Results
Development of Embryonic Bone Mineralization Model
The 15th gestational days (E15) metatarsals were isolated as pre-
viously described. 32 At this developmental stage, no matrix
mineralization was observed at mid -diaphysis ( Figure 1 A).
Moreover, the rudiments are still avascular and translucent,
with proliferating/hypertrophic chondrocytes, collagen type -II
fibrils, and aggrecan-type proteoglycans as their primary com-
position.33,34 While metatarsals at E14 consist almost entirely of
small-sized chondrocytes, the widening of lacunae or the begin-
ning of cartilage hypertrophy is seen in the mid -diaphysis of
E15, which is the preliminary sign that the tissue is ready to
accept mineral deposition.31 The cartilage matrix is pristine and
unmineralized, and the bone collar is still absent compared to
later development stages.31,32 Small amounts of soft tissue, such
as tendons and muscles remain attached to the outside of the
rudiments, which are very difficult to remove during dissection.
However, these soft tissues remove themselves after a few days
in culture.
From this point onward, artificial mineralization of E15 meta-
tarsals was conducted using four different incubation mediums
at two observation times: 7 and 9 days -of-culture. The culture
mediums were classified as cell culture medium in the absence
of CaPi minerals (Control), medium with CaPi minerals only
(CaPi), and medium with CaPi minerals plus polyanionic addi-
tives (CaPi + pAsp and CaPi + fetuin-A).
Physical Appearance Change and Mineralization Features
After 7 and 9 days in culture, the E15 metatarsals treated with
CaPi + pAsp and CaPi + fetuin-A became stiff and appeared
white under the microscope compared to the Control and CaPi
samples ( Figure 1 B). Since all samples were washed thor-
oughly with water before observation, this physical transfor-
mation may indicate mineral deposition within the metatarsals.
It should be noted that the metatarsals cultured in the CaPi me-
dium (i.e., supersaturated Ca and Pi solution with respect to
HAp stoichiometry 35,36) did not appear white under dark field
(DF) optical imaging, which reflect the absence of mineral
within the tissue. Comparatively, there were fewer solid precip-
itates observed in the bottom of the culture well of both samples
supplemented with pAsp and f etuin-A than in the CaPi -only
sample. Altogether, this white color transformation, an increase
in rudiment stiffness, and less mineral sedimentation in the cul-
ture well are the first indication of a mineralization within E15
metatarsals treated with NCP substitutes.
Organic and Inorganic Phases Identification
To investigate both the organic and inorganic phases of E15
metatarsals, Raman observation on a selected region of the mid-
diaphysis (Figure 1B) was conducted after 7 and 9 days-of-cul-
ture. The resulting 100 spectra from each sample mapping area
were averaged and normalized with respect to amide III band
(~1250 cm –1) in agreement with previous studies. 37 The com-
bined Raman spectra in the range of 250–3000 cm−1 region was
displayed for both culture days ( Figure 1 C). The vibrational
band assignments were identified and described (Supporting In-
formation: Table S1).
The peaks corresponding to the collagen, namely amides, along
with the ring of proline, hydroxyproline, and phenylalanine
were present in all samples both at 7 and 9 treatment days (Fig-
ure 1C and Supporting Information: Table S1). Amide I and
III bands are indicative of the collagen phase signatures and
.CC-BY 4.0 International licensemade available under a
(which was not certified by peer review) is the author/funder, who has granted bioRxiv a license to display the preprint in perpetuity. It is
The copyright holder for this preprintthis version posted June 12, 2025. ; https://doi.org/10.1101/2025.06.10.658745doi: bioRxiv preprint
Polyanionic Non-Collagenous Proteins and Their Analogues Promote Artificial Mineralization of Embryonic Mouse Bone
Wisnugroho et al. 2025 3
were observed across all treatment conditions. In contrast, am-
ide II band, which is associated with other proteins and lipids
was exclusively detected in the Control sample on both incuba-
tion days. The presence of glycosaminoglycans (GAGs) could
also be identified by the peaks corresponding to the pyranose
ring at 1045 cm−1 and the symmetry O–SO3− bond at 1062 cm−1.
