subfreezing conditions, our findings offer a new framework to interpret key characteristics of Martian dust including its red color, its magnetic properties, and its description as globally distributed, oxidized, magnetically active composite grains.\u003c/p\u003e"},{"header":"Results","content":"\u003cp\u003e\u003cstrong\u003eDust concentration and size distribution\u003c/strong\u003e\u003c/p\u003e\n\u003cp\u003eThe RICE δD record\u003csup\u003e31\u003c/sup\u003e (Fig. 2a) provides a detailed regional temperature reconstruction, particularly well resolved over the last 2.7 kyr BP\u003csup\u003e32\u003c/sup\u003e, when it shows a long-term warming trend. This trend is consistent with the neighboring Siple Dome record, but contrasts with the concurrent cooling documented at WAIS Divide and Taylor Dome, two inland sites located within the broader Ross Sea sector, thus supporting the existence of the 'Ross Sea Dipole', a pattern of opposing temperature trends across this region of Antarctica\u003csup\u003e31\u003c/sup\u003e.\u003c/p\u003e\n\u003cp\u003eThe deepest part of the record captures the lower Holocene, the preceding glacial period (MIS2-4) and part of MIS532. The mineral dust concentration record for particles \u0026lt; 5 µm (Fig. 2b) shows high variability throughout the Holocene, with no evident long-term trend. Holocene dust concentrations oscillate around a mean value of 15.6\u0026nbsp;ppb (i.e. ng\u003csub\u003edust\u003c/sub\u003e/g\u003csub\u003eice\u003c/sub\u003e), that is similar to the average dust concentration of 16.3 ppb reported\u003csup\u003e33\u003c/sup\u003e for the last 2 kyr. This Holocene average concentration level corresponds to an average dust flux of 3.1-3.9 mg m⁻²\u0026nbsp;yr⁻¹, calculated using the considered range of snow accumulation rates (0.20–0.25 m water equivalent per year\u003csup\u003e32\u003c/sup\u003e). During the last glacial period (18-30 kyr BP), mean dust concentration reached 95±37 ppb(mean and standard deviation), equivalent to fluxes of 10.5±4 mg m⁻²\u0026nbsp;yr⁻¹, assuming an accumulation rate of 0.11 m w.e. yr\u003csup\u003e-1\u003c/sup\u003e, or 14.3±5 mg m⁻²\u0026nbsp;yr⁻¹\u0026nbsp;for 0.15 m w.e. yr\u003csup\u003e-1\u003c/sup\u003e. While glacial dust flux values at RICE are comparable to those reported from EDC and other East Antarctic sites, Holocene dust fluxes at RICE are approximately an order of magnitude higher than at interior sites, resulting in a substantially lower glacial-to-interglacial ratio. Similar evidence has been reported at Talos Dome\u003csup\u003e34\u003c/sup\u003e, another peripheral East Antarctic site, and interpreted as reflecting the influence of local Antarctic dust sources during the Holocene, a period when the transport of remote dust from Southern Hemisphere continental regions is largely suppressed\u003csup\u003e34\u003c/sup\u003e. For the older portion of the record (30–83 kyr BP), the temporal resolution of the available data is insufficient to support robust paleoclimatic interpretations.\u003c/p\u003e\n\u003cp\u003eWith respect to grain size, dust particles in the RICE ice core are coarser and less size-sorted than those from central East Antarctic sites\u003csup\u003e33\u003c/sup\u003e. The coarse particle percentage (CPP%) - defined as the proportion of dust mass within the 3–5 µm size range\u003csup\u003e35\u003c/sup\u003e - ranges from about 6% to 46% throughout the RICE record (whisker range excluding outliers), compared to the 6-30% interval at Dome C for the same time period\u003csup\u003e35\u003c/sup\u003e. In addition, a \u0026nbsp;distinctive feature of the RICE CPP% record is the marked increase in particle size below ~700 m depth. Boxplots of CPP% data (Fig. 2d) show that the median value rises from about 22–26% during the Holocene to 37% below 700 m. To test the significance of this difference, a Mann–Whitney rank-sum test was applied, as CPP% data are not log-normally distributed. The test confirmed the significance of this difference (p-value \u0026lt; 0.001).\u003c/p\u003e\n\u003cp\u003e\u003cstrong\u003eParticle morphology, composition and mineralogy\u003c/strong\u003e\u003c/p\u003e\n\u003cp\u003eElectron microscope analyses revealed that the majority of mineral particles from RICE ice core sections consist of single silicate clasts of aeolian origin, with dimensions of a few µm. Representative examples include detrital grains of feldspar (Fig. 3a) and plagioclase (Fig. 3b). These aluminosilicate particles represent pristine dust transported long-range, displaying abrasion features and rounded morphologies characteristic of mechanical weathering during aeolian transport\u003csup\u003e36\u003c/sup\u003e. Siliceous volcaniclastic particles (volcanic shards) are also common. Their sharp, unabraded surfaces are consistent with deposition from proximal Antarctic volcanic districts, similarly to what has been observed in Northern Victoria Land at Talos Dome\u003csup\u003e37\u003c/sup\u003e. In addition to aeolian aluminosilicates, iron-rich mineral grains are relatively abundant, including Fe-oxides such as hematite (γ–Fe₂O₃, Fig. 3c) and magnetite (Fe₃O₄, Fig. 3d), as well as Fe-hydroxides like goethite (α–FeOOH). Interestingly, euhedral magnetite crystals with limited abrasion or fracturing occur throughout the core (Fig. 3e, f). Such well-preserved micro-morphologies are indicative of a local provenance and short-range atmospheric transport.