Low Temperature Polyethylene Biodeterioration by Freshwater Microplastics-Associated Bacteria

Low Temperature Polyethylene Biodeterioration by Freshwater Microplastics-Associated Bacteria | 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 Low Temperature Polyethylene Biodeterioration by Freshwater Microplastics-Associated Bacteria Abdoullah Hleihel, Jonas M. Stadfeld, Kira L. Goff, Amelia M. Danzinger, and 5 more This is a preprint; it has not been peer reviewed by a journal. https://doi.org/ 10.21203/rs.3.rs-7863526/v1 This work is licensed under a CC BY 4.0 License Status: Under Review Version 1 posted 6 You are reading this latest preprint version Abstract Microplastics (MPs) are emerging contaminants that threaten ecosystems and human health. These particles host microbial biofilms that may include plastic-degrading bacteria, yet inland freshwater systems remain understudied, particularly under cold, environmentally relevant conditions. Here, 14 bacterial strains were isolated from MPs collected from a boreal lake and a glacier-fed river and evaluated for their ability to degrade low-density polyethylene (LDPE) at a low temperature. Several isolates removed up to 25% LDPE (w/w), formed biofilms, and caused surface deterioration. Chemical analyses detected alkanes, plastic additives, and oxidation products, indicating partial depolymerization of LDPE. Isolates’ genomes revealed few homologs of known plastic- or hydrocarbon-degradation genes, suggesting novel pathways. For the first time, Sanguibacter and Cryobacterium are identified as plastic-degrading bacteria. These findings show that freshwater MPs harbour cold-adapted bacteria capable of LDPE biodeterioration, advancing our understanding of the fate of microplastics and offering new biotechnological avenues for low-temperature plastic-waste mitigation. Biological sciences/Biotechnology Earth and environmental sciences/Environmental sciences Biological sciences/Microbiology Microplastics LDPE Plastic-degrading bacteria Plastisphere Biodeterioration Freshwater Low-temperature Bioremediation Sanguibacter Acinetobacter Arthrobacter Cryobacterium Figures Figure 1 Figure 2 Figure 3 Figure 4 Introduction Plastics are designed for durability and versatility; hence, plastic production has exponentially grown, with global outputs now exceeding 400 million tonnes per year 1 . These qualities and quantities have made plastics a persistent pollutant in the environment 2 . This plastic contamination is especially problematic when abiotic processes (mechanical abrasion, photodegradation, washing) of discarded plastics (secondary) and leaching from plastic goods produce microplastics (MPs) 3 . Irrespective of their method of formation, MPs end up in terrestrial, aerial, freshwater, and marine environments, leading to widespread accumulation with their durable nature contributing to their persistence 4 – 6 . This pollution is exacerbated by the high cost and limited recyclability of plastic, as well as the incorporation of non-degradable additives 7 , 8 . Given the ecological risks, including the movement of MPs through food webs and bioaccumulation 9 , 10 , exploring alternative degradation strategies is pertinent. Hence, advancing our understanding of their degradation is essential for viable biotechnological approaches 11 . Microbial bioremediation has emerged as a promising complement to physical and chemical treatments for managing plastic pollution 12 – 14 . Plastic surfaces have been shown to host distinct microbes, including various bacteria 15 – 17 . Bacteria colonize plastics by attaching and secreting extracellular polymeric substances, forming biofilms 18 , 19 . The biofilm can then concentrate enzymes at the plastic surface, providing a plausible mechanism for the alteration and deterioration of plastic 20 . Many such plastic colonizing bacteria have been shown to encode diverse depolymerizing enzymes (such as hydrolases, lipases, and esterases), oxidative catalysts (such as alkane monooxygenases, laccases, and cytochrome P450), and other genes capable of hydrolytic or oxidative cleavage of plastic polymers 21 – 24 . Hence, the bacteria colonizing the (micro)plastics and their enzymes represent a potentially valuable resource for developing biotechnological strategies to mitigate plastic pollution. As a result, many bacteria such as Pseudomonas , Rhodococcus and Bacillus have been shown to degrade various plastic polymers with varying degradation efficiencies 25 . However, these studies have largely focused on plastic sinks in terrestrial (soil, landfills, etc.) and marine environments 26 – 29 . However, a comprehensive plastic mitigation strategy should also include inland freshwaters, which serve as sources of our potable water and conduits for the spread of aquatic plastic pollution 30 – 32 . Moreover, most plastic biodegradation studies have been carried out at room to warmer temperature conditions the results of which may not be applicable to colder climates due to chemical and biological differences 33 . Hence, we present an in-depth study of the biodegradation of low-density polyethylene (LDPE) MPs at low temperatures by bacterial strains isolated from MPs collected from two freshwater environments in Canada: a boreal (or taiga) lake (North Wabasca Lake) and a glacier-fed river (Bow River). The 14 isolated strains belonged to four distinct bacterial genera - Acinetobacter , Arthrobacter , Cryobacterium , and Sanguibacter . All but two of the 14 isolates exhibited measurable MP deterioration at 10°C and a pH of 8 in mineral medium. We also demonstrate their ability to colonize and deteriorate MP surfaces, breaking down the LDPE polymer into alkane byproducts, a first for Cryobacterium and Sanguibacter . We also identify putative genes involved in the biodeterioration in nine isolates belonging to Acinetobacter or Cryobacterium , with a high likelihood of a previously uncharacterized plastic degradation enzyme(s) in Sanguibacter and Arthrobacter isolates. These findings indicate that cold, freshwater MPs harbour cold-adapted bacteria capable of biodegradation at low temperatures and at rates relevant for biotechnological applications for mitigating plastic pollution. Results and discussion Plastic biodegradation potential of the bacterial isolates Fourteen bacterial strains were isolated from the freshwater microplastics collected from the Bow River (n = 10), glacier-fed river and North Wabasca Lake (n = 4), a boreal lake (Table 1). They represent distinct strains belonging to the genera Acinetobacter (n = 4), Arthrobacter (n = 3), Cryobacterium (n = 5), and Sanguibacter (n = 2). With Acinetobacter belonging to Gammaproteobacteria and the rest belonging to Actinomycetota (previously classified as Actinobacteria ), these two classes of bacteria are frequently observed associated with microplastics in terrestrial and aquatic ecosystems 13 , 20 , 25 . Gammaproteobacteria includes a wide range of genera associated with biofilm formation and hydrocarbon degradation, while various Actinomyetota are resilient in oligotrophic conditions and capable of breaking down complex organic compounds, including plastics 34 – 36 . This degradation can occur through the release of extracellular peroxidases and other extracellular polymeric substances, which have been detected in freshwater Gammaproteobacteria and several Actinobacterial strains 25 , 37 , 38 . The complete genomes of 9 of these 14 isolates showed a sequenced similarity (≥ 50% identity) with many enzymes in PlasticDB 39 . These genes include alkane monooxygenase, PETase, polyesterase, lipase, esterase, and nitrobenzylesterase, indicating a potential ability of these bacteria to degrade plastics such as polyethylene, polyethylene terephthalate, polyester, polypropylene, and other similar materials. Previous studies have demonstrated the ability of Acinetobacter and Arthrobacter strains to degrade LDPE and high-density polyethylene (HDPE) 40 – 43 . To the best of our knowledge, this is the first observation of LDPE degradation by Sanguibacter and Cryobacterium species. Because LDPE is a hydrocarbon-based polymer, we also searched specifically for genes involved in hydrocarbon degradation using CANT-HYD 44 . We found that the same nine isolates that also had PlasticDB hits possessed genes for alkane degradation, including alkane monooxygenase ( alkB ), long-chain alkane hydroxylase ( ladAα ), and flavin-binding long-chain alkane monooxygenase ( almA ), which are known to encode enzymes that can degrade n-alkanes with carbon chain lengths of C5-C13, C15-C36, and C20-C32, respectively 45 – 47 . Interestingly, five isolates from the Bow River, all Arthrobacter isolates (n = 3), and all Sanguibacter isolates (n = 2) did not have any gene matches to those in PlasticDB and CANT-HYD (Table 1; Supplementary Data 1), indicating either an inability to metabolize plastic or the presence of previously unknown genes or pathways for plastic metabolism. Interestingly, we isolated Acinetobacter , Cryobacterium , and Sanguibacter strains from microplastics collected from both the Bow River and North Wabasca Lake (Table 1). These two locations are over 600 kilometres away from each other and part of two distinct watersheds. The presence of similar bacteria (from the same genera, but with distinct genomes) across different watersheds suggests that MP surfaces host similar bacteria. This could be due to either the source of bacteria being associated with human activities or the plastic surfaces being suitable for colonization by specific bacteria. Table 1. Summary of bacterial isolates used in the LDPE degradation experiment. Gravimetric weight loss of LDPE At the end of the experiment, the abiotic weight loss in the control microcosms was about 0.03 g (Supplementary Data 2). After correcting for this loss, 12 of the 14 isolates showed a reduction in LDPE, ranging from 5% to 25%. Sanguibacter BLB1 and Cryobacterium BLB9 showed the highest reduction in LDPE weight loss at 25% (Fig. 1 ). Isolates from the same bacterial genus showed differing amounts of LDPE weight loss. For example, among the four Acinetobacter isolates, BLB8, WLB5, BLB2, and BLB11, the reduction in LDPE weight was 15%, 10%, 5%, and 5% respectively, despite their identical prediction of plastic degradation genes. Similarly, of the five Cryobacterium isolates, BLB9, WR2A3, and WLB1 were shown to have variability in LDPE degradation (25%, 10%, and 5%, weight loss, respectively). In comparison, the other two isolates, BR2A4 and BR2A1, exhibited no measurable LDPE degradation, even though all were predicted to have genes for PETase and alkane degradation (Table 1). These results indicate that the plastic degradation rates can vary widely even among closely related bacteria. Surprisingly, although none of the Arthrobacter and Sanguibacter isolates were predicted to possess biodegradation capabilities due to a lack of known plastic-degrading genes, all isolates demonstrated the ability to degrade LDPE. Notably, Sanguibacter BLB1 achieved a significant 25% weight loss in LDPE degradation. These findings highlight the potential existence of numerous environmental bacterial strains capable