Importantly, the peaks correspond to the v1, v2, v3, and v4 modes
of phosphate (PO 43−) were present only in the samples incu-
bated in CaPi + fetuin-A with little change from 7 to 9 days-of-
culture. The appearance of these peaks indicates the presence of
HAp crystals within the metatarsals. The spectrum of samples
incubated in CaPi + pAsp after 7 days only displayed a low -
intensity peak at 961 cm −1, corresponding to the v1 mode of
PO43−, whose intensity increased slightly after 9 days. In addi-
tion, the v2 and v4 peaks were absent at 7 days and at low inten-
sity at 9 days of incubation in CaPi + pAsp, indicating that min-
eralization was slower than with CaPi + fetuin-A, with less HAp
formed. The absence of the v1 and v4 modes of PO43− in the Con-
trol and CaPi samples showed that without additives no miner-
alization of the embryonic bone tissue takes place.
Taken together, these results imply that fetuin -A and pAsp can
both promote artificial mineralization of E15 metatarsals, with
fetuin-A being more effective. It should be highlighted that Ra-
man spectroscopy is a surface technique, with a beam
penetration depth of approximately up to 12 µm. Therefore,
electron microscopy (EM) examination is necessary to evaluate
mineral localization deep inside the metatarsals (discussed be-
low).
Coils Arrangement and Intrafibrillar Mineralization
A more ordered coils structural arrangement of collagen fibril
is correlated to intrafibrillar mineralization, or it can also be in-
terpreted as fibril preparation to receive minerals deposit.38 The
quantification of coil arrangement level (CAL) values ( Equa-
tion 1) on Raman spectra resulted in the highest overall value
on CaPi + fetuin -A treatment on both 7 and 9 days of c ulture.
The CAL mean values (Supporting Information: Table S2 )
were increased as follows: Control (0.511 ± 0.08) < CaPi +
pAsp (0.667 ± 0.07) < CaPi (0.669 ± 0.13) < CaPi + fetuin -A
(1.078 ± 0.06) for day 7, and Control (0.534 ± 0.09) < CaPi
(0.641 ± 0.13) < CaPi + pAsp (0.705 ± 0.13) < CaPi + fetuin-A
(1.411 ± 0.16) for day 9. With prolonged incubation time, the
CAL variability of the additive -supplemented samples in-
creased, signifying that the fibrils became more ordered with
time in culture as a result of mineral deposition within the fi-
brillar compartment.
Statistical analysis revealed that samples with CaPi only and
CaPi plus additives have a significant increase in CAL ( p <
Figure 1. Optical images of E15 metatarsals on (A) day 0 in which the mineralized core was absent at the mid-diaphysis (black asterisk) and (B)
after 7 and 9 days-of-culture. The red boxes indicate the Raman mapping area in each sample. (C) Raman spectra of E15 metatarsals cultured for
7 and 9 days with each line representing a different treatment: Control (black), CaPi (red), CaPi + pAsp (blue), and CaPi + fetuin-A (green) (Inset:
amide bands of collagen in 1200 –1700 cm−1 range). Amide II band (purple asterisk) was only visible in the Control samples at both incubation
days.
.CC-BY 4.0 International licensemade available under a
(which was not certified by peer review) is the author/funder, who has granted bioRxiv a license to display the preprint in perpetuity. It is
The copyright holder for this preprintthis version posted June 12, 2025. ; https://doi.org/10.1101/2025.06.10.658745doi: bioRxiv preprint
Polyanionic Non-Collagenous Proteins and Their Analogues Promote Artificial Mineralization of Embryonic Mouse Bone
Wisnugroho et al. 2025 4
0.001) compared to the Control sample (Figure 2A), and a sig-
nificant increase ( p < 0.001) in the value for CaPi + fetuin-A
from day 7 to day 9 of culture ( Figure 2 B). The absence of
PO43− peaks in the CaPi sample suggests that, even though no
mineral was formed, enough Ca and Pi infiltrated into the tissue
to induce coil arrangement changes in the collagen fibrils.
These observations also demonstrate the direct role of fetuin-A
and pAsp in facilitating the infiltration of Ca-Pi precursors into
the avascular cartilage rudiments to affect coil arrangements
and promote mineralization.