\u003c/p\u003e\n\u003cp\u003eThe most remarkable differences between particles from the deeper and shallower sections of the ice core concern their aggregation state and surface characteristics. At intermediate depths (around 301, 341, and 355 m), mineral dust particles and volcanic shards occur as individual grains, showing no evidence of secondary (authigenic) crystal growth on their surface. Below approximately 700 m depth, in correspondence to ice from the last glacial period, dust particles are mostly aggregated, commonly forming multi-grain clusters, and authigenic crystal growth becomes widespread. Secondary minerals sometimes occasionally appear as a thin coating of nanometric to sub-micrometric crystals covering either the detrital dust aggregates (Fig. 4a) or individual volcanic shards (Fig. 4c). In other cases, larger, well-developed euhedral crystals have grown directly on aggregates or detrital grains (Fig. 4b, d). This is particularly evident around 745 m depth (Fig. 4b) where relatively large euhedral cubic crystals display morphological features consistent with alunite (KAl₃(SO₄)₂(OH)₆), although this identification remains tentative in the absence of EDS data for this specific grain.\u003c/p\u003e\n\u003cp\u003eThe most unambiguous evidence of englacial diagenesis is provided by sample 757 (756.2 m depth, Fig. 5), which contains authigenic jarosite crystals associated with minor amounts of likely authigenic goethite (α–FeOOH; Fig. 5b,d). Tabular hexagonal jarosite crystals were observed growing on aeolian silicate grains, volcanic shards, and grain aggregates, consistent with observations previously reported for the TALDICE ice core\u003csup\u003e20\u003c/sup\u003e. A further example of englacial diagenetic mineralization was identified in sample 711 (around 710.2 \u0026nbsp;m depth), where the growth of very small authigenic crystals on the surface of dust aggregates and individual grains is clearly visible (Fig. 6a-e). In this case, crystal habit is poorly developed; however, EDS analyses indicate a composition consistent with hematite (γ–Fe₂O₃). Tabular jarosite crystals (Fig. 6f) were also identified on the surfaces of volcanic shards within the same sample.\u003c/p\u003e"},{"header":"Discussion","content":"\u003cp\u003e\u003cstrong\u003eEnglacial diagenesis: jarosite neoformation\u003c/strong\u003e\u003c/p\u003e\n\u003cp\u003eEnglacial diagenesis can be defined as the set of physical, chemical, and possibly microbiological processes affecting mineral dust impurities trapped in ice and occurring at depth within glaciers and ice sheets\u003csup\u003e17,20,21\u003c/sup\u003e. It is similar to rock diagenesis, although \u0026nbsp;operating at very different environmental conditions and timescales. Englacial diagenesis is closely related to ice metamorphism, and involves the spatial migration of impurities, physical aggregation of insoluble particles\u003csup\u003e2,20\u003c/sup\u003e, concentration of acidic ionic species\u003csup\u003e13,14,16,18\u003c/sup\u003e, and mineralogical transformations\u003csup\u003e17,21\u0026nbsp;\u003c/sup\u003eencompassing chemical weathering of primary aeolian minerals and authigenic crystal growth.\u003csup\u003e16,17,20,21\u0026nbsp;\u003c/sup\u003e\u003c/p\u003e\n\u003cp\u003eIn this study, we investigated the occurrence and characteristics of englacial diagenesis affecting dust particles in the RICE ice core. The uppermost ~690 m of the core, corresponding to the last 16.300 yrs BP – encompassing the Holocene and the terminal \u0026nbsp;phase of the Last Deglaciation - exhibit dust concentration and grain size distributions comparable to those reported\u003csup\u003e33\u003c/sup\u003e for the late Holocene. Below ~690 m depth, dust concentration increases, consistent with the transition into dustier glacial ice\u003csup\u003e2,35\u003c/sup\u003e.\u003c/p\u003e\n\u003cp\u003eThe transition to glacial conditions is also reflected in \u0026nbsp;the mean grain size of mineral particles, as indicated by the CPP% parameter, increasing from median values of \u0026nbsp;22-26% during Holocene to a median value of 38% during the glacial period. Further insight into these grain size variations are provided by microscopic observations indicating that aggregation and clustering are the main processes involved, with the occasional presence of large volcanic glass glasses (up to 20 µm).\u003c/p\u003e\n\u003cp\u003eWithin the RICE ice core, the first SEM-based evidence of englacial diagenesis and jarosite precipitation appears in samples deeper than 700 m (e.g. ~711 and ~757 m depth). Jarosite crystals typically occur on the surface of larger dust aggregates and only in deep samples. They are relatively small, euhedral, and exhibit tabular morphology along the {0001} crystallographic plane. They do not show any evidence of aeolian abrasion and are excellently preserved, displaying sharp edges and well-developed crystal faces that would be easily damaged during atmospheric transport (Fig. 5a,c,e,f; Fig. 6f). Had these crystals been transported by wind to Roosevelt Island, their surface would have been abraded, with irregular shapes and rounded edges. Furthermore, their growth on the surface of larger aluminosilicate particles, of volcanic shards and of aeolian dust aggregates point toward an \u003cem\u003ein situ\u003c/em\u003e authigenic formation. From a temporal perspective, these observations imply that the neoformed minerals developed after dust aggregation and under conditions that remained stable for a sufficiently long period of time.