of plastic degradation which have yet to be identified. Furthermore, these strains may harbour novel genes and enzymes involved in the plastic degradation process. Notably, we carried out the experiment at a much lower temperature (10°C) and observed an LDPE weight loss rate (5-25% over seven months). Although we cannot directly compare the plastic degradation rates to prior studies due to different starting and ending time points, some of the isolates in this study showed up to a 10% weight loss over a seven-month period. This degradation is lower than previously reported for the same bacterial genera at much higher temperatures. For example, the LDPE degradation for Acinetobacter isolates in this study ranged from 5-15%, but the reported rates for LDPE degradation for Acinetobacter are generally around 10-15% over a 2–3-month period, with Acinetobacter guillouiae (from insects) at 5.96% after 28 days at 25°C 41 , Acinetobacter pittobacter (from wastewater) at 15% at 35°C 40 , and Acinetobacter venetianus (from deep sea) at 12.2% after 56 days at 28°C 42 . Similarly, the Arthrobacter isolates in this study achieved an LDPE weight loss of 5-10%, lower than the 12% (after 30 days at 30°C) observed in a previous study 43 . These observations suggest that while we did observe low temperature LDPE biodegradation, the degradation rates may be lower for some of the isolates compared to previous studies. This could be due to either the different physical properties of LDPE at lower temperatures (such as rigidity) affecting the ability of bacteria to break down LDPE, or the biological processes being slower at such low temperatures, or the metabolic rate variability across strains. Bacterial growth on LDPE and biomass production The optical density (OD600) for all 14 isolates and the control remained relatively consistent over the duration of the experiment (Supplementary Data 3). Despite this, visual inspection of the microcosms revealed changes in particle density, hydrophobicity, behaviour, as well as likely bacterial growth. Several microcosms developed floating, translucent growths, while Acinetobacter sp. BLB2 developed a distinct green-brown, web-like structure (Supplementary Fig. 1). Notably, microcosms that exhibited growth were also associated with visibly smaller plastic fragments with increased bulk dispersion, particle cohesion, and particle-bottle adhesion (Supplementary Fig. 1). The visual observation, combined with a lack of change in OD600 measurements, suggests the isolates formed and concentrated in particle-attached biofilm. Such surface associated growth is non-uniform and therefore not reliably captured by optical density measurements 48 . Thus, OD600 was deemed an insufficient method for measuring bacterial growth in this context. Hence, we measured bacterial cell density using cell counting at five and six month post-incubation to confirm bacterial growth on LDPE as a carbon source (Figure 2; Supplementary Data 4). We found that some isolates, such as Cryobacterium WB12 and BLB9, Sanguibacter WLB7 , and Arthrobacter BR2A5, showed a half to full log-fold increase in cell densities; the rest of the isolates showed no remarkable increase. It is likely that many isolates may have reached the growth plateau by the 5-month mark, having either exhausted the nutrients or accumulated growth-limiting, toxic byproducts of LDPE degradation, or experienced an extremely slow growth rate on LDPE as the sole carbon source 49 , resulting in a small to negative change in cell densities, When compared to the decrease in LDPE, several isolates exhibited substantial increases in cell densities with minimal associated weight loss. In contrast, others showed notable reductions in LDPE weight despite modest growth (Fig. 2 ). For example, while both Sanguibacter BLB1 and Cryobacterium BLB9 showed a 25% reduction in LDPE weight, the change in their cell densities was remarkably different. While BLB1 had relatively the same cell counts, BLB9 had nearly a full log 10 fold change. On the other hand, Sanguibacter WLB7 showed an increase of over half a log 10 fold, but only a modest LDPE weight loss (10%). These observations indicate that the growth rate on LDPE varies among different isolates, with Sanguibacter BLB1 likely being a fast-growing bacterium that degrades LDPE more rapidly than Cryobacterium BLB9. This variability highlights the complexity of bacterial polymer degradation, which is affected by a variety of factors, including bacterial metabolic capabilities and rates 50 , culture conditions 51 , and plastic compositions 52 . Biofilm formation and microplastic surficial deterioration Given the change in cell density, but no change in OD600, we suspected bacterial cells were likely attached to the LDPE particles, where they can also access the LDPE polymer for biodegradation. Hence, we used scanning electron microscopy (SEM) to confirm bacterial attachment and surface morphology modifications (Fig. 3 ). The LDPE particles used in the study were relatively smooth and lacked features like deep fissures, pores, folds, etc (Figs. 3 a and 3 b). Our control microcosm (Figs. 3 c and 3 d) did not show any remarkable difference from the virgin LDPE particles, indicating no observable effect of UV treatment or other abiotic factors on particle morphology. In contrast, the LDPE particles from the isolate microcosms had stark physical changes. We observed numerous irregularities on the LDPE particle surfaces, such as large visible cracks, pores, folds, and generally an increased roughness (Fig. 4 e-t). These surface morphology modifications can likely be attributed to the bacterial activity and are evidence of low temperature biodeterioration of the LDPE particles. Importantly, the bacterial cell attachment with prominent colonization and biofilm formation was abundantly evident (Fig. 4 e-t). We found bacterial attachment and surface colonization of bacterial aggregates, likely embedded in extracellular matrix (visible “strings” of variable thickness). These biofilms and individual cells were specially observed in the irregularities of the LDPE particle surface. The presence of bacterial cells and dense biofilm further confirms bacterial growth and their attachment in the surficial features, further substantiating bacterial LDPE biodeterioration. Given the critical role of biofilm formation in LDPE degradation in other environments and temperatures, our findings suggest biofilms play a critical role in LDPE biodeterioration at low temperatures and in freshwater environments. Byproducts of LDPE biodeterioration Microbial plastic degradation typically culminates in either the assimilation of metabolites from depolymerization and/or subsequent oxidation or the complete mineralization of carbon from the polymer to CO 2 53,54 . As we did not detect any measurable change in CO 2 concentrations over the incubation period, despite changes in cell density, we analyzed the spent media for other byproducts of LDPE biodegradation. The GC-MS of spent media revealed low molecular weight organic compounds, including various straight and branched chain alkanes and LDPE additive compounds (Fig. 4 ). The absence of these compounds in the control microcosm and the LDPE particles used in the experiment indicates that LDPE samples underwent degradation due to the bacterial isolates, leading to intermediate degradation products 11 , 55 . Similar degradations have been observed in previous LDPE degradation studies from marine and sedimentary systems 25 , 56 . Of the various LDPE biodegradation byproducts, straight-chain alkane of variable lengths (C 10 -C 26 ) were the most common compounds detected across the 14 isolates. The highest concentrations were detected for the C 16 , C 18 , and C 24 n-alkanes in all but three strains (Fig. 4 ; Supplementary Data 5). The highest concentration of these n-alkanes was in the media of Acinetobacter and Cryobacterium isolates, all of which contained the genes for alkane degradation. Hence, it is likely that these hydrocarbons were formed by bacterial catalysis of the plastic polymers to drive bacterial growth, which has been observed in previous studies 57 , 58 . We also detected other compounds, including triethylenediamine, benzene 1,2-bis(1,1-dimethylethyl)-, and diglycolic acid esters, derivatives which are widely used as trace additives or polymerization catalysts in the manufacture of LDPE 55 , 59 – 61 . Given their trace quantities, it is likely that they leached from the LDPE particles during bacterial oxidation 62 . We also detected amines, furan derivatives, alcohols, and an aldehyde only in the bacterial cultures and not in controls, indicating that these were biologically produced as a result of the metabolic activity of the isolates. Interestingly, Cryobacterium BR2A4 showed a very high concentration of triethylenediamine (TEDA), also known as 1,4-diazabicyclo[2.2.2]octane (DABCO). TEDA is a well-known strong antioxidant used in polymer synthesis and has antimicrobial activity 63 – 65 . Hence, it could be inhibiting the growth and plastic biodegradation of BR2A4. Notably, palmitic acid (hexadecanoic acid), a characteristic metabolite of PE oxidation, depolymerization and assimilation 66 , 67 , was also detected in Cryobacterium WR2A3 and BR2A4, and Sanguibacter BLB1. Additionally, a previous study demonstrated that polyethylene-derived carbon is incorporated into Alpha- and Gammaproteobacteria membrane lipids 31 . Hence, given the byproduct profile and the lack of CO 2 production, we suspect many of our isolates may be utilizing some of the byproducts, such as palmitic acid, in a similar way and assimilating LDPE metabolites. Our results demonstrate that the low-temperature biodegradation of LDPE polymers can also result in the production and leaching of various by-products. Combined with the varying amounts of LDPE weight loss and bacterial growth, this process is highly variable across different strains of the same bacterial genera 68 . Furthermore, the lack of measurable change in CO 2 concentration throughout the seven month incubation period, shows that the remineralization of LDPE carbon to CO 2 may not always occur. It is likely that in their natural environment (MP biofilms in freshwater), the complete LDPE biodegradation, if occurring, might be carried out collectively by a bacterial consortium. The environmental and biotechnological implications This study demonstrated that the bacteria colonizing freshwater microplastics possess the capacity to deteriorate LDPE at environmentally relevant physicochemical conditions. The physical and surficial alterations to the LDPE particles by these isolates indicate that biological weathering may contribute to the fragmentation of larger plastics into microplastics in rivers and lakes. While the isolates were unable to fully re-mineralize the LDPE-derived carbon to CO₂, the detection of metabolic byproducts suggests that bacterial activity can release hydrocarbons, plasticizer, additives, and their derivatives, potentially influencing contaminant fluxes in the aquatic environment. The finding of active biodeterioration at low temperatures highlights that such processes are