Mineral Development in Relation to Tissue Mineralization
To investigate the correlation between the formation of HAp
crystals and the collagen matrix, Raman quantitative analyses
on several aspects (Figure 2C–H) were determined and com-
pared. Tissue mineralization was evaluated by both the mineral
to GAGs ratio (MGR) and the mineral to matrix ratio (MMR)
values. The MGR distribution within the mineralized matrix of
the GAGs-rich ECM (Equation 2) depicted that while all sam-
ples with NCP substitutes have mineral deposition in their
ECM, there were differences in the mineralization level be-
tween them; with fetuin-A supplemented samples producing the
highest overall MGR value on both culture days. The MGR
mean values (Supporting Information: Table S2 ) were in-
creased as follows: Control = CaPi (null) < CaPi + pAsp (0.171
± 0.05) < CaPi + fetuin-A (2.785 ± 0.18) for day 7, and Control
= CaPi (null) < CaPi + pAsp (1.091 ± 0.13) < CaPi + fetuin -A
(3.912 ± 0.29) for day 9. All additive-treated samples were sig-
nificantly different (p < 0.001) from Control and CaPi samples
(Figure 2 C). Moreover, the MGR of the pAsp and fetuin -A
supplemented samples increased with time in culture ( p <
0.001) suggesting a greater mineral deposition into the tissue
with prolonged culture time (Figure 2D).
Furthermore, when the overall quantity of minerals was com-
pared to the total collagen matrix (MMR, Equation 3), the CaPi
+ fetuin-A sample on both culture days also yielded the highest
overall value when compared with the other treatment condi-
tions. The MMR mean values (Supporting Information: Table
S2) were increased as follows: Control = CaPi (null) < CaPi +
pAsp (0.827 ± 0.24) < CaPi + fetuin -A (3.071 ± 0.36) for day
7, and Control = CaPi (null) < CaPi + pAsp (1.104 ± 0.28) <
CaPi + fetuin -A (4.151 ± 0.64) for day 9. The MMR for the
CaPi + fetuin-A sample was higher (p < 0.001) when compared
to the CaPi + pAsp sample ( Figure 2E). This also implies that
the rate of mineralization is faster in the presence of fetuin -A
than pAsp. Accordingly, when the culture time was prolonged
to 9 days, the ratio increased (p < 0.001) further for both fetuin-
A and pAsp treated samples ( Figure 2 F), indicating the in-
crease of tissue mineralization level during this period.
Mature minerals have higher crystallinity values due to the
crystal apatite having a more perfect lattice organization with
fewer ionic substitutions or stoichiometric arrangement. 39 The
crystallinity index (CI ) ( Equation 4 ) of the CaPi + fetuin -A
samples was greater than that of the other samples at both cul-
ture time points. The CI mean values (Supporting Information:
Table S2) were increased as follows: Control = CaPi (null) <
CaPi + pAsp (0.271 ± 0.04) < CaPi + fetuin -A (0.341 ± 0.01)
for day 7, and Control = CaPi (null) < CaPi + pAsp (0.313 ±
0.01) < CaPi + fetuin-A (0.352 ± 0.01) for day 9. The lower CI
in the pAsp compared to the fetuin-A supplemented samples (p
< 0.001) is reflective of a well-defined and organized HAp crys-
tal structures with fetuin -A addition (Figure 2 G). The
respective CI of both NCP supplemented samples increased ( p
< 0.001) from day 7 to day 9 of the culture suggesting that crys-
tal growth and maturation was a time dependent process (Fig-
ure 2H).
In general, tissue mineralization (MGR and MMR) has a paral-
lel correlation to mineral crystallinity (CI). All quantitative
analyses yielded the same results, in which the CaPi + fetuin-A
sample at both culture days resulted in the highest overall value
in contrast to the other treatments. Concisely, artificial HAp
crystals formation inside E15 metatarsals was successfully ini-
tiated and promoted by adding natural polyanionic NCP, such
as fetuin-A (1 mg/mL) or its polymer substitute, such as pAsp
(25 µg/mL) in a supersaturated Ca (2.5 mM) and Pi (1 mM)
solution. Collagen-associated mineralization occurred in fetuin-
Figure 2. Statistical analysis of E15 metatarsals culture with (A –B)
CAL, (C–D) MGR, (E–F) MMR, and (G–H) CI as compared to each
specific medium (left side) and culture time (right side). Zero (null)
values for MGR, MMR, and CI in the Control and CaPi samples due
to the absence of v1PO43− peaks. *p < 0.05; **p < 0.01; ***p < 0.001.