\u003c/p\u003e\n\u003cp\u003eJarosite in deep Antarctic ice has also been reported at Talos Dome below 1000 m depth\u003csup\u003e20,21\u0026nbsp;\u003c/sup\u003ein the form of hexagonal platelets accreted on aeolian dust aggregates. In that case, XANES (X-ray absorption near edge structure spectroscopy)\u0026nbsp;measurements performed on Fe K-edge\u003csup\u003e38\u003c/sup\u003e showed a progressive increase in Fe K-edge energy with depth along the Talos Dome ice core, indicative of oxidative diagenetic alteration\u003csup\u003e20,21,38\u003c/sup\u003e.\u003c/p\u003e\n\u003cp\u003eIndependent evidence for an iron–potassium sulfate phase in deep Antarctic ice, interpreted as jarosite, was detected\u003csup\u003e19\u003c/sup\u003e by Raman spectroscopy of micro-inclusions around 2370 m depth in the EDML ice core, corresponding to early interglacial MIS 5e (~129.8 ka), thus supporting the emerging view that jarosite can be formed \u003cem\u003ein situ\u0026nbsp;\u003c/em\u003ewithin deep Antarctic ice.\u003c/p\u003e\n\u003cp\u003e\u003cstrong\u003eEnglacial diagenesis: jarosite, goethite (lepidocrocite) and hematite (maghemite) neoformation\u003c/strong\u003e\u003c/p\u003e\n\u003cp\u003eThe mechanisms invoked\u003csup\u003e20,21\u0026nbsp;\u003c/sup\u003eto account for the occurrence of jarosite in deep Antarctic ice involve englacial mineral dust weathering driven by ice metamorphism. During deep ice re-crystallization, growing ice grains expel incompatible ionic impurities (e.g. sulfate) concentrating them at grain boundaries and triple-junctions thus forming brines - concentrated saline solutions - that once in contact with dust particles promote its chemical alteration. Jarosite neoformation specifically requires Fe-bearing phases, limited amounts of liquid water, and an acidic-oxidizing (pH \u0026lt;4) environment\u003csup\u003e28\u003c/sup\u003e. Acidic brines derived from the concentration of atmospheric acids with an eutectic temperature below ice temperature can provide these conditions\u003csup\u003e20\u003c/sup\u003e. Evidences from the RICE dust samples are consistent with this formation model but - in addition - minor amounts of Fe-hydroxides were commonly found in direct contact with jarosite. These phases, identified as goethite or lepidocrocite, likely share a common englacial origin (Fig. 5b,d). The coexistence of jarosite and goethite, the latter nucleating on jarosite crystal surfaces yet forming under distinct physicochemical conditions, suggests a local increase in pH and water activity following jarosite formation\u003csup\u003e39\u003c/sup\u003e. Such a shift would promote the transformation of jarosite into the more stable goethite under less acidic conditions. \u0026nbsp;Indeed, jarosite is stable only within a narrow set of constraints: acidic environments (pH \u0026lt; 4), low water activity, and the presence of Fe-bearing minerals. It becomes unstable once the local water-to-mineral ratio exceeds a critical threshold (~10), driving its conversion to goethite \u003csup\u003e28,40,41\u003c/sup\u003e.\u003c/p\u003e\n\u003cp\u003eNot all deep RICE samples show jarosite crystal growth. At ~711 m depth, for example, sub-micron hematite (or maghemite) crystals were frequently observed coating both individual grains and aggregates, while jarosite was not identified (Fig. 6a-e). Although the hematite crystals are smaller and less well developed than jarosite, their precipitation on dust aggregates clearly indicates that authigenic crystal growth occurred after particle aggregation within the englacial environment, suggesting again a diagenetic origin.\u003c/p\u003e\n\u003cp\u003eSimilar evidence was reported\u003csup\u003e17\u003c/sup\u003e in basal ice of the EPICA Dome-C ice core, where dust aggregates were coated with nm-scale, highly crystalline coatings of needle-like iron oxides resembling natural or artificial goethite. Although the exact mineralogy could not be confirmed, these findings underscore the central role of iron geochemistry in post-depositional englacial processes.\u003c/p\u003e\n\u003cp\u003eThe identification of authigenic hematite and goethite in deep RICE sections does not contradict previous interpretation of jarosite formation, but instead indicates pronounced heterogeneity within the englacial diagenetic environment. The coexistence of Fe-sulphates, Fe-oxides and Fe-hydroxides implies that water availability and activity, acidity and sulphate concentration vary at the micro-scale and/or in time within deep ice, enabling the formation of distinct Fe-bearing phases under locally different conditions\u003csup\u003e42,43\u003c/sup\u003e. These findings extend the concept of englacial diagenesis, and reveal a chemically heterogeneous microenvironment within the ice matrix, capable of sustaining spatially variable reaction pathways.