not restricted to mesophilic and high-temperature environments. Moreover, the presence of cold-adapted bacteria, such as Cryobacterium , implies that in oligotrophic freshwater environments, microbial biofilms are a reservoir of metabolic functions that facilitate synthetic polymer breakdown. Our findings expand the ecological scope of plastic deterioration and highlight the role of freshwater microplastics-associated bacterial communities (or plastisphere) in the environmental transformation and fate of plastic waste. Beyond the ecological significance, the isolates characterized here, and other microplastic-associated bacteria, hold promising biotechnological potential. Sanguibacter and Cryobacterium presented in this study have not previously been associated with plastic biodegradation. The genes in these and other isolates either do not have greater than 65% similarity to known plastic degradation genes or were found to contain no recognized plastic degradation genes, indicating the presence of novel or highly divergent enzyme systems. Furthermore, for many isolates, straight-chain alkanes were the largest byproducts. Hence, enzymes derived from such cold-adapted bacteria that can degrade synthetic polymers at low temperatures could be valuable tools for biotechnological applications, such as low-temperature bio-recycling, bioremediation of contaminated cold northern waters, and development of environmentally relevant plastic waste management. Collectively, these results position the freshwater plastisphere as an untapped reservoir for novel bacteria and novel enzymes for plastic waste mitigation and the circular plastic economy. Methods Microbial Isolation and LDPE Biodeterioration Experimental Setup MPs were isolated from the surface water of North Wabasca Lake (55.972575, -113.880026) and Bow River (51.042635, -114.013105), using a previously described protocol 69 . Briefly, up to 50L of surface water was filtered through a 20µm sterile cotton filter (Whatman 41). For sediment, 500g of sediment was collected, and MPs were isolated through density separation using a 400g/L CaCl 2 solution. The filter was stained with Nile-red, and MPs were identified using 529nm fluorescence microscopy and isolated using sterile forceps into 1X PBS. Isolated MPs were inoculated in Bold 1NV medium 70 , and a medium designed to replicate Bow River conditions (Bow medium). The Bow medium contained [0.1725 g/L] MgSO4·7H 2 0, [0.0025g/L] SiO 2 , [0.00625g/L] NaCl, [0.015g/L] K 2 HPO 4 , [0.025g/L] NaNO 3 , [0.0045g/L] NaEDTA·2H 2 0, [0.000582g/L] FeCl·6H 2 0, [0.000246g/L] MnCl·4H 2 0, [0.00003g/L] ZnCl 2 , [0.000012g/L] CoCl·6H 2 0, [0.000024g/L] Na 2 MoO 4 ·2H 2 0. Both media were adjusted to pH 8, followed by the addition of 0.02g/L of virgin LDPE (Thermo Scientific; Cat. No: A10239.36) as the sole carbon source. Enrichment cultures were incubated at 10°C for four months, followed by spread plating on pH 8 LB 71 and R2A 72 solid media. Distinct colonies from each medium were streaked for three successive rounds to yield the bacterial isolates. Isolates were grown in 30mL of pH 8 LB or R2A media at 10°C for four days, centrifuged at 3000xg for 12 minutes for microcosm setup. Each 1L microcosm bottle contained 200mL of pH 8 Bold’s 1NV medium, pelleted bacterial cells, and 0.2g of UV-irradiated powdered LDPE. The microcosms were incubated in the dark at 10°C for seven months. Control microcosms for physicochemical deterioration were set up identically. Bacterial Isolate Identification and Genome Annotation High molecular weight DNA was extracted from each of the isolates using the MasterPure Complete DNA & RNA Purification kit or Qiagen Powelyzer Powersoil kit, followed by sequencing library preparation using the Nanopore Rapid Barcoding Kit (SQK-RBK114.24). The library was sequenced on the Nanopore Minion Mk1C platform using R10.4.1 chemistry. The genome was assembled using Flye v2.9.5-b1801 73 and polished using Medaka v2.0.1 ( https://github.com/nanoporetech/medaka ). The genome was assessed using CheckM2 v1.0.2 74 for completeness and geNomad v1.11.0 75 for identifying chromosomes and extra-chromosomal elements. The genomes were assigned taxonomy using GTDBtk v2.4.0 76 using the r220 reference database. Protein-coding genes were predicted using Bakta v1.10.3 77 , followed by plastic metabolic gene annotation using PlasticDB 39 (updated June 2025) and CANT-HYD 44 (updated 2022). Gravimetric LDPE weight loss determination A change in MP mass was used to estimate plastic degradation. At the end of the experiment, the LDPE in each microcosm bottle was collected through filtration using 47mm, 20µm cotton filters (Whatman 41). An aliquot (10mg) of LDPE was used for SEM analysis (see below), and the rest was carefully rinsed using MilliQ water and 70% ethanol (three times) to remove any adherent microbial biomass. Gravimetric weight loss (%) was calculated as the percent change in the weight of LDPE in the microcosm with respect to the starting weight, controlling for abiotic weight loss using the equation below 58 , 78 . Weight loss (%) = [(Initial Weight Isolate - Final Weight Isolate )/ Initial Weight Isolate ] ✕ 100% Microbial growth estimation Microbial growth was measured using optical density and cell counting. For the optical density, 1mL of microcosm media was removed carefully, avoiding microplastics, and its absorbance was measured at a 600nm wavelength using a spectrophotometer (Thermo Scientific Evolution 260 BIO) every month, with the control microcosm serving as the standard sample. For cell counting 79 , 0.5mL of each microcosm was sampled at five and six month post-incubation and fixed in 600µL of 6% formaldehyde, followed by the addition of 1X PBS to bring the final volume to 10mL. The cells were incubated at room temperature for 15 minutes and collected on 25mm, 0.2µm polycarbonate filters (Millipore-Sigma). The filters were immersed in 10mL of DAPI solution (1 µg/mL, Millipore-Sigma) for 10 minutes in the dark at room temperature, followed by washing with MilliQ water and 80% ethanol, and air-drying. The filters were quartered and mounted onto glass slides using 1mL of Citifluor AF1/Vectashield (4:1) mounting medium and cells were counted using a Zeiss Axio Imager.A2 microscope at 460nm wavelength. Five fields of view were counted per quarter (20 fields per filter). Final cell counts were converted to cell concentrations (cells/mL) using a conversion factor based on view area and filter size. Gas Chromatography-Mass Spectrometry (GC-MS) of LDPE microcosms At the end of the experiment, 15mL aliquots of the microcosm medium were collected, lyophilized, and resuspended in a 1:1 hexane/acetone solvent, and then submitted for GC-MS analysis to the Institute of Energy at the University of Calgary. A modified version of the ASTM D2887 Simulated Distillation method for boiling range distribution of petroleum fractions was employed, using a split/splitless injector in place of the standard on-column injector, and a mass spectrometry (MS) detector instead of a flame ionization detector (FID). This adaptation allowed for both boiling point-based separation and compound-level identification. Relative concentrations of compounds were estimated using the peak area of each compound multiplied by a C 16 alkane response factor, following standard semi-quantitative GC-MS procedures 80 . For the estimation of LPDE metabolism byproducts, the compounds present in the virgin LDPE and the control microcosm were removed from downstream analyses. Scanning electron microscopy of LDPE microplastics To observe structural modifications of the MPs, cell-surface attachment, and biofilm formation, at the end of the experiment, 10mg of LDPE powder from each microcosm and virgin LDPE were fixed in glutaraldehyde overnight. After fixation, residual glutaraldehyde was removed with multiple PBS washes, and the LDPE was dehydrated through a graded ethanol series (20%, 40%, 60%, 80%, and 100%) with each step lasting 15 minutes. Complete dehydration was achieved using hexamethyldisilane (Aldrich Chemicals). The dried LDPE samples were mounted onto aluminum SEM stubs using adhesive carbon conductive tape and submitted to the Dynamic Imaging Laboratory at the University of Calgary for platinum sputter coating and SEM imaging. Images were captured at varying magnifications ranging from 100x to 10,000x for each sample to examine the surface morphology, bacterial attachment, and biofilm formation. Declarations Data availability The sequence data and genome assemblies in this study can be retrieved from NCBI, (Bioproject# PRJNA1288007). The supporting data associated with this study are available through Figshare (DOI: 10.6084/m9.figshare.30260107). All code used in this manuscript is available through GitHub: https://github.com/Abdoullah-1/LowTemperaturePolyethyleneBiodeterioration Author contributions A.H., J.M.S., and S.B. conceptualized the project. A.H., J.M.S., A.D., K.L.G., and S.B. developed and validated the methods. Data was collected by A.H., J.M.S., A.D., K.L.G., C.B., and S.B. The data was analyzed by A.H., J.M.S., K.L.G., S.B. Graphics were made by A.H. with input from J.M.S. and S.B. Equipment, reagents, and funding were provided by T.S., S.R.Z., J.M.B., and S.B. The manuscript was written by A.H., J.M.S., and S.B. The manuscript was edited and approved by all authors. Acknowledgements We would like to thank Dr. Christopher DeBuhr for help with SEM. We would like to thank Brian Baillie and the rest of the Institute of Energy for their support with GCMS analysis. Some of this research presented here was carried out on the traditional territory of the Bigstone Cree First Nation with their respectful and reciprocal collaboration. Funding information This study was funded by Athabasca University Research Incentive Grant, AU Academic Research Fund, and Natural Science and Engineering Research Council (NSERC) Discovery Grant to SB, Canada Foundation for Innovation’s – John E Levers Fund to SRZ and JMB, and the Environment and Climate Change Canada’s (ECCC) First Nations Contaminant Program to TS, SRZ, JMB, and SB. An NSERC Undergraduate Student Research Award supported A.H., and JMS was supported by NSERC Canada Graduate Scholarship-Masters, the Alberta Graduate Excellence Scholarship, and an EDIA champion award from Digital Research Alliance of Canada. 