.
.CC-BY 4.0 International licensemade available under a
(which was not certified by peer review) is the author/funder, who has granted bioRxiv a license to display the preprint in perpetuity. It is
The copyright holder for this preprintthis version posted June 12, 2025. ; https://doi.org/10.1101/2025.06.10.658745doi: bioRxiv preprint
Polyanionic Non-Collagenous Proteins and Their Analogues Promote Artificial Mineralization of Embryonic Mouse Bone
Wisnugroho et al. 2025 5
A supplemented cartilage as indicated by the highest coil struc-
tural change and tissue mineralization is correlated with mineral
crystallinity, which reveals the interplay between col lagen fi-
brils, polyanionic NCP substitutes, and Ca-Pi minerals.
Mineral Localization in Cartilaginous Tissue
Transmission electron microscopy (TEM), scanning -transmis-
sion electron microscopy (STEM), and energy dispersive X-ray
spectroscopy (EDX) observations were used to investigate min-
eral localization in the tissue sections. In accordance with the
Raman measurement, mineral presence was absent in the Con-
trol and CaPi samples after 7 and 9 days of culture (Figure 3–
TEM). Mineral was sparsely detected in the metatarsals in CaPi
+ pAsp sample at 7 and 9 days -of-culture. In contrast, CaPi +
fetuin-A revealed the presence of minerals throughout the inner
region (i.e., near cartilage core) of the metatarsals. These TEM
findings have also confirmed that mineralization takes place in-
side the metatarsals rather than just on their surface. Minerals
in the CaPi + pAsp and CaPi + fetuin -A samples have similar
plate-shaped crystals with a width/thickness of about 5 –20 nm
and a length of 30–100 nm. The minerals of the CaPi + fetuin -
A samples were more neatly distributed along the collagen fi-
brillar network, a pattern not so obvious in the CaPi + pAsp
samples. In agreement with the previous data, this indicates that
fetuin-A is a robust promoter of crystal apatite deposition.
Elemental mapping after 9 days -of-culture of the samples with
NCP additives showed the presence of both Ca and P, confirm-
ing that the tissue is deposited with calcium -phosphate mineral
(Figure 3–EDX). Combined with bright field (BF) and high an-
gle annular dark field (HAADF) imaging, the analysis indicated
that in the CaPi + fetuin -A samples, the mineral was arranged
adjacent to collagen fibrils ( Figure 3 –STEM). Overall, the
mineral within the CaPi + fetuin-A sample was shown to local-
ize to the perichondrium, forming an electron-dense layer about
30–40 µm thick (Figure 4A). As the perichondrium in E15 met-
atarsals contains both collagen types -I and -II fibrils, the min-
eralized collagen type -I fibrils within this layer represents the
initiation of the bone collar, which fully forms at later stages of
bone development. 31,34,40,41 Within CaPi + fetuin -A supple-
mented metatarsals, some regions of the collagen fibril ( d~20
nm) were mineralized, and a cloud -like mineral complex was
attached to the fibril surface (Figure 4B). These findings are in
agreement with the role of fetuin-A in promoting collagen min-
eralization.12,18
Interestingly, not only the collagen matrix but also the cells
within the cartilage core of fetuin -A treated samples were
Figure 3. Comprehensive TEM (day 7 and day 9) and STEM -EDX (day 9) observations on the inner region (i.e., near cartilage core) of E15
metatarsals cultures. Irregular-shaped cells (blue asterisks) were adjacent to the unmineralized collagen fibrillar (green arrowhea ds) network in
Control and CaPi samples. The presence of minerals (orange arrowheads) not associated with collagen fibrils was detected in t he CaPi + pAsp
samples. A distinguishable pattern between unmineralized (green arrowheads) and mineralized (red arrowheads) collagen fibrils was observed in
CaPi + fetuin-A supplemented samples, which matched with their Ca and P distribution. BF: bright field; HAADF: high angle annular dark field;
STEM: scanning-transmission electron microscopy; EDX: energy dispersive x-ray.