\u003c/p\u003e\n\u003cp\u003eAccording to our findings, jarosite remains the dominant neoformed phase, suggesting that strongly acidic, sulphate-rich microbrines represent the prevailing englacial condition favoring dust chemical weathering. This interpretation is consistent with the high mobility of sulphuric acid in ice and its tendency to accumulate at grain junctions, where it promotes the formation of concentrated acidic brines and supplies both acidity and sulphates for jarosite precipitation\u003csup\u003e13,18\u003c/sup\u003e.\u003c/p\u003e\n\u003cp\u003eThe occurrence of goethite and hematite within dust assemblages that also contain jarosite indicates that chemical conditions fluctuate significantly over the µm-scale. In particular, authigenic goethite suggests localized buffering of acidity and partial sulphate depletion, producing micro-domains that favor Fe(III) hydrolysis and oxyhydroxide precipitation\u003csup\u003e42,44\u003c/sup\u003e. Hematite is interpreted as a late-stage authigenic product linked to the progressive chemical evolution of englacial brines. Continued brines-dust interactions consume acidity and sulphate, while enhancing the dissolution of primary aeolian mineral\u003csup\u003e20\u003c/sup\u003e, leading to extremely concentrated, low-water activity solutions in which\u0026nbsp;dehydration and aging reactions promote hematite formation\u003csup\u003e42\u003c/sup\u003e.\u0026nbsp;\u003c/p\u003e\n\u003cp\u003eWe note that the phases identified as hematite and goethite cannot be unambiguously distinguished from their metastable polymorphs, maghemite and lepidocrocite, using the analytical approach applied in this study. If such metastable phases were present in place of the two stable end-members, the weathering model described above would not change substantially. The precipitation and preservation of metastable phases would point to kinetically arrested reactions, occurring at low temperature in short-lived microenvironments\u003csup\u003e42,45\u003c/sup\u003e. At this stage, it is not possible to unequivocally discriminate between metastable and stable polymorphs. However, because both mineral pairs form under closely related chemical conditions, this ambiguity does not alter the environmental interpretation of cryogenic englacial weathering.\u003c/p\u003e\n\u003cp\u003e\u003cstrong\u003eConsequences on ice core paleoclimate records interpretation\u003c/strong\u003e\u003c/p\u003e\n\u003cp\u003eEvidence for progressive oxidation of Fe-bearing minerals with depth, leading to jarosite neoformation and depletion of ferrous phases such as hornblende, muscovite, siderite and pyrite was first reported in the TALDICE ice core\u003csup\u003e21\u003c/sup\u003e. Unlike RICE, TALDICE showed no evident postdepositional anomalies related to hematite or goethite: goethite exhibited a stable signal throughout the 1620 m deep ice core thickness, while hematite was absent below 1200 m\u003csup\u003e21\u003c/sup\u003e. Results from RICE depict a different scenario, with jarosite, goethite and hematite all forming \u003cem\u003ein situ\u003c/em\u003e as authigenic minerals. This discrepancy might stem from distinct englacial conditions or from analytical limits of the bulk synchrotron methods employed for TALDICE, which may have failed to resolve neoformed goethite and hematite.\u003c/p\u003e\n\u003cp\u003eThe identification of these species from single-grain analysis of RICE ice samples has implications for interpreting ice core mineral dust records. Jarosite is a relatively rare mineral on Earth, easily distinguishable from typical minerals found in aeolian dust\u003csup\u003e19,36\u003c/sup\u003e.\u0026nbsp;\u003c/p\u003e\n\u003cp\u003eConversely, hematite and goethite are widespread in atmospheric dust\u003csup\u003e46\u003c/sup\u003e, and have been detected in both glacial and interglacial Antarctic ice\u003csup\u003e36\u003c/sup\u003e. Their englacial formation introduces uncertainties for paleoclimatic reconstructions based on bulk mineralogical assemblages; in fact, the relative abundance of goethite and hematite in ice core dust is itself a proxy to gather information about the environmental and climatic conditions of dust sources\u003csup\u003e36\u003c/sup\u003e. Hematite commonly forms in arid, seasonally-dry environments as a weathering product in the clay-sized soil fraction\u003csup\u003e47\u003c/sup\u003e, while goethite in soils precipitates under wetter climatic conditions, requiring liquid water\u003csup\u003e48\u003c/sup\u003e. Mineralogical studies of long-range aeolian dust archived in central East Antarctic ice cores revealed significant shifts in the hematite/goethite ratio between glacial and interglacial periods\u003csup\u003e36\u003c/sup\u003e. Goethite content remains nearly constant (5-7% of total dust), while hematite increases in interglacial samples, reaching 11-12% at Dome C, an increase reflecting enhanced input from low-latitude dust sources in warm, arid regions with alternating wet and dry conditions\u003csup\u003e36\u003c/sup\u003e.