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06:48:06","extension":"png","order_by":13,"title":"","display":"","copyAsset":false,"role":"acdc-reference","size":130612,"visible":true,"origin":"","legend":"","description":"","filename":"Onlinefloatimage3.png","url":"https://assets-eu.researchsquare.com/files/rs-7863526/v1/1e91a0021ddf2e8013e79f2f.png"},{"id":94823881,"identity":"232ee7cf-22d8-4058-ae0d-5e833eb41850","added_by":"auto","created_at":"2025-10-31 06:48:13","extension":"png","order_by":14,"title":"","display":"","copyAsset":false,"role":"acdc-reference","size":1689292,"visible":true,"origin":"","legend":"","description":"","filename":"Onlinefloatimage4.png","url":"https://assets-eu.researchsquare.com/files/rs-7863526/v1/ced492056802b30288df2c74.png"},{"id":94825131,"identity":"b5dcf843-6724-4c02-9d7b-ae00e5131be6","added_by":"auto","created_at":"2025-10-31 06:49:54","extension":"png","order_by":15,"title":"","display":"","copyAsset":false,"role":"acdc-reference","size":70669,"visible":true,"origin":"","legend":"","description":"","filename":"Onlinefloatimage5.png","url":"https://assets-eu.researchsquare.com/files/rs-7863526/v1/5d4f4c4252257334d2d897c2.png"},{"id":94765547,"identity":"fea94edc-d41d-48bf-b762-a22dc44282de","added_by":"auto","created_at":"2025-10-30 12:47:32","extension":"xml","order_by":16,"title":"","display":"","copyAsset":false,"role":"acdc-reference","size":145528,"visible":true,"origin":"","legend":"","description":"","filename":"ea0dd96abd834bddbd4b516116ad8d1d1structuring.xml","url":"https://assets-eu.researchsquare.com/files/rs-7863526/v1/9b8ad4170294a91f49c15c91.xml"},{"id":94765550,"identity":"892cf62c-f541-4cbb-b8ac-ebe4b0831838","added_by":"auto","created_at":"2025-10-30 12:47:32","extension":"html","order_by":17,"title":"","display":"","copyAsset":false,"role":"acdc-reference","size":157929,"visible":true,"origin":"","legend":"","description":"","filename":"earlyproof.html","url":"https://assets-eu.researchsquare.com/files/rs-7863526/v1/6ecbdf35385c2ee8e1b1d438.html"},{"id":94765527,"identity":"053780d4-269a-4e9a-b596-48b2a8f4b73e","added_by":"auto","created_at":"2025-10-30 12:47:31","extension":"png","order_by":1,"title":"Figure 1","display":"","copyAsset":false,"role":"figure","size":63989,"visible":true,"origin":"","legend":"\u003cp\u003e\u003cem\u003e\u003cstrong\u003eGravimetric analysis of low-temperature LDPE biodeterioration by microbial isolates\u003c/strong\u003e\u003c/em\u003e\u003cstrong\u003e. \u003c/strong\u003ePercent weight loss (y axis) of low-density polyethylene (LDPE) powder after seven-month incubation for 14 bacterial isolates (x axis). Bacterial isolates are ranked in descending order of weight loss and listed with their corresponding genus and isolate IDs.\u003c/p\u003e","description":"","filename":"1.png","url":"https://assets-eu.researchsquare.com/files/rs-7863526/v1/ae8c96d1ab81ff373e9f8725.png"},{"id":94765529,"identity":"bbce8229-a771-40d6-a20b-46e0823e600e","added_by":"auto","created_at":"2025-10-30 12:47:32","extension":"png","order_by":2,"title":"Figure 2","display":"","copyAsset":false,"role":"figure","size":101670,"visible":true,"origin":"","legend":"\u003cp\u003e\u003cem\u003e\u003cstrong\u003eChange in cell density of bacterial isolates.\u003c/strong\u003e\u003c/em\u003e Cell densities (log\u003csub\u003e10\u003c/sub\u003e cells/mL) of 14 bacterial isolates at five (blue) and six months (red) post-incubation, arranged in decreasing order of LDPE weight loss as shown in Fig.1\u003c/p\u003e","description":"","filename":"2.png","url":"https://assets-eu.researchsquare.com/files/rs-7863526/v1/5d56db1fe3d949d929ca689c.png"},{"id":94824791,"identity":"f0c2fdc9-ce4c-47d7-9b08-038172b02cee","added_by":"auto","created_at":"2025-10-31 06:49:20","extension":"png","order_by":3,"title":"Figure 3","display":"","copyAsset":false,"role":"figure","size":420837,"visible":true,"origin":"","legend":"\u003cp\u003e\u003cem\u003e\u003cstrong\u003eScanning electron micrographs of LDPE particles following bacterial biodeterioration\u003c/strong\u003e\u003c/em\u003e\u003cstrong\u003e.\u003c/strong\u003e The first column shows the relatively smooth, virgin LDPE particles (VP; \u003cstrong\u003ea-b\u003c/strong\u003e) and those from the experimental control (MC; \u003cstrong\u003ec-d\u003c/strong\u003e). Each subsequent column shows evidence of surface erosion and bacterial colonization by various isolates (isolate ID in the top right corner) (\u003cstrong\u003ee-t\u003c/strong\u003e).\u003c/p\u003e","description":"","filename":"3.png","url":"https://assets-eu.researchsquare.com/files/rs-7863526/v1/d7acc7ce712c7d9dedce2a00.png"},{"id":94765533,"identity":"0802b1be-ad9e-4c9a-95ba-117a881a6135","added_by":"auto","created_at":"2025-10-30 12:47:32","extension":"png","order_by":4,"title":"Figure 4","display":"","copyAsset":false,"role":"figure","size":327718,"visible":true,"origin":"","legend":"\u003cp\u003e\u003cstrong\u003eByproducts of \u003c/strong\u003e\u003cem\u003e\u003cstrong\u003ebacterial LDPE deterioration measured by GC-MS.\u003c/strong\u003e\u003c/em\u003e\u003cstrong\u003e \u003c/strong\u003eRelative concentrations\u003cstrong\u003e (\u003c/strong\u003eμg/L) of 39 compounds detected in the spent media of 14 bacterial isolates following LDPE incubation. Compounds (Y axis) are grouped by compound class (color), where an asterisk (*) indicates a potential plastic additive and/or plasticizer. Columns (x-axis) represent isolates with corresponding LDPE weight loss, grouped by genus.\u003c/p\u003e","description":"","filename":"4.png","url":"https://assets-eu.researchsquare.com/files/rs-7863526/v1/5391d197786c1dbe1545827b.png"},{"id":94827265,"identity":"f0761a41-9c3d-428b-acde-25ffd48d80b1","added_by":"auto","created_at":"2025-10-31 06:56:30","extension":"pdf","order_by":0,"title":"","display":"","copyAsset":false,"role":"manuscript-pdf","size":2070327,"visible":true,"origin":"","legend":"","description":"","filename":"manuscript.pdf","url":"https://assets-eu.researchsquare.com/files/rs-7863526/v1/af0f16e7-7c6e-4ad1-8d18-8ff98fe35775.pdf"},{"id":94824920,"identity":"175aaddd-e644-452f-a57d-c4f6cc2abab5","added_by":"auto","created_at":"2025-10-31 06:49:33","extension":"xlsx","order_by":0,"title":"","display":"","copyAsset":false,"role":"supplement","size":21904,"visible":true,"origin":"","legend":"","description":"","filename":"SupplementaryData.xlsx","url":"https://assets-eu.researchsquare.com/files/rs-7863526/v1/937a493e177b7cfda4cb0096.xlsx"},{"id":94824110,"identity":"164fa7af-ae8c-4273-8987-8e409f09720e","added_by":"auto","created_at":"2025-10-31 06:48:30","extension":"pdf","order_by":1,"title":"","display":"","copyAsset":false,"role":"supplement","size":2321221,"visible":true,"origin":"","legend":"","description":"","filename":"SupplementaryInformation.pdf","url":"https://assets-eu.researchsquare.com/files/rs-7863526/v1/5ebbf59296e675c61b96bf79.pdf"}],"financialInterests":"No competing interests reported.","formattedTitle":"Low Temperature Polyethylene Biodeterioration by Freshwater Microplastics-Associated Bacteria","fulltext":[{"header":"Introduction","content":"\u003cp\u003ePlastics are designed for durability and versatility; hence, plastic production has exponentially grown, with global outputs now exceeding 400\u0026nbsp;million tonnes per year\u003csup\u003e\u003cspan citationid=\"CR1\" class=\"CitationRef\"\u003e1\u003c/span\u003e\u003c/sup\u003e. These qualities and quantities have made plastics a persistent pollutant in the environment\u003csup\u003e\u003cspan citationid=\"CR2\" class=\"CitationRef\"\u003e2\u003c/span\u003e\u003c/sup\u003e. This plastic contamination is especially problematic when abiotic processes (mechanical abrasion, photodegradation, washing) of discarded plastics (secondary) and leaching from plastic goods produce microplastics (MPs)\u003csup\u003e\u003cspan citationid=\"CR3\" class=\"CitationRef\"\u003e3\u003c/span\u003e\u003c/sup\u003e. Irrespective of their method of formation, MPs end up in terrestrial, aerial, freshwater, and marine environments, leading to widespread accumulation with their durable nature contributing to their persistence\u003csup\u003e\u003cspan additionalcitationids=\"CR5\" citationid=\"CR4\" class=\"CitationRef\"\u003e4\u003c/span\u003e\u0026ndash;\u003cspan citationid=\"CR6\" class=\"CitationRef\"\u003e6\u003c/span\u003e\u003c/sup\u003e. This pollution is exacerbated by the high cost and limited recyclability of plastic, as well as the incorporation of non-degradable additives\u003csup\u003e\u003cspan citationid=\"CR7\" class=\"CitationRef\"\u003e7\u003c/span\u003e,\u003cspan citationid=\"CR8\" class=\"CitationRef\"\u003e8\u003c/span\u003e\u003c/sup\u003e. Given the ecological risks, including the movement of MPs through food webs and bioaccumulation\u003csup\u003e\u003cspan citationid=\"CR9\" class=\"CitationRef\"\u003e9\u003c/span\u003e,\u003cspan citationid=\"CR10\" class=\"CitationRef\"\u003e10\u003c/span\u003e\u003c/sup\u003e, exploring alternative degradation strategies is pertinent. Hence, advancing our understanding of their degradation is essential for viable biotechnological approaches\u003csup\u003e\u003cspan citationid=\"CR11\" class=\"CitationRef\"\u003e11\u003c/span\u003e\u003c/sup\u003e.\u003c/p\u003e\u003cp\u003eMicrobial bioremediation has emerged as a promising complement to physical and chemical treatments for managing plastic pollution\u003csup\u003e\u003cspan additionalcitationids=\"CR13\" citationid=\"CR12\" class=\"CitationRef\"\u003e12\u003c/span\u003e\u0026ndash;\u003cspan citationid=\"CR14\" class=\"CitationRef\"\u003e14\u003c/span\u003e\u003c/sup\u003e. Plastic surfaces have been shown to host distinct microbes, including various bacteria\u003csup\u003e\u003cspan additionalcitationids=\"CR16\" citationid=\"CR15\" class=\"CitationRef\"\u003e15\u003c/span\u003e\u0026ndash;\u003cspan citationid=\"CR17\" class=\"CitationRef\"\u003e17\u003c/span\u003e\u003c/sup\u003e. Bacteria colonize plastics by attaching and secreting extracellular polymeric substances, forming biofilms\u003csup\u003e\u003cspan citationid=\"CR18\" class=\"CitationRef\"\u003e18\u003c/span\u003e,\u003cspan citationid=\"CR19\" class=\"CitationRef\"\u003e19\u003c/span\u003e\u003c/sup\u003e. The biofilm can then concentrate enzymes at the plastic surface, providing a plausible mechanism for the alteration and deterioration of plastic\u003csup\u003e\u003cspan citationid=\"CR20\" class=\"CitationRef\"\u003e20\u003c/span\u003e\u003c/sup\u003e. Many such plastic colonizing bacteria have been shown to encode diverse depolymerizing enzymes (such as hydrolases, lipases, and esterases), oxidative catalysts (such as alkane monooxygenases, laccases, and cytochrome P450), and other genes capable of hydrolytic or oxidative cleavage of plastic polymers\u003csup\u003e\u003cspan additionalcitationids=\"CR22 CR23\" citationid=\"CR21\" class=\"CitationRef\"\u003e21\u003c/span\u003e\u0026ndash;\u003cspan citationid=\"CR24\" class=\"CitationRef\"\u003e24\u003c/span\u003e\u003c/sup\u003e. Hence, the bacteria colonizing the (micro)plastics and their enzymes represent a potentially valuable resource for developing biotechnological strategies to mitigate plastic pollution.\u003c/p\u003e\u003cp\u003eAs a result, many bacteria such as \u003cem\u003ePseudomonas\u003c/em\u003e, \u003cem\u003eRhodococcus\u003c/em\u003e and \u003cem\u003eBacillus\u003c/em\u003e have been shown to degrade various plastic polymers with varying degradation efficiencies\u003csup\u003e\u003cspan citationid=\"CR25\" class=\"CitationRef\"\u003e25\u003c/span\u003e\u003c/sup\u003e. However, these studies have largely focused on plastic sinks in terrestrial (soil, landfills, etc.) and marine environments\u003csup\u003e\u003cspan additionalcitationids=\"CR27 CR28\" citationid=\"CR26\" class=\"CitationRef\"\u003e26\u003c/span\u003e\u0026ndash;\u003cspan citationid=\"CR29\" class=\"CitationRef\"\u003e29\u003c/span\u003e\u003c/sup\u003e. However, a comprehensive plastic mitigation strategy should also include inland freshwaters, which serve as sources of our potable water and conduits for the spread of aquatic plastic pollution\u003csup\u003e\u003cspan additionalcitationids=\"CR31\" citationid=\"CR30\" class=\"CitationRef\"\u003e30\u003c/span\u003e\u0026ndash;\u003cspan citationid=\"CR32\" class=\"CitationRef\"\u003e32\u003c/span\u003e\u003c/sup\u003e. Moreover, most plastic biodegradation studies have been carried out at room to warmer temperature conditions the results of which may not be applicable to colder climates due to chemical and biological differences\u003csup\u003e\u003cspan citationid=\"CR33\" class=\"CitationRef\"\u003e33\u003c/span\u003e\u003c/sup\u003e.