.CC-BY 4.0 International licensemade available under a
(which was not certified by peer review) is the author/funder, who has granted bioRxiv a license to display the preprint in perpetuity. It is
The copyright holder for this preprintthis version posted June 12, 2025. ; https://doi.org/10.1101/2025.06.10.658745doi: bioRxiv preprint
Polyanionic Non-Collagenous Proteins and Their Analogues Promote Artificial Mineralization of Embryonic Mouse Bone
Wisnugroho et al. 2025 6
heavily calcified. The cells were relatively small ( d~4–8 µm)
with irregularly shaped morphologies ( Figure 4 C–D). These
cells possibly undergo shrinkage, necrosis, and apoptosis be-
cause the culture conditions were insufficient to maintain cell
survival, which was followed by rapid mineral deposition and
HAp crystallization within their apoptotic cytoplasm.
Three-Dimensional (3D) Structure of Mineralized Embry-
onic Metatarsal
To reconstruct and visualize the calcified collagen matrix, fo-
cused-ion beam scanning electron microscopy (FIB -SEM) to-
mography was conducted on CaPi + fetuin -A treated samples
since these were the only ones that contained overt areas of min-
eralization. Large area mapping of a cross section through the
metatarsal using the backscattered electron (BSE) revealed the
distribution of HAp (Figure 5A), and two areas of the perichon-
drium at the mid-diaphysis were selected as the region of inter-
ests (ROIs) (Figure 5A inset) for tomography. In contrast to the
initial E15 metatarsal ( Figure 1 A) before culture ( L~0.85–1
mm), the cartilage rudiments become relatively longer ( L~1.2–
1.5 mm) after being cultured with CaPi + fetuin-A (Figure 5A),
indicating tissue growth. However, it is important to note that
this growth is minimal (Δ L~0.2–0.5 mm) in comparison to the
typical elongation of cultured embryonic cartilage rudiments
during endochondral ossification (ΔL~1.5–2 mm), likely due to
culture conditions that were insufficient to support prolonged
cell survival.31,32
A 3D reconstruction of the transverse volumetric stacks showed
that the perichondrium layer was heavily mineralized in the lat-
eral direction towards the cartilage core at the mid -diaphysis
(Figure 5B). A cytoplasm portion of the irregular -shaped cell
adjacent to the perichondrium layer was fully embedded in min-
eralized ECM, which is portrayed as a 3D mineralized peri-
chondrium model. Parallel to the perichondrium layer a fila-
mentous structure was observed from longitudinal image stacks
and displayed as a 3D filamentous model (Figure 5C). This fil-
amentous structure was likely constructed from numerous col-
lagen fibrils that aggregated into a collagen fiber together with
HAp crystal deposited intra - or extrafibrillarly. It was difficult
to differentiate between collagen fibrils/fibers and HAp crystals
as they were closely packed together with similar image conflu-
ency and contrast. However, implementing a Dijkstra’s—short-
est path method—algorithm42 (Supporting Information: Figure
S2) to follow the trace or common path of the collagen fibrils
and combining it with the previous model, it was revealed that
numerous smaller filamentous-like structures and rough apatite
morphology were responsible for the 3D collagen + HAp model
at the perichondrium (Figure 5C and Supporting Information:
Figure 4. Selected STEM (HAADF) images of E15 metatarsals culture with CaPi + fetuin-A addition. (A) The highly mineralized perichondrium
layer extends to the inner region of the cartilage tissue, where numerous calcified cells (yellow asterisks) reside. (B) The partially mineralized
collagen fibril (red arrows) with the mineral-fetuin-A complex adhered to the surface in a cloud-like structure (yellow arrowheads). At the cartilage
core, minerals were also heavily localized in (C) the cells and (D) some regions of the collagen matrix either still unmineralized (green arrowheads)
or mineralized (red arrowheads).