\u003c/p\u003e\n\u003cp\u003eOur new evidence for the \u003cem\u003ein situ\u003c/em\u003e neoformation of hematite and goethite within deep ice underscores the importance of single-grain analytical approaches. Bulk mineralogical methods detect Fe-oxides and hydroxides, but cannot distinguish between detrital grains and authigenic coatings. Single-particle analyses, conversely, can discriminate between detrital and authigenic minerals, improving paleoclimatic interpretations and allowing to disentangle climate-related signals from the effects of englacial weathering.\u003c/p\u003e\n\u003cp\u003eThe formation of authigenic Fe oxides (hematite or maghemite) carries implications for interpretating the magnetic properties of insoluble dust in deep ice. Evidence that magnetic phases (such as Fe-oxides) can form into the deep ice through englacial diagenesis challenges the long-standing assumption that ice-core dust preserves the pristine magnetic signature of atmospheric aerosol\u003csup\u003e49\u003c/sup\u003e. Such post-depositional processes offer a compelling explanation for the magnetic anomalies observed in the deep sections of the EDC and Vostok ice cores, where exceptionally high magnetization levels cannot be reconciled with detrital inputs alone. Specifically, the anomalously high dust magnetization values observed\u003csup\u003e23\u003c/sup\u003e below ~2500 m in both the EDC and Vostok cores -particularly in interglacial samples - approach the magnetic intensity of Antarctic micrometeorites, that is a source whose rarity in the atmosphere renders it an implausible driver for such widespread signals. Consequently, these anomalies were attributed\u003csup\u003e23\u003c/sup\u003e to post-depositional alteration of Fe-bearing minerals within the ice, consistent with earlier suggestions\u003csup\u003e17\u003c/sup\u003e for basal inclusions. Our identification of authigenic Fe oxides provides direct mineralogical evidence for this process. Englacial precipitation of highly magnetic, low-coercivity phases such as maghemite offers a coherent and geochemically-grounded explanation for the observed anomalous high magnetization, especially in intervals characterized by low dust content and reduced coercivity.\u003c/p\u003e\n\u003cp\u003eThis pattern agrees with independent evidence that interglacial dust is more susceptible to englacial transformation than glacial dust; during interglacial periods, the lower dust content is insufficient to fully neutralize atmospheric acids thus allowing them to persist and react with the limited mineral fraction available. The higher dust concentrations in glacial ice, conversely, promote rapid acid \u0026nbsp;buffering, inhibiting the formation of the concentrated brines that drive englacial chemical weathering\u003csup\u003e15,19,21\u003c/sup\u003e.\u003c/p\u003e\n\u003cp\u003eWhile earlier studies\u003csup\u003e23\u003c/sup\u003e lacked sufficient mineralogical constraints to directly verify these mechanisms, our current results provide clear mineralogical evidence that deep englacial diagenesis involving Fe-bearing phases underlies the observed magnetic data. These findings confirm that post-depositional mineralogical alteration is an active process within deep Antarctic ice.\u003c/p\u003e\n\u003cp\u003e\u003cstrong\u003eEnglacial conditions for neomineralization\u003c/strong\u003e\u003c/p\u003e\n\u003cp\u003eThe depth, age, temperature, and pressure conditions under which englacial diagenesis occurs vary widely among Antarctic ice cores where these processes have been reported (Table 2). Dust aggregation has been observed in EDC below 2900 m\u003csup\u003e2\u003c/sup\u003e, where ice temperatures range between -11°C and -15°C\u003csup\u003e50\u003c/sup\u003e, and in TALDICE below 1500 m in ice warmer than -12°C\u003csup\u003e20\u003c/sup\u003e. \u0026nbsp;In RICE, aggregation appears below 700 m in relatively warm ice (-6 to -7 °C), coincident with a sharp increase in dust concentration associated with the transition to glacial conditions. In contrast, aggregation in EDC and TALDICE occurs in both glacial and interglacial sections, indicating that dust concentration alone does not control the whole process. These observations suggest that aggregation is favored in relatively warm ice, although defining strict temperature, pressure, or age thresholds remains difficult to define.\u003c/p\u003e\n\u003cp\u003eAnomalous dust magnetization and Fe-mineral alteration show a similarly broad range of thermal conditions. In EDC and Vostok, such anomalies appear in ice warmer than −25 °C\u003csup\u003e23\u003c/sup\u003e, while TALDICE reaches comparable temperatures at 1000 m depth, coinciding with the early stage of jarosite neoformation\u003csup\u003e21\u003c/sup\u003e. However, initial oxidation of Fe-bearing minerals begins much shallower in TALDICE, at 500 m depth and −35 °C, indicating that mineral reactions can occur even in colder ice. At RICE, by contrast, Fe-mineral neoformation is restricted to warmer sections (\u0026gt; −7 °C).\u003c/p\u003e\n\u003cp\u003eThe englacial diagenetic processes documented here demonstrate that cold ice can sustain chemical weathering of mineral dust as a consequence of ice metamorphism. Both jarosite and goethite precipitation both require liquid water, implying that even minute amounts of brine can sustain mineral reactions. The persistence of these brines depends on multiple interacting variables, including time, pressure, temperature, impurity load, and recrystallization history.