\u003c/p\u003e\u003cp\u003eHence, we present an in-depth study of the biodegradation of low-density polyethylene (LDPE) MPs at low temperatures by bacterial strains isolated from MPs collected from two freshwater environments in Canada: a boreal (or taiga) lake (North Wabasca Lake) and a glacier-fed river (Bow River). The 14 isolated strains belonged to four distinct bacterial genera - \u003cem\u003eAcinetobacter\u003c/em\u003e, \u003cem\u003eArthrobacter\u003c/em\u003e, \u003cem\u003eCryobacterium\u003c/em\u003e, and \u003cem\u003eSanguibacter\u003c/em\u003e. All but two of the 14 isolates exhibited measurable MP deterioration at 10\u0026deg;C and a pH of 8 in mineral medium. We also demonstrate their ability to colonize and deteriorate MP surfaces, breaking down the LDPE polymer into alkane byproducts, a first for \u003cem\u003eCryobacterium\u003c/em\u003e and \u003cem\u003eSanguibacter\u003c/em\u003e. We also identify putative genes involved in the biodeterioration in nine isolates belonging to \u003cem\u003eAcinetobacter\u003c/em\u003e or \u003cem\u003eCryobacterium\u003c/em\u003e, with a high likelihood of a previously uncharacterized plastic degradation enzyme(s) in \u003cem\u003eSanguibacter\u003c/em\u003e and \u003cem\u003eArthrobacter\u003c/em\u003e isolates. These findings indicate that cold, freshwater MPs harbour cold-adapted bacteria capable of biodegradation at low temperatures and at rates relevant for biotechnological applications for mitigating plastic pollution.\u003c/p\u003e"},{"header":"Results and discussion","content":"\u003cdiv id=\"Sec3\" class=\"Section2\"\u003e\n \u003ch2\u003ePlastic biodegradation potential of the bacterial isolates\u003c/h2\u003e\n \u003cp\u003eFourteen bacterial strains were isolated from the freshwater microplastics collected from the Bow River (n\u0026thinsp;=\u0026thinsp;10), glacier-fed river and North Wabasca Lake (n\u0026thinsp;=\u0026thinsp;4), a boreal lake (Table\u0026nbsp;1). They represent distinct strains belonging to the genera \u003cem\u003eAcinetobacter\u003c/em\u003e (n\u0026thinsp;=\u0026thinsp;4), \u003cem\u003eArthrobacter\u003c/em\u003e (n\u0026thinsp;=\u0026thinsp;3), \u003cem\u003eCryobacterium\u003c/em\u003e (n\u0026thinsp;=\u0026thinsp;5), and \u003cem\u003eSanguibacter\u003c/em\u003e (n\u0026thinsp;=\u0026thinsp;2). With \u003cem\u003eAcinetobacter\u003c/em\u003e belonging to \u003cem\u003eGammaproteobacteria\u003c/em\u003e and the rest belonging to \u003cem\u003eActinomycetota\u003c/em\u003e (previously classified as \u003cem\u003eActinobacteria\u003c/em\u003e), these two classes of bacteria are frequently observed associated with microplastics in terrestrial and aquatic ecosystems\u003csup\u003e\u003cspan class=\"CitationRef\"\u003e13\u003c/span\u003e,\u003cspan class=\"CitationRef\"\u003e20\u003c/span\u003e,\u003cspan class=\"CitationRef\"\u003e25\u003c/span\u003e\u003c/sup\u003e. \u003cem\u003eGammaproteobacteria\u003c/em\u003e includes a wide range of genera associated with biofilm formation and hydrocarbon degradation, while various \u003cem\u003eActinomyetota\u003c/em\u003e are resilient in oligotrophic conditions and capable of breaking down complex organic compounds, including plastics\u003csup\u003e\u003cspan class=\"CitationRef\"\u003e34\u003c/span\u003e\u0026ndash;\u003cspan class=\"CitationRef\"\u003e36\u003c/span\u003e\u003c/sup\u003e. This degradation can occur through the release of extracellular peroxidases and other extracellular polymeric substances, which have been detected in freshwater \u003cem\u003eGammaproteobacteria\u003c/em\u003e and several Actinobacterial strains\u003csup\u003e\u003cspan class=\"CitationRef\"\u003e25\u003c/span\u003e,\u003cspan class=\"CitationRef\"\u003e37\u003c/span\u003e,\u003cspan class=\"CitationRef\"\u003e38\u003c/span\u003e\u003c/sup\u003e.\u003c/p\u003e\n \u003cp\u003eThe complete genomes of 9 of these 14 isolates showed a sequenced similarity (\u0026ge;\u0026thinsp;50% identity) with many enzymes in PlasticDB\u003csup\u003e\u003cspan class=\"CitationRef\"\u003e39\u003c/span\u003e\u003c/sup\u003e. These genes include alkane monooxygenase, PETase, polyesterase, lipase, esterase, and nitrobenzylesterase, indicating a potential ability of these bacteria to degrade plastics such as polyethylene, polyethylene terephthalate, polyester, polypropylene, and other similar materials. Previous studies have demonstrated the ability of \u003cem\u003eAcinetobacter\u003c/em\u003e and \u003cem\u003eArthrobacter\u003c/em\u003e strains to degrade LDPE and high-density polyethylene (HDPE)\u003csup\u003e\u003cspan class=\"CitationRef\"\u003e40\u003c/span\u003e\u0026ndash;\u003cspan class=\"CitationRef\"\u003e43\u003c/span\u003e\u003c/sup\u003e. To the best of our knowledge, this is the first observation of LDPE degradation by \u003cem\u003eSanguibacter\u003c/em\u003e and \u003cem\u003eCryobacterium\u003c/em\u003e species.\u003c/p\u003e\n \u003cp\u003eBecause LDPE is a hydrocarbon-based polymer, we also searched specifically for genes involved in hydrocarbon degradation using CANT-HYD\u003csup\u003e\u003cspan class=\"CitationRef\"\u003e44\u003c/span\u003e\u003c/sup\u003e. We found that the same nine isolates that also had PlasticDB hits possessed genes for alkane degradation, including alkane monooxygenase (\u003cem\u003ealkB\u003c/em\u003e), long-chain alkane hydroxylase (\u003cem\u003eladA\u0026alpha;\u003c/em\u003e), and flavin-binding long-chain alkane monooxygenase (\u003cem\u003ealmA\u003c/em\u003e), which are known to encode enzymes that can degrade n-alkanes with carbon chain lengths of C5-C13, C15-C36, and C20-C32, respectively\u003csup\u003e\u003cspan class=\"CitationRef\"\u003e45\u003c/span\u003e\u0026ndash;\u003cspan class=\"CitationRef\"\u003e47\u003c/span\u003e\u003c/sup\u003e. Interestingly, five isolates from the Bow River, all \u003cem\u003eArthrobacter\u003c/em\u003e isolates (n\u0026thinsp;=\u0026thinsp;3), and all \u003cem\u003eSanguibacter\u003c/em\u003e isolates (n\u0026thinsp;=\u0026thinsp;2) did not have any gene matches to those in PlasticDB and CANT-HYD (Table\u0026nbsp;1; Supplementary Data 1), indicating either an inability to metabolize plastic or the presence of previously unknown genes or pathways for plastic metabolism.\u003c/p\u003e\n \u003cp\u003eInterestingly, we isolated \u003cem\u003eAcinetobacter\u003c/em\u003e, \u003cem\u003eCryobacterium\u003c/em\u003e, and \u003cem\u003eSanguibacter\u003c/em\u003e strains from microplastics collected from both the Bow River and North Wabasca Lake (Table\u0026nbsp;1). These two locations are over 600 kilometres away from each other and part of two distinct watersheds. The presence of similar bacteria (from the same genera, but with distinct genomes) across different watersheds suggests that MP surfaces host similar bacteria. This could be due to either the source of bacteria being associated with human activities or the plastic surfaces being suitable for colonization by specific bacteria.\u003c/p\u003e\n \u003cp\u003e\u003cstrong\u003eTable 1.\u003c/strong\u003e \u003cstrong\u003eSummary of bacterial isolates used in the LDPE degradation experiment.\u003c/strong\u003e\u003c/p\u003e\n \u003cp\u003e\u003cstrong\u003e\u003cimg 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\"\u003e\u003c/strong\u003e\u003cbr\u003e\u003c/p\u003e\n\u003c/div\u003e\n\u003ch3\u003eGravimetric weight loss of LDPE\u003c/h3\u003e\n\u003cp\u003eAt the end of the experiment, the abiotic weight loss in the control microcosms was about 0.03 g (Supplementary Data 2). After correcting for this loss, 12 of the 14 isolates showed a reduction in LDPE, ranging from 5% to 25%. \u003cem\u003eSanguibacter\u003c/em\u003e BLB1 and \u003cem\u003eCryobacterium\u003c/em\u003e BLB9 showed the highest reduction in LDPE weight loss at 25% (Fig.\u0026nbsp;\u003cspan class=\"InternalRef\"\u003e1\u003c/span\u003e). Isolates from the same bacterial genus showed differing amounts of LDPE weight loss. For example, among the four \u003cem\u003eAcinetobacter\u003c/em\u003e isolates, BLB8, WLB5, BLB2, and BLB11, the reduction in LDPE weight was 15%, 10%, 5%, and 5% respectively, despite their identical prediction of plastic degradation genes. Similarly, of the five \u003cem\u003eCryobacterium\u003c/em\u003e isolates, BLB9, WR2A3, and WLB1 were shown to have variability in LDPE degradation (25%, 10%, and 5%, weight loss, respectively). In comparison, the other two isolates, BR2A4 and BR2A1, exhibited no measurable LDPE degradation, even though all were predicted to have genes for PETase and alkane degradation (Table\u0026nbsp;1). These results indicate that the plastic degradation rates can vary widely even among closely related bacteria.\u003c/p\u003e\n\u003cp\u003eSurprisingly, although none of the \u003cem\u003eArthrobacter\u003c/em\u003e and \u003cem\u003eSanguibacter\u003c/em\u003e isolates were predicted to possess biodegradation capabilities due to a lack of known plastic-degrading genes, all isolates demonstrated the ability to degrade LDPE. Notably, \u003cem\u003eSanguibacter\u003c/em\u003e BLB1 achieved a significant 25% weight loss in LDPE degradation. These findings highlight the potential existence of numerous environmental bacterial strains capable of plastic degradation which have yet to be identified. Furthermore, these strains may harbour novel genes and enzymes involved in the plastic degradation process.\u003c/p\u003e\n\u003cp\u003eNotably, we carried out the experiment at a much lower temperature (10\u0026deg;C) and observed an\u0026nbsp;LDPE weight loss rate (5-25% over seven months).\u0026nbsp;Although we cannot directly compare the plastic degradation rates to prior studies due to different starting and ending time points, some of the isolates in this study showed up to a 10% weight loss over a seven-month period. This degradation\u0026nbsp;is lower than previously reported for the same bacterial genera at much higher temperatures. For example, the LDPE degradation for\u0026nbsp;\u003cem\u003eAcinetobacter\u003c/em\u003e isolates in this study ranged from 5-15%, but\u0026nbsp;the\u0026nbsp;reported rates for LDPE degradation for \u003cem\u003eAcinetobacter\u003c/em\u003e are generally around 10-15% over a 2\u0026ndash;3-month period, with \u003cem\u003eAcinetobacter\u003c/em\u003e\u003cem\u003e\u0026nbsp;guillouiae\u003c/em\u003e (from insects) at 5.96% after 28 days at 25\u0026deg;C\u003csup\u003e41\u003c/sup\u003e, \u003cem\u003eAcinetobacter\u003c/em\u003e\u003cem\u003e\u0026nbsp;pittobacter\u003c/em\u003e (from wastewater) at 15% at 35\u0026deg;C\u003csup\u003e40\u003c/sup\u003e, and \u003cem\u003eAcinetobacter\u003c/em\u003e\u003cem\u003e\u0026nbsp;venetianus\u003c/em\u003e (from deep sea) at 12.2% after 56 days at 28\u0026deg;C\u003csup\u003e42\u003c/sup\u003e. Similarly, the \u003cem\u003eArthrobacter\u003c/em\u003e isolates in this study achieved an LDPE weight loss of 5-10%, lower than the 12% (after 30 days at 30\u0026deg;C) observed in a previous study\u003csup\u003e43\u003c/sup\u003e.