.CC-BY 4.0 International licensemade available under a
(which was not certified by peer review) is the author/funder, who has granted bioRxiv a license to display the preprint in perpetuity. It is
The copyright holder for this preprintthis version posted June 12, 2025. ; https://doi.org/10.1101/2025.06.10.658745doi: bioRxiv preprint
Polyanionic Non-Collagenous Proteins and Their Analogues Promote Artificial Mineralization of Embryonic Mouse Bone
Wisnugroho et al. 2025 7
Video S1). Since collagen fibrils often interweave, branch, and
overlap, this algorithm purposely computes optimal paths
within two or more adjacent voxels that minimize intensity dif-
ferences or follow geometric constraints through noisy BSE
data. When the structural paths are discontinuous and the volu-
metric morphology is spherical at specific site, the algorithm is
unable to reconstruct fibrils, resulting in HAp classification.
Therefore, each filament structure was identified as a collagen
fibril that had a length of approximately 1–6 µm. All these col-
lagen fibrils were interconnected and embedded within dense
HAp crystals.
According to this 3D model, these HAp crystals were portrayed
to be associated with collagen fibrils either organized in an in-
trafibrillar, extrafibrillar, or combined arrangement. This model
projection also reinforces the TEM and STEM results (Figure
3 and Figure 4), indicating that HAp crystals in CaPi + fetuin -
A samples were organized in a regular pattern along collagen
fibrillar network. It should be highlighted that extrafibrillar
crystal arrangement is predominant within the perichondrium at
this time studied. Nevertheless, further evaluations are neces-
sary to determine the exact location of HAp crystal deposition.
Discussion
Our ex vivo embryonic metatarsal culture provides a highly suit-
able and physiological ECM for investigating early bone min-
eralization. This model more accurately replicates the initial
bone tissue mineralization process compared to earlier in vitro
approaches, such as the mineralization of self-assembled colla-
gen fibrils or the remineralization of demineralized mature bone
tissue. Uncalcified embryonic metatarsal tissue at E15 provides
an authentic and functional cartilaginous ECM template for
mineralization.31,32 Moreover, the absence of blood vessels in
the tissue at this gestational age infers that the mineral infiltra-
tion solely depends on a simple diffusion or convection mecha-
nisms.33,34,40,43 These characteristics create an excellent model
for investigating the functional role of embryonic bone ECM
and polyanionic NCP substitutes in regulating Ca-Pi precursors
to promote tissue mineralization during endochondral ossifica-
tion. To the best of ou r knowledge, this is the first ex vivo at-
tempt to utilize natural polyanionic NCP or its analogue to pro-
mote artificial mineralization of the embryonic long bone.
During embryonic bone development, the blood carries the Ca-
Pi ions within the vascular network in its supersaturated and
Figure 5. (A) Overlay area of E15 metatarsals cultured with CaPi + fetuin -A. Within the perichondrium of the mid -diaphysis (inset: close up
area), the ROIs were selected for serial surface imaging in (B) transverse (blue dashed box) and (C) longitudinal (green dashed box) orientations
(x, y, and z axes match between the direction in the inset and each 3D model). The representative 3D models from volumetric stacks were displayed
as (B) a mineralized perichondrium model composed of the irregular cell (red) embedded within mineralized ECM (green) and (C) a filamentous
model composed of calcified collagen fibrils orientated parallel to the perichondrium. The shortest path method or Dijkstra’s algorithm imple-
mentation on the filamentous model exposes a structure of collagen fibrils (yellow) embedded with in minerals (green semi-transparent volume).
Intrafibrillar HAp crystals deposited within the projected collagen fibrillar network are indicated by blue arrows.