\u0026nbsp;\u003c/p\u003e\n\u003cp\u003e\u003cstrong\u003eConsequences: planetary deposits\u003c/strong\u003e\u003c/p\u003e\n\u003cp\u003eEnglacial brines are efficient geochemical reactors\u003csup\u003e25\u003c/sup\u003e whose \u0026nbsp;importance extends beyond Earth\u003csup\u003e51\u003c/sup\u003e. \u0026nbsp;\u003cem\u003eIn situ\u003c/em\u003e reactions produce composite grains in which primary mineral cores are coated by authigenic iron oxides, oxyhydroxides, and sulfates. Because this mechanism arises from fundamental cryogenic concentration processes, it is not unique to Antarctica. Wherever acidic and mineral impurities are trapped in cold ice and redistributed during recrystallization, similar microenvironments may develop. Englacial cryogenic alteration represents a general class of low-temperature geochemical processes that may operate on planetary bodies hosting ice and mineral dust.\u003c/p\u003e\n\u003cp\u003eMars provides a particularly relevant case. Windblown Martian dust is globally distributed, oxidized, magnetically active, and widely interpreted as consisting of composite mineral grains\u003csup\u003e52\u003c/sup\u003e. Modern dust exchanges with surface and near-surface ice deposits\u003csup\u003e29, 53\u003c/sup\u003e. Moreover, orbital forcing has likely driven repeated redistribution of ice and dust over at least the past two billion years\u003csup\u003e54,55,56,57\u003c/sup\u003e. These climatic shifts imply a long-lived interaction between ice reservoirs and the atmospheric dust pool, such that a substantial fraction of Martian airborne dust is expected to have resided within ice during its history.\u003c/p\u003e\n\u003cp\u003eThe Antarctic observations provide a highly relevant analogue for cryogenic weathering of Martian dust. On Mars, residence of fine igneous particles within thick ice deposits could promote the formation of composite grains containing nanophase iron oxides, oxyhydroxides, and sulfates according to the observations of the RICE ice core grains documented here. This is broadly consistent with the magnetic\u003csup\u003e52\u003c/sup\u003e and mineralogical properties\u003csup\u003e58\u003c/sup\u003e of the global aeolian dust veil observed on the planet. This model is consistent with the idea that Martian dust is not solely the product of physical comminution, but reflects chemical modification during repeated residence in large ice deposits. Limited but persistent cryogenic alteration would generate coatings of finely dispersed Fe-oxides onto grains of basaltic primary minerals, analogous to the incomplete weathering observed in Antarctic deep ice, as supported by the survival of olivine in Martian dust\u003csup\u003e52,58,59,\u003c/sup\u003e. In addition, aggregation of fine particles during ice recrystallization, documented in terrestrial ice cores, would progressively remove smaller grains, a pattern consistent with particle-size observations from Martian polar regions and in situ measurements by the Phoenix lander\u003csup\u003e60\u003c/sup\u003e.\u003c/p\u003e\n\u003cp\u003eThis mechanism is also compatible with the origin of the nanophase iron oxides responsible for the characteristic red coloration of Martian dust\u003csup\u003e58,61\u003c/sup\u003e. The extremely low temperatures and water activities present in Martian ice deposits would result in slow to incomplete weathering and crystallization of iron oxides and hydroxides consistent with ferrihydrite recently proposed to be the source of Mars’ red color\u003csup\u003e61\u003c/sup\u003e. Thus, repeated low-temperature alteration within ice deposits would progressively encrust airborne particles with submicron Fe-oxide phases, reproducing both the optical and magnetic properties of the Martian dust reservoir without requiring prolonged warm and wet surface conditions which are difficult to reconcile with the known geologic and climatic history of the planet.\u003c/p\u003e\n\u003cp\u003eThe model generates testable predictions: Martian dust particles should preserve igneous cores coated by alteration coatings and intimate associations between Fe-oxides and sulfates rather than simple physical mixtures. While specific mineralogy may be controlled by differences in temperatures and chemical conditions within Martian ice deposits, confirmation of such micro-textures and \u0026nbsp;mineral association by microscopic and spectroscopic observations from future missions would indicate that englacial cryogenic weathering is likely to be a planetary-scale process, capable to actively shape the composition and properties of Martian dust. Other models propose either low temperature alteration\u003csup\u003e58\u003c/sup\u003e - that would not result in the types of coatings observed in this study - or suggest some kind of physical mixing\u003csup\u003e61\u003c/sup\u003e which would also not reproduce the intimate associations expected from this process.\u0026nbsp;\u003c/p\u003e\n\u003cp\u003eEnglacial diagenesis\u0026nbsp;in deep Antarctic ice produces different mineralogical assemblages of authigenic Fe-bearing phases as jarosite, goethite, hematite whose coexistence reflects micron-scale heterogeneity in pH, water activity, and sulfate availability within englacial brines. This process is likely a general feature of deep Antarctic ice and, beyond Earth, the same cryogenic mechanism operates wherever ice and mineral aerosols interact.