\u003c/p\u003e\n\u003cp\u003eThese observations suggest that while we did observe low temperature LDPE biodegradation, the degradation rates may be lower for some of the isolates compared to previous studies. This could be due to either the different physical properties of LDPE at lower temperatures (such as rigidity) affecting the ability of bacteria to break down LDPE, or the biological processes being slower at such low temperatures, or the metabolic rate variability across strains.\u003c/p\u003e\n\u003ch3\u003eBacterial growth on LDPE and biomass production\u003c/h3\u003e\n\u003cp\u003eThe optical density (OD600) for all 14 isolates and the control remained relatively consistent over the duration of the experiment (Supplementary Data 3). Despite this, visual inspection of the microcosms revealed changes in particle density, hydrophobicity, behaviour, as well as likely bacterial growth. Several microcosms developed floating, translucent growths, while \u003cem\u003eAcinetobacter sp.\u003c/em\u003e BLB2 developed a distinct green-brown, web-like structure (Supplementary Fig.\u0026nbsp;1). Notably, microcosms that exhibited growth were also associated with visibly smaller plastic fragments with increased bulk dispersion, particle cohesion, and particle-bottle adhesion (Supplementary Fig.\u0026nbsp;1). The visual observation, combined with a lack of change in OD600 measurements, suggests the isolates formed and concentrated in particle-attached biofilm. Such surface associated growth is non-uniform and therefore not reliably captured by optical density measurements\u003csup\u003e\u003cspan class=\"CitationRef\"\u003e48\u003c/span\u003e\u003c/sup\u003e. Thus, OD600 was deemed an insufficient method for measuring bacterial growth in this context.\u003c/p\u003e\n\u003cp\u003eHence, we measured bacterial cell density using cell counting at five and six month post-incubation to confirm bacterial growth on LDPE as a carbon source (Figure 2; Supplementary Data 4). We found that some isolates, such as \u003cem\u003eCryobacterium\u0026nbsp;\u003c/em\u003eWB12\u003cem\u003e\u0026nbsp;and\u0026nbsp;\u003c/em\u003eBLB9, \u003cem\u003eSanguibacter\u0026nbsp;\u003c/em\u003eWLB7\u003cem\u003e,\u0026nbsp;\u003c/em\u003eand\u003cem\u003e\u0026nbsp;Arthrobacter\u0026nbsp;\u003c/em\u003eBR2A5, showed a half to full log-fold increase in cell densities; the rest of the isolates showed no remarkable increase. It is likely that many isolates may have reached the growth plateau by the 5-month mark, having either exhausted the nutrients or accumulated growth-limiting, toxic byproducts of LDPE degradation, or experienced an extremely slow growth rate on LDPE as the sole carbon source\u003csup\u003e49\u003c/sup\u003e, resulting in a small to negative change in cell densities,\u003c/p\u003e\n\u003cp\u003eWhen compared to the decrease in LDPE, several isolates exhibited substantial increases in cell densities with minimal associated weight loss. In contrast, others showed notable reductions in LDPE weight despite modest growth (Fig.\u0026nbsp;\u003cspan class=\"InternalRef\"\u003e2\u003c/span\u003e). For example, while both \u003cem\u003eSanguibacter\u003c/em\u003e BLB1 and Cryobacterium BLB9 showed a 25% reduction in LDPE weight, the change in their cell densities was remarkably different. While BLB1 had relatively the same cell counts, BLB9 had nearly a full log\u003csub\u003e10\u003c/sub\u003e fold change. On the other hand, \u003cem\u003eSanguibacter\u003c/em\u003e WLB7 showed an increase of over half a log\u003csub\u003e10\u003c/sub\u003e fold, but only a modest LDPE weight loss (10%). These observations indicate that the growth rate on LDPE varies among different isolates, with \u003cem\u003eSanguibacter\u003c/em\u003e BLB1 likely being a fast-growing bacterium that degrades LDPE more rapidly than \u003cem\u003eCryobacterium\u003c/em\u003e BLB9. This variability highlights the complexity of bacterial polymer degradation, which is affected by a variety of factors, including bacterial metabolic capabilities and rates\u003csup\u003e\u003cspan class=\"CitationRef\"\u003e50\u003c/span\u003e\u003c/sup\u003e, culture conditions\u003csup\u003e\u003cspan class=\"CitationRef\"\u003e51\u003c/span\u003e\u003c/sup\u003e, and plastic compositions\u003csup\u003e\u003cspan class=\"CitationRef\"\u003e52\u003c/span\u003e\u003c/sup\u003e.\u003c/p\u003e\n\u003ch3\u003eBiofilm formation and microplastic surficial deterioration\u003c/h3\u003e\n\u003cp\u003eGiven the change in cell density, but no change in OD600, we suspected bacterial cells were likely attached to the LDPE particles, where they can also access the LDPE polymer for biodegradation. Hence, we used scanning electron microscopy (SEM) to confirm bacterial attachment and surface morphology modifications (Fig. \u003cspan class=\"InternalRef\"\u003e3\u003c/span\u003e). The LDPE particles used in the study were relatively smooth and lacked features like deep fissures, pores, folds, etc (Figs. \u003cspan class=\"InternalRef\"\u003e3\u003c/span\u003ea and \u003cspan class=\"InternalRef\"\u003e3\u003c/span\u003eb). Our control microcosm (Figs. \u003cspan class=\"InternalRef\"\u003e3\u003c/span\u003ec and \u003cspan class=\"InternalRef\"\u003e3\u003c/span\u003ed) did not show any remarkable difference from the virgin LDPE particles, indicating no observable effect of UV treatment or other abiotic factors on particle morphology. In contrast, the LDPE particles from the isolate microcosms had stark physical changes. We observed numerous irregularities on the LDPE particle surfaces, such as large visible cracks, pores, folds, and generally an increased roughness (Fig. \u003cspan class=\"InternalRef\"\u003e4\u003c/span\u003ee-t). These surface morphology modifications can likely be attributed to the bacterial activity and are evidence of low temperature biodeterioration of the LDPE particles.\u003c/p\u003e\n\u003cp\u003eImportantly, the bacterial cell attachment with prominent colonization and biofilm formation was abundantly evident (Fig. \u003cspan class=\"InternalRef\"\u003e4\u003c/span\u003ee-t). We found bacterial attachment and surface colonization of bacterial aggregates, likely embedded in extracellular matrix (visible \u0026ldquo;strings\u0026rdquo; of variable thickness). These biofilms and individual cells were specially observed in the irregularities of the LDPE particle surface. The presence of bacterial cells and dense biofilm further confirms bacterial growth and their attachment in the surficial features, further substantiating bacterial LDPE biodeterioration. Given the critical role of biofilm formation in LDPE degradation in other environments and temperatures, our findings suggest biofilms play a critical role in LDPE biodeterioration at low temperatures and in freshwater environments.\u003c/p\u003e\n\u003ch3\u003eByproducts of LDPE biodeterioration\u003c/h3\u003e\n\u003cp\u003eMicrobial plastic degradation typically culminates in either the assimilation of metabolites from depolymerization and/or subsequent oxidation or the complete mineralization of carbon from the polymer to CO\u003csub\u003e2\u003c/sub\u003e\u003csup\u003e53,54\u003c/sup\u003e. As we did not detect any measurable change in CO\u003csub\u003e2\u003c/sub\u003e concentrations over the incubation period, despite changes in cell density, we analyzed the spent media for other byproducts of LDPE biodegradation. The GC-MS of spent media revealed low molecular weight organic compounds, including various straight and branched chain alkanes and LDPE additive compounds (Fig. \u003cspan class=\"InternalRef\"\u003e4\u003c/span\u003e). The absence of these compounds in the control microcosm and the LDPE particles used in the experiment indicates that LDPE samples underwent degradation due to the bacterial isolates, leading to intermediate degradation products\u003csup\u003e\u003cspan class=\"CitationRef\"\u003e11\u003c/span\u003e,\u003cspan class=\"CitationRef\"\u003e55\u003c/span\u003e\u003c/sup\u003e. Similar degradations have been observed in previous LDPE degradation studies from marine and sedimentary systems\u003csup\u003e\u003cspan class=\"CitationRef\"\u003e25\u003c/span\u003e,\u003cspan class=\"CitationRef\"\u003e56\u003c/span\u003e\u003c/sup\u003e.\u003c/p\u003e\n\u003cp\u003eOf the various LDPE biodegradation byproducts, straight-chain alkane of variable lengths (C\u003csub\u003e10\u003c/sub\u003e-C\u003csub\u003e26\u003c/sub\u003e) were the most common compounds detected across the 14 isolates. The highest concentrations were detected for the C\u003csub\u003e16\u003c/sub\u003e, C\u003csub\u003e18\u003c/sub\u003e, and C\u003csub\u003e24\u003c/sub\u003e n-alkanes in all but three strains (Fig. \u003cspan class=\"InternalRef\"\u003e4\u003c/span\u003e; Supplementary Data 5). The highest concentration of these n-alkanes was in the media of \u003cem\u003eAcinetobacter\u003c/em\u003e and \u003cem\u003eCryobacterium\u003c/em\u003e isolates, all of which contained the genes for alkane degradation. Hence, it is likely that these hydrocarbons were formed by bacterial catalysis of the plastic polymers to drive bacterial growth, which has been observed in previous studies\u003csup\u003e\u003cspan class=\"CitationRef\"\u003e57\u003c/span\u003e,\u003cspan class=\"CitationRef\"\u003e58\u003c/span\u003e\u003c/sup\u003e.\u003c/p\u003e\n\u003cp\u003eWe also detected other compounds, including triethylenediamine, benzene 1,2-bis(1,1-dimethylethyl)-, and diglycolic acid esters, derivatives which are widely used as trace additives or polymerization catalysts in the manufacture of LDPE\u003csup\u003e\u003cspan class=\"CitationRef\"\u003e55\u003c/span\u003e,\u003cspan class=\"CitationRef\"\u003e59\u003c/span\u003e\u0026ndash;\u003cspan class=\"CitationRef\"\u003e61\u003c/span\u003e\u003c/sup\u003e. Given their trace quantities, it is likely that they leached from the LDPE particles during bacterial oxidation\u003csup\u003e\u003cspan class=\"CitationRef\"\u003e62\u003c/span\u003e\u003c/sup\u003e. We also detected amines, furan derivatives, alcohols, and an aldehyde only in the bacterial cultures and not in controls, indicating that these were biologically produced as a result of the metabolic activity of the isolates. Interestingly, \u003cem\u003eCryobacterium\u003c/em\u003e BR2A4 showed a very high concentration of triethylenediamine (TEDA), also known as 1,4-diazabicyclo[2.2.2]octane (DABCO). TEDA is a well-known strong antioxidant used in polymer synthesis and has antimicrobial activity\u003csup\u003e\u003cspan class=\"CitationRef\"\u003e63\u003c/span\u003e\u0026ndash;\u003cspan class=\"CitationRef\"\u003e65\u003c/span\u003e\u003c/sup\u003e. Hence, it could be inhibiting the growth and plastic biodegradation of BR2A4.