\u0026nbsp;\u003c/p\u003e\n\u003cp\u003eOn Mars, repeated orbital-driven burial of dust within ice reservoirs represents a viable, previously underexplored pathway to produce the oxidized, magnetically active, composite-grain dust veil observed today, without invoking a warm and wet early climate.\u003c/p\u003e"},{"header":"Material and methods","content":"\u003cp\u003eThe RICE ice core was drilled near the summit of Roosevelt Island (79.364\u0026deg;S, 161.706\u0026deg;W, 550 m a.s.l.), a grounded ice rise located near the northeastern margin of the Ross Sea Ice Shelf. Drilling reached bedrock at ~214 m below current sea level, recovering a 764 m long ice core\u003csup\u003e31,32\u003c/sup\u003e. Roosevelt Island is characterized by a local accumulation regime, isolated from the surrounding ice flow of the Ross Sea Ice Shelf, which is primarily fed by the West Antarctic Ice Sheet. This independence makes the RICE site suitable for reconstructing coastal Antarctic climate variability\u003csup\u003e31\u003c/sup\u003e. The core spans ~83 kyr, from the surface to 760 m depth\u003csup\u003e32\u003c/sup\u003e, and has been used to investigate regional environmental conditions in the Holocene and in the last glacial period\u003csup\u003e31,33\u003c/sup\u003e. The RICE dust concentration record for the last 2000 years\u003csup\u003e33\u003c/sup\u003e, corresponding to the first 300 m of the core, is now extended to the whole ice core, down to 759 m depth. Sample preparation was carried out at the New Zealand ice core facility in Wellington. 460 samples (15 cm long; 15\u0026times;35 mm cross-section) were cut from the side of the main core following the RICE cutting plan (http://www.rice.aq/core-processing.html). According to the RICE17 chronology\u003csup\u003e32\u003c/sup\u003e each sample represents ~0.6 years at the top of the core, increasing to ~2.5 years at 300 m (~2 kyr BP), and 3-4 years at 670 m (11.7 kyr BP, Holocene onset). In the deep part, each sample represents 10-20 years during the deglaciation, increasing to 300-500 years in the bottom part of the core. Ice sections were analyzed at the EUROCOLD Laboratory of the University of Milano-Bicocca (Italy) following established protocols\u003csup\u003e35\u003c/sup\u003e. After decontamination in and ISO6 clean room, dust concentration and grain size were measured using two inter-calibrated Beckman Coulter Multisizers (models 4 and 4e), equipped with calibrated 30 \u0026micro;m aperture tubes, detecting insoluble particles with an equivalent spherical diameter between 600 nm to 18 \u0026micro;m. Size distributions, resolved over 400 logarithmically-scaled channels, were used to calculate fine (FPP%) and coarse (CPP%) particle percentage, in following standardized procedures\u003csup\u003e32\u003c/sup\u003e. Mass concentration was calculated by integrating the volume-size distribution, using a standard mineral density of 2.5 g/cm\u0026sup3;. A subset of samples was selected for mineralogical characterization. After melting, these samples were filtered onto polycarbonate track-etched Isopore\u0026trade; membranes (0.22 \u0026micro;m porosity), and mounted on glass microscopy slides. Morphological observations on single dust grains or aggregates were carried out using an Environmental Scanning Electron Microscope (ESEM; FEI Quanta 200 FEG), equipped with an Energy Dispersive Spectrometer (EDS) for qualitative microchemical analysis. Operating parameters included a 25 kV accelerating voltage, adjustable beam diameter and working distance, and 0\u0026deg; tilt angle. Images were acquired using either a single-shot or an Everhart\u0026ndash;Thornley secondary electron detector. Quantitative, microchemical analyses were conducted with a JEOL 6400 SEM coupled to an Oxford Link Isis EDS. Analytical conditions were 15 kV accelerating voltage and 1-15 nA beam current. The electron beam was defocused to reduce the accumulation time from 100 s to 10 s and minimize migration and volatilization of light elements. Analytical errors were 2\u0026ndash;5% for major elements and 5\u0026ndash;10% for minor elements. Elemental compositions, as well as those of oxides and silicates, were calibrated using natura and synthetic mineral standards.\u003c/p\u003e"},{"header":"Declarations","content":"\u003cp\u003e\u003cstrong\u003eAcknowledgements\u003c/strong\u003e\u003c/p\u003e\n\u003cp\u003eThis work is a contribution to the Roosevelt Island Climate Evolution project (RICE), funded by national contributions from New Zealand, Australia, Denmark, Germany, Italy, the People’s Republic of China, Sweden, the UK, and the USA. Logistics support was provided by Antarctica New Zealand (K049) and the US Antarctic Program. This article is an outcome of project TECLA – Dipartimenti di Eccellenza 2023–2027 and project TALDEEP PNRA18_00098.