\u003c/p\u003e\n\u003cp\u003eNotably, palmitic acid (hexadecanoic acid), a characteristic metabolite of PE oxidation, depolymerization and assimilation\u003csup\u003e\u003cspan class=\"CitationRef\"\u003e66\u003c/span\u003e,\u003cspan class=\"CitationRef\"\u003e67\u003c/span\u003e\u003c/sup\u003e, was also detected in \u003cem\u003eCryobacterium\u003c/em\u003e WR2A3 and BR2A4, and \u003cem\u003eSanguibacter\u003c/em\u003e BLB1. Additionally, a previous study demonstrated that polyethylene-derived carbon is incorporated into \u003cem\u003eAlpha-\u003c/em\u003e and \u003cem\u003eGammaproteobacteria\u003c/em\u003e membrane lipids\u003csup\u003e\u003cspan class=\"CitationRef\"\u003e31\u003c/span\u003e\u003c/sup\u003e. Hence, given the byproduct profile and the lack of CO\u003csub\u003e2\u003c/sub\u003e production, we suspect many of our isolates may be utilizing some of the byproducts, such as palmitic acid, in a similar way and assimilating LDPE metabolites.\u003c/p\u003e\n\u003cp\u003eOur results demonstrate that the low-temperature biodegradation of LDPE polymers can also result in the production and leaching of various by-products. Combined with the varying amounts of LDPE weight loss and bacterial growth, this process is highly variable across different strains of the same bacterial genera\u003csup\u003e\u003cspan class=\"CitationRef\"\u003e68\u003c/span\u003e\u003c/sup\u003e. Furthermore, the lack of measurable change in CO\u003csub\u003e2\u003c/sub\u003e concentration throughout the seven month incubation period, shows that the remineralization of LDPE carbon to CO\u003csub\u003e2\u003c/sub\u003e may not always occur. It is likely that in their natural environment (MP biofilms in freshwater), the complete LDPE biodegradation, if occurring, might be carried out collectively by a bacterial consortium.\u003c/p\u003e\n\u003cdiv id=\"Sec8\" class=\"Section2\"\u003e\n \u003ch2\u003eThe environmental and biotechnological implications\u003c/h2\u003e\n \u003cp\u003eThis study demonstrated that the bacteria colonizing freshwater microplastics possess the capacity to deteriorate LDPE at environmentally relevant physicochemical conditions. The physical and surficial alterations to the LDPE particles by these isolates indicate that biological weathering may contribute to the fragmentation of larger plastics into microplastics in rivers and lakes. While the isolates were unable to fully re-mineralize the LDPE-derived carbon to CO₂, the detection of metabolic byproducts suggests that bacterial activity can release hydrocarbons, plasticizer, additives, and their derivatives, potentially influencing contaminant fluxes in the aquatic environment. The finding of active biodeterioration at low temperatures highlights that such processes are not restricted to mesophilic and high-temperature environments. Moreover, the presence of cold-adapted bacteria, such as \u003cem\u003eCryobacterium\u003c/em\u003e, implies that in oligotrophic freshwater environments, microbial biofilms are a reservoir of metabolic functions that facilitate synthetic polymer breakdown. Our findings expand the ecological scope of plastic deterioration and highlight the role of freshwater microplastics-associated bacterial communities (or plastisphere) in the environmental transformation and fate of plastic waste.\u003c/p\u003e\n \u003cp\u003eBeyond the ecological significance, the isolates characterized here, and other microplastic-associated bacteria, hold promising biotechnological potential. \u003cem\u003eSanguibacter\u003c/em\u003e and \u003cem\u003eCryobacterium\u003c/em\u003e presented in this study have not previously been associated with plastic biodegradation. The genes in these and other isolates either do not have greater than 65% similarity to known plastic degradation genes or were found to contain no recognized plastic degradation genes, indicating the presence of novel or highly divergent enzyme systems. Furthermore, for many isolates, straight-chain alkanes were the largest byproducts. Hence, enzymes derived from such cold-adapted bacteria that can degrade synthetic polymers at low temperatures could be valuable tools for biotechnological applications, such as low-temperature bio-recycling, bioremediation of contaminated cold northern waters, and development of environmentally relevant plastic waste management. Collectively, these results position the freshwater plastisphere as an untapped reservoir for novel bacteria and novel enzymes for plastic waste mitigation and the circular plastic economy.\u003c/p\u003e\n\u003c/div\u003e"},{"header":"Methods","content":"\u003cdiv id=\"Sec10\" class=\"Section2\"\u003e\n \u003ch2\u003eMicrobial Isolation and LDPE Biodeterioration Experimental Setup\u003c/h2\u003e\n \u003cp\u003eMPs were isolated from the surface water of North Wabasca Lake (55.972575, -113.880026) and Bow River (51.042635, -114.013105), using a previously described protocol\u003csup\u003e\u003cspan class=\"CitationRef\"\u003e69\u003c/span\u003e\u003c/sup\u003e. Briefly, up to 50L of surface water was filtered through a 20\u0026micro;m sterile cotton filter (Whatman 41). For sediment, 500g of sediment was collected, and MPs were isolated through density separation using a 400g/L CaCl\u003csub\u003e2\u003c/sub\u003e solution. The filter was stained with Nile-red, and MPs were identified using 529nm fluorescence microscopy and isolated using sterile forceps into 1X PBS.\u003c/p\u003e\n \u003cp\u003eIsolated MPs were inoculated in Bold 1NV medium\u003csup\u003e\u003cspan class=\"CitationRef\"\u003e70\u003c/span\u003e\u003c/sup\u003e, and a medium designed to replicate Bow River conditions (Bow medium). The Bow medium contained [0.1725 g/L] MgSO4\u0026middot;7H\u003csub\u003e2\u003c/sub\u003e0, [0.0025g/L] SiO\u003csub\u003e2\u003c/sub\u003e, [0.00625g/L] NaCl, [0.015g/L] K\u003csub\u003e2\u003c/sub\u003eHPO\u003csub\u003e4\u003c/sub\u003e, [0.025g/L] NaNO\u003csub\u003e3\u003c/sub\u003e, [0.0045g/L] NaEDTA\u0026middot;2H\u003csub\u003e2\u003c/sub\u003e0, [0.000582g/L] FeCl\u0026middot;6H\u003csub\u003e2\u003c/sub\u003e0, [0.000246g/L] MnCl\u0026middot;4H\u003csub\u003e2\u003c/sub\u003e0, [0.00003g/L] ZnCl\u003csub\u003e2\u003c/sub\u003e, [0.000012g/L] CoCl\u0026middot;6H\u003csub\u003e2\u003c/sub\u003e0, [0.000024g/L] Na\u003csub\u003e2\u003c/sub\u003eMoO\u003csub\u003e4\u003c/sub\u003e\u0026middot;2H\u003csub\u003e2\u003c/sub\u003e0. Both media were adjusted to pH 8, followed by the addition of 0.02g/L of virgin LDPE (Thermo Scientific; Cat. No: A10239.36) as the sole carbon source. Enrichment cultures were incubated at 10\u0026deg;C for four months, followed by spread plating on pH 8 LB\u003csup\u003e71\u003c/sup\u003e and R2A\u003csup\u003e\u003cspan class=\"CitationRef\"\u003e72\u003c/span\u003e\u003c/sup\u003e solid media. Distinct colonies from each medium were streaked for three successive rounds to yield the bacterial isolates.\u003c/p\u003e\n \u003cp\u003eIsolates were grown in 30mL of pH 8 LB or R2A media at 10\u0026deg;C for four days, centrifuged at 3000xg for 12 minutes for microcosm setup. Each 1L microcosm bottle contained 200mL of pH 8 Bold\u0026rsquo;s 1NV medium, pelleted bacterial cells, and 0.2g of UV-irradiated powdered LDPE. The microcosms were incubated in the dark at 10\u0026deg;C for seven months. Control microcosms for physicochemical deterioration were set up identically.\u003c/p\u003e\n\u003c/div\u003e\n\u003cdiv id=\"Sec11\" class=\"Section2\"\u003e\n \u003ch2\u003eBacterial Isolate Identification and Genome Annotation\u003c/h2\u003e\n \u003cp\u003eHigh molecular weight DNA was extracted from each of the isolates using the MasterPure Complete DNA \u0026amp; RNA Purification kit or Qiagen Powelyzer Powersoil kit, followed by sequencing library preparation using the Nanopore Rapid Barcoding Kit (SQK-RBK114.24). The library was sequenced on the Nanopore Minion Mk1C platform using R10.4.1 chemistry. The genome was assembled using Flye v2.9.5-b1801\u003csup\u003e73\u003c/sup\u003e and polished using Medaka v2.0.1 (\u003cspan class=\"ExternalRef\"\u003e\u003cspan class=\"RefSource\"\u003ehttps://github.com/nanoporetech/medaka\u003c/span\u003e\u003c/span\u003e). The genome was assessed using CheckM2 v1.0.2\u003csup\u003e74\u003c/sup\u003e for completeness and geNomad v1.11.0\u003csup\u003e75\u003c/sup\u003e for identifying chromosomes and extra-chromosomal elements. The genomes were assigned taxonomy using GTDBtk v2.4.0\u003csup\u003e76\u003c/sup\u003e using the r220 reference database. Protein-coding genes were predicted using Bakta v1.10.3\u003csup\u003e77\u003c/sup\u003e, followed by plastic metabolic gene annotation using PlasticDB\u003csup\u003e\u003cspan class=\"CitationRef\"\u003e39\u003c/span\u003e\u003c/sup\u003e (updated June 2025) and CANT-HYD\u003csup\u003e\u003cspan class=\"CitationRef\"\u003e44\u003c/span\u003e\u003c/sup\u003e (updated 2022).\u003c/p\u003e\n\u003c/div\u003e\n\u003cdiv id=\"Sec12\" class=\"Section2\"\u003e\n \u003ch2\u003eGravimetric LDPE weight loss determination\u003c/h2\u003e\n \u003cp\u003eA change in MP mass was used to estimate plastic degradation. At the end of the experiment, the LDPE in each microcosm bottle was collected through filtration using 47mm, 20\u0026micro;m cotton filters (Whatman 41). An aliquot (10mg) of LDPE was used for SEM analysis (see below), and the rest was carefully rinsed using MilliQ water and 70% ethanol (three times) to remove any adherent microbial biomass. Gravimetric weight loss (%) was calculated as the percent change in the weight of LDPE in the microcosm with respect to the starting weight, controlling for abiotic weight loss using the equation below\u003csup\u003e\u003cspan class=\"CitationRef\"\u003e58\u003c/span\u003e,\u003cspan class=\"CitationRef\"\u003e78\u003c/span\u003e\u003c/sup\u003e.\u003c/p\u003e\n \u003cp\u003eWeight loss (%) = [(Initial Weight\u003csub\u003eIsolate\u003c/sub\u003e - Final Weight\u003csub\u003eIsolate\u003c/sub\u003e)/ Initial Weight\u003csub\u003eIsolate\u003c/sub\u003e] ✕ 100%\u003c/p\u003e\n\u003c/div\u003e\n\u003cdiv id=\"Sec13\" class=\"Section2\"\u003e\n \u003ch2\u003eMicrobial growth estimation\u003c/h2\u003e\n \u003cp\u003eMicrobial growth was measured using optical density and cell counting. For the optical density, 1mL of microcosm media was removed carefully, avoiding microplastics, and its absorbance was measured at a 600nm wavelength using a spectrophotometer (Thermo Scientific Evolution 260 BIO) every month, with the control microcosm serving as the standard sample. For cell counting\u003csup\u003e\u003cspan class=\"CitationRef\"\u003e79\u003c/span\u003e\u003c/sup\u003e, 0.5mL of each microcosm was sampled at five and six month post-incubation and fixed in 600\u0026micro;L of 6% formaldehyde, followed by the addition of 1X PBS to bring the final volume to 10mL. The cells were incubated at room temperature for 15 minutes and collected on 25mm, 0.2\u0026micro;m polycarbonate filters (Millipore-Sigma). The filters were immersed in 10mL of DAPI solution (1 \u0026micro;g/mL, Millipore-Sigma) for 10 minutes in the dark at room temperature, followed by washing with MilliQ water and 80% ethanol, and air-drying. The filters were quartered and mounted onto glass slides using 1mL of Citifluor AF1/Vectashield (4:1) mounting medium and cells were counted using a Zeiss Axio Imager.A2 microscope at 460nm wavelength. Five fields of view were counted per quarter (20 fields per filter). Final cell counts were converted to cell concentrations (cells/mL) using a conversion factor based on view area and filter size.\u003c/p\u003e\n\u003c/div\u003e\n\u003cdiv id=\"Sec14\" class=\"Section2\"\u003e\n \u003ch2\u003eGas Chromatography-Mass Spectrometry (GC-MS) of LDPE microcosms\u003c/h2\u003e\n \u003cp\u003eAt the end of the experiment, 15mL aliquots of the microcosm medium were collected, lyophilized, and resuspended in a 1:1 hexane/acetone solvent, and then submitted for GC-MS analysis to the Institute of Energy at the University of Calgary. A modified version of the ASTM D2887 Simulated Distillation method for boiling range distribution of petroleum fractions was employed, using a split/splitless injector in place of the standard on-column injector, and a mass spectrometry (MS) detector instead of a flame ionization detector (FID). This adaptation allowed for both boiling point-based separation and compound-level identification. Relative concentrations of compounds were estimated using the peak area of each compound multiplied by a C\u003csub\u003e16\u003c/sub\u003e alkane response factor, following standard semi-quantitative GC-MS procedures\u003csup\u003e\u003cspan class=\"CitationRef\"\u003e80\u003c/span\u003e\u003c/sup\u003e. For the estimation of LPDE metabolism byproducts, the compounds present in the virgin LDPE and the control microcosm were removed from downstream analyses.\u003c/p\u003e\n\u003c/div\u003e\n\u003cdiv id=\"Sec15\" class=\"Section2\"\u003e\n \u003ch2\u003eScanning electron microscopy of LDPE microplastics\u003c/h2\u003e\n \u003cp\u003eTo observe structural modifications of the MPs, cell-surface attachment, and biofilm formation, at the end of the experiment, 10mg of LDPE powder from each microcosm and virgin LDPE were fixed in glutaraldehyde overnight. After fixation, residual glutaraldehyde was removed with multiple PBS washes, and the LDPE was dehydrated through a graded ethanol series (20%, 40%, 60%, 80%, and 100%) with each step lasting 15 minutes. Complete dehydration was achieved using hexamethyldisilane (Aldrich Chemicals). The dried LDPE samples were mounted onto aluminum SEM stubs using adhesive carbon conductive tape and submitted to the Dynamic Imaging Laboratory at the University of Calgary for platinum sputter coating and SEM imaging. Images were captured at varying magnifications ranging from 100x to 10,000x for each sample to examine the surface morphology, bacterial attachment, and biofilm formation.\u003c/p\u003e\n\u003c/div\u003e"},{"header":"Declarations","content":"\u003cp\u003e\u003cstrong\u003eData availability\u003c/strong\u003e\u003c/p\u003e\n\u003cp\u003eThe sequence data and genome assemblies in this study can be retrieved from NCBI, (Bioproject# PRJNA1288007). The supporting data associated with this study are available through Figshare (DOI: 10.6084/m9.figshare.30260107). All code used in this manuscript is available through GitHub: https://github.com/Abdoullah-1/LowTemperaturePolyethyleneBiodeterioration\u003c/p\u003e\n\u003cp\u003e\u003cstrong\u003eAuthor contributions\u003c/strong\u003e\u003c/p\u003e\n\u003cp\u003eA.H., J.M.S., and S.B. conceptualized the project. A.H., J.M.S., A.D., K.L.G., and S.B. developed and validated the methods. Data was collected by A.H., J.M.S., A.D., K.L.G., C.B., and S.B. The data was analyzed by A.H., J.M.S., K.L.G., S.B. Graphics were made by A.H. with input from J.M.S. and S.B. Equipment, reagents, and funding were provided by T.S., S.R.Z., J.M.B., and S.B. The manuscript was written by A.H., J.M.S., and S.B. The manuscript was edited and approved by all authors. \u003c/p\u003e\n\u003cp\u003e\u003cstrong\u003eAcknowledgements\u003c/strong\u003e\u003c/p\u003e\n\u003cp\u003eWe would like to thank Dr. Christopher DeBuhr for help with SEM. We would like to thank Brian Baillie and the rest of the Institute of Energy for their support with GCMS analysis. Some of this research presented here was carried out on the traditional territory of the Bigstone Cree First Nation with their respectful and reciprocal collaboration.\u003c/p\u003e\n\u003cp\u003e\u003cstrong\u003eFunding information\u003c/strong\u003e\u003c/p\u003e\n\u003cp\u003eThis study was funded by Athabasca University Research Incentive Grant, AU Academic Research Fund, and Natural Science and Engineering Research Council (NSERC) Discovery Grant to SB, Canada Foundation for Innovation’s – John E Levers Fund to SRZ and JMB, and the Environment and Climate Change Canada’s (ECCC) First Nations Contaminant Program to TS, SRZ, JMB, and SB. An NSERC Undergraduate Student Research Award supported A.H., and JMS was supported by NSERC Canada Graduate Scholarship-Masters, the Alberta Graduate Excellence Scholarship, and an EDIA champion award from Digital Research Alliance of Canada. \u003c/p\u003e\n\u003cp\u003e\u003cstrong\u003eCompeting Interests\u003c/strong\u003e\u003c/p\u003e\n\u003cp\u003eAll authors declare no financial or non-financial competing interests.\u003cstrong\u003e\u003cbr\u003e \u003c/strong\u003e\u003c/p\u003e"},{"header":"References","content":"\u003col\u003e\n\u003cli\u003eNayanathara Thathsarani Pilapitiya, P. G. C. \u0026amp; Ratnayake, A. S. The world of plastic waste: A review. \u003cem\u003eClean. Mater.\u003c/em\u003e \u003cstrong\u003e11\u003c/strong\u003e, 100220 (2024).\u003c/li\u003e\n\u003cli\u003eEuropean Parliament. 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Test Method for Boiling Range Distribution of Petroleum Fractions by Gas Chromatography. doi:10.1520/D2887-22E01.\u003c/li\u003e\n\u003c/ol\u003e"}],"fulltextSource":"","fullText":"","funders":[],"hasAdminPriorityOnWorkflow":false,"hasManuscriptDocX":true,"hasOptedInToPreprint":true,"hasPassedJournalQc":"","hasAnyPriority":true,"hideJournal":false,"highlight":"","institution":"","isAcceptedByJournal":false,"isAuthorSuppliedPdf":false,"isDeskRejected":"","isHiddenFromSearch":false,"isInQc":false,"isInWorkflow":false,"isPdf":false,"isPdfUpToDate":true,"isWithdrawnOrRetracted":false,"journal":{"display":true,"email":"[email protected]","identity":"npj-materials-degradation","isNatureJournal":false,"hasQc":true,"allowDirectSubmit":false,"externalIdentity":"npjmatdeg","sideBox":"Learn more about [npj Materials Degradation](http://www.nature.com/npjmatdeg/)","snPcode":"41529","submissionUrl":"https://submission.springernature.com/new-submission/41529/3","title":"npj Materials Degradation","twitterHandle":"","acdcEnabled":true,"dfaEnabled":true,"editorialSystem":"stoa","reportingPortfolio":"NPJ","inReviewEnabled":true,"inReviewRevisionsEnabled":true},"keywords":"Microplastics, LDPE, Plastic-degrading bacteria, Plastisphere, Biodeterioration, Freshwater, Low-temperature, Bioremediation, Sanguibacter, Acinetobacter, Arthrobacter, Cryobacterium","lastPublishedDoi":"10.21203/rs.3.rs-7863526/v1","lastPublishedDoiUrl":"https://doi.org/10.21203/rs.3.rs-7863526/v1","license":{"name":"CC BY 4.0","url":"https://creativecommons.org/licenses/by/4.0/"},"manuscriptAbstract":"\u003cp\u003eMicroplastics (MPs) are emerging contaminants that threaten ecosystems and human health. These particles host microbial biofilms that may include plastic-degrading bacteria, yet inland freshwater systems remain understudied, particularly under cold, environmentally relevant conditions. Here, 14 bacterial strains were isolated from MPs collected from a boreal lake and a glacier-fed river and evaluated for their ability to degrade low-density polyethylene (LDPE) at a low temperature. Several isolates removed up to 25% LDPE (w/w), formed biofilms, and caused surface deterioration. Chemical analyses detected alkanes, plastic additives, and oxidation products, indicating partial depolymerization of LDPE. Isolates’ genomes revealed few homologs of known plastic- or hydrocarbon-degradation genes, suggesting novel pathways. For the first time, \u003cem\u003eSanguibacter\u003c/em\u003eand \u003cem\u003eCryobacterium\u003c/em\u003e are identified as plastic-degrading bacteria. These findings show that freshwater MPs harbour cold-adapted bacteria capable of LDPE biodeterioration, advancing our understanding of the fate of microplastics and offering new biotechnological avenues for low-temperature plastic-waste mitigation.\u003c/p\u003e","manuscriptTitle":"Low Temperature Polyethylene Biodeterioration by Freshwater Microplastics-Associated Bacteria","msid":"","msnumber":"","nonDraftVersions":[{"code":1,"date":"2025-10-30 12:47:27","doi":"10.21203/rs.3.rs-7863526/v1","editorialEvents":[{"type":"communityComments","content":0},{"type":"reviewerAgreed","content":"98321625574491115080575983611668320525","date":"2026-05-15T20:56:10+00:00","index":"hide","fulltext":""},{"type":"reviewerAgreed","content":"86477371576861745588866352443024947468","date":"2025-12-08T07:58:45+00:00","index":"hide","fulltext":""},{"type":"reviewersInvited","content":"","date":"2025-11-07T04:26:49+00:00","index":"","fulltext":""},{"type":"editorAssigned","content":"","date":"2025-10-22T05:02:18+00:00","index":"","fulltext":""},{"type":"checksComplete","content":"","date":"2025-10-22T04:07:40+00:00","index":"","fulltext":""},{"type":"submitted","content":"npj Materials Degradation","date":"2025-10-15T04:07:14+00:00","index":"","fulltext":""}],"status":"published","journal":{"display":true,"email":"[email protected]","identity":"npj-materials-degradation","isNatureJournal":false,"hasQc":true,"allowDirectSubmit":false,"externalIdentity":"npjmatdeg","sideBox":"Learn more about [npj Materials Degradation](http://www.nature.com/npjmatdeg/)","snPcode":"41529","submissionUrl":"https://submission.springernature.com/new-submission/41529/3","title":"npj Materials Degradation","twitterHandle":"","acdcEnabled":true,"dfaEnabled":true,"editorialSystem":"stoa","reportingPortfolio":"NPJ","inReviewEnabled":true,"inReviewRevisionsEnabled":true}}],"origin":"","ownerIdentity":"a9b1d158-d628-4f52-9fdf-6c6e52896e3d","owner":[],"postedDate":"October 30th, 2025","published":true,"recentEditorialEvents":[{"type":"reviewerAgreed","content":"98321625574491115080575983611668320525","date":"2026-05-15T20:56:10+00:00","index":26,"fulltext":""}],"rejectedJournal":[],"revision":"","amendment":"","status":"under-review","subjectAreas":[{"id":56676213,"name":"Biological sciences/Biotechnology"},{"id":56676214,"name":"Earth and environmental sciences/Environmental sciences"},{"id":56676215,"name":"Biological sciences/Microbiology"}],"tags":[],"updatedAt":"2025-11-07T04:38:16+00:00","versionOfRecord":[],"versionCreatedAt":"2025-10-30 12:47:27","video":"","vorDoi":"","vorDoiUrl":"","workflowStages":[]},"version":"v1","identity":"rs-7863526","journalConfig":"researchsquare"},"__N_SSP":true},"page":"/article/[identity]/[[...version]]","query":{"redirect":"/article/rs-7863526","identity":"rs-7863526","version":["v1"]},"buildId":"8U1c8b4HqxoKbykW_rLl7","isFallback":false,"isExperimentalCompile":false,"dynamicIds":[84888],"gssp":true,"scriptLoader":[]}