\u003c/p\u003e\n\u003cp\u003e\u003cstrong\u003eAuthor contributions:\u003c/strong\u003e\u003cbr\u003e\u0026nbsp;L.L. Conceptualization, Methodology, Data acquisition and interpretation, Writing - Original draft. B.D. Conceptualization, Interpretation, Writing - Review \u0026amp; Editing; M.M. Data acquisition and interpretation, Review \u0026amp; Editing; L.V. Data acquisition, Review \u0026amp; Editing; G.B., P.B.N., E.DS., V.M, N.B. Conceptualization, Writing - Review \u0026amp; Editing\u003c/p\u003e\n\u003cp\u003e\u003cstrong\u003eCompeting interests:\u003c/strong\u003e\u003c/p\u003e\n\u003cp\u003eThe authors declare no competing interests.\u003c/p\u003e"},{"header":"References","content":"\u003col\u003e\n\u003cli\u003ePetit, J. R. et al. Climate and atmospheric history of the past 420,000 years from the Vostok ice core, Antarctica. Nature 399, 429\u0026ndash;436 (1999).\u003c/li\u003e\n\u003cli\u003eLambert, F. et al. Dust-climate couplings over the past 800,000 years from the EPICA Dome C ice core. Nature 452, 616\u0026ndash;619 (2008).\u003c/li\u003e\n\u003cli\u003eMahowald, N. et al. 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Past 19, 2257\u0026ndash;2286 (2023).\u003c/li\u003e\n\u003c/ol\u003e"},{"header":"Tables","content":"\u003cp\u003e\u003cstrong\u003eTable1. Elemental composition from EDS analysis\u003c/strong\u003e.\u0026nbsp;\u003c/p\u003e\n\u003cp\u003eAveraged percent values computed from multiple measurement are shown, together with the reference figure showing where the spot measurements were performed and the mineralogical interpretation.\u003c/p\u003e\n\u003cp\u003e\u003cstrong\u003e\u0026nbsp;\u003cimg 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\" width=\"686\" height=\"536\"\u003e\u003c/strong\u003e\u003c/p\u003e\n\u003cp\u003e\u003cstrong\u003eTable 2. Depth, temperature, pressure and age where microphysical and mineralogical post-depositional processes affecting dust in Antarctic ice have been observed.\u003c/strong\u003e\u003c/p\u003e\n\u003cp\u003e(*) Note: detected from CPP% values systematically exceeding the median+1 standard deviation of the whole record and from microscopic observations\u003c/p\u003e\n\u003cp\u003e(**) Beginning of the progressive oxidation of Fe-minerals with depth along the TALDICE ice core, leading to jarosite precipitation and to the decline of many ferrous minerals\u003csup\u003e20,21\u003c/sup\u003e\u0026nbsp;\u003c/p\u003e\n\u003cp\u003e\u003cimg 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Mineralogical changes in deep ice involve iron geochemistry, and are driven by the circulation of acidic fluids within pre-melted ice during ice metamorphism, leading to the authigenic formation of jarosite. Here we show that englacial diagenesis is a widespread process in deep Antarctic ice and involves the authigenic growth of mineral phases like goethite (lepidocrocite) and hematite (maghemite) in addition to jarosite. The coexistence of these neoformed phases reflects micron-scale variability in pH and water activity within the englacial brine network. Englacial diagenesis has major consequences: it introduces systematic biases in bulk mineralogical proxies used to reconstruct dust source conditions, and it provides a grounded explanation for the anomalously high dust magnetization observed in deep Antarctic ice. We further propose that repeated burial of dust within planetary ice reservoirs, as expected on Mars over orbital timescales, represents a viable and previously underexplored mechanism for the oxidation, aggregation and magnetic activation of Martian airborne dust, without requiring prolonged warm and wet surface conditions.","manuscriptTitle":"Englacial diagenesis in deep Antarctic ice: implications for Martian dust oxidation","msid":"","msnumber":"","nonDraftVersions":[{"code":1,"date":"2026-04-22 09:13:02","doi":"10.21203/rs.3.rs-9198662/v1","editorialEvents":[],"status":"published","journal":{"display":true,"email":"[email protected]","identity":"communications-earth-and-environment","isNatureJournal":true,"hasQc":false,"allowDirectSubmit":false,"externalIdentity":"commsenv","sideBox":"Learn more about [Communications Earth and Environment](https://www.nature.com/commsenv/)","snPcode":"","submissionUrl":"","title":"Communications Earth \u0026 Environment","twitterHandle":"","acdcEnabled":true,"dfaEnabled":true,"editorialSystem":"ejp","reportingPortfolio":"Communications Series","inReviewEnabled":true,"inReviewRevisionsEnabled":false}}],"origin":"","ownerIdentity":"974eedaf-a86a-4e5c-9a5f-ac57b20c2c28","owner":[],"postedDate":"April 22nd, 2026","published":true,"recentEditorialEvents":[],"rejectedJournal":[],"revision":"","amendment":"","status":"under-review","subjectAreas":[{"id":65123989,"name":"Earth and environmental sciences/Climate sciences/Cryospheric science"},{"id":65123990,"name":"Earth and environmental sciences/Planetary science/Mineralogy"},{"id":65123991,"name":"Earth and environmental sciences/Planetary science/Cryospheric science"}],"tags":[],"updatedAt":"2026-04-22T09:13:02+00:00","versionOfRecord":[],"versionCreatedAt":"2026-04-22 09:13:02","video":"","vorDoi":"","vorDoiUrl":"","workflowStages":[]},"version":"v1","identity":"rs-9198662","journalConfig":"researchsquare"},"__N_SSP":true},"page":"/article/[identity]/[[...version]]","query":{"redirect":"/article/rs-9198662","identity":"rs-9198662","version":["v1"]},"buildId":"XKTyCvWXoU3ODBz1xrDgd","isFallback":false,"isExperimentalCompile":false,"dynamicIds":[84888],"gssp":true,"scriptLoader":[]}