.CC-BY 4.0 International licensemade available under a
(which was not certified by peer review) is the author/funder, who has granted bioRxiv a license to display the preprint in perpetuity. It is
The copyright holder for this preprintthis version posted June 12, 2025. ; https://doi.org/10.1101/2025.06.10.658745doi: bioRxiv preprint
Polyanionic Non-Collagenous Proteins and Their Analogues Promote Artificial Mineralization of Embryonic Mouse Bone
Wisnugroho et al. 2025 8
balanced state with respect to HAp stoichiometry, [Ca] = 2.05–
2.58 mM and [Pi] = 0.78–1.49 mM.35,36 The avascular cartilage
anlagen takes up the mineral precursors from the surrounding
extravascular fluid after they are released from adjacent capil-
laries via paracellular pathways 44,45 and larger negatively
charged macromolecules (42–68 kDa), such as albumin and fe-
tuin-A enter the interstitial fluid through the opening of the tran-
sendothelial channel to continuously maintain the Ca -Pi ionic
equilibrium and prevent spontaneous apatite nu cleation.46–48
Accordingly, we chose two polyanionic macromolecules
known to regulate the mineral precursors in vitro : pAsp (25
µg/mL with approximate size of 11 kDa or d~2.9 nm) and fe-
tuin-A (1 mg/mL with approximate size of 64 kDa or d~5.3 nm)
in addition to the serum-equivalent Ca and Pi concentrations of
2.5 mM and 1 mM, respectively.12,14,35
The first intriguing point of discussion is the inability of E15
cartilage rudiments to mineralize spontaneously upon exposure
to a supersaturated CaPi solution, despite the rudiments pos-
sessing a functional ECM and being at a developmental stage
conducive to mineral deposition. It must be noted that these
conditions are different from those of normal culture conditions
(e.g. tissue grown in 95% air and 5% CO 2 supply31,32) where
matrix mineralization continues for several days. In this latter
case, the cells play a critical role in controlling matrix homeo-
stasis and mineral deposition. In the case of our system, miner-
alization only occurred within the tissue in the presenc e of ei-
ther fetuin-A or pAsp along a supersaturated CaPi medium. The
hydrated state of cartilage maintains its structural integrity by
intermolecular electrostatic -steric forces predominantly be-
tween negatively charged chondroitin sulfate networks within
the GAGs chain.49 Together with small cartilage pores (d~6–14
nm), these properties may provide high resistance to fluid flow
and water redistribution on the tissue because of low permea-
bility.50–52 Moreover, in unloaded cultures, the mineral infiltra-
tion rate into the tissue is also impaired in compliance with pre-
vious studies.53 Therefore, it is unlikely that supersaturated Ca-
Pi medium alone can promote spontaneous cartilage minerali-
zation as observed in our work. Without a mineral regulator,
like fetuin -A or pAsp, Ca -Pi precursors nucleate faster and
spontaneously precipitate within the solution rather than diffuse
into the cartilage anlagen.
There is a possibility that when the Ca and Pi concentrations
fall below those selected in our study (i.e., [Ca] < 2.5 mM and
[Pi] < 1 mM), the precursors may not undergo spontaneous nu-
cleation in solution, allowing them to infiltrate the tissue with-
out the necessity of either fetuin-A or pAsp as a mineralization
regulator. However, a cartilage ECM has been shown to tolerate
substantially higher Ca concentrations in the presence of normal
Pi levels without inducing apatite precipitation, a phenomenon
not observed in aqueous solutions. 54,55 Under these conditions,
precursors would merely diffuse in and out of the tissue, making
mineralization unfeasible.
Native polyanionic NCPs and their analogues, such as fetuin-A
and pAsp inhibit crystal nucleation and precipitation in solu-
tion, subsequently promoting intrafibrillar mineralization of
collagen in vitro.12,14 Our results show that the incorporation of
fetuin-A or pAsp within Ca and Pi-rich fluid is necessary to in-
itiate mineral precursor infiltration and promote embryonic
bone mineralization. One possible explanation is that these pol-
yanionic macromolecules m ay form a semi -liquid or amor-
phous complex with the Ca-Pi precursors in solution as widely
postulated.12,14 This amorphous "ACP -NCPs" complex may
adhere to the cartilage rudiment surface and progressively dif-
fuse through the pores of a dense perichondrium layer to pro-
mote mineralization.
Our Raman measurements at the mid -diaphysis region dis-
closed that the embryonic cartilage supplemented with addi-
tives beside CaPi solution, especially with fetuin -A treatment
resulted in similar spectra (Figure 1C) to the bone, even when
compared to calcified cartilage. 56,57 Additionally, significant
changes to the coil structural arrangement (Figure 2A–B) indi-
cated that the collagen fibrils become more ordered due to the
deposition of crystals within the fibrils thus aligning with pre-
vious studies. 38 It is noteworthy that CaPi -only treatment also
yielded a change in the coil structure without mineralization and
the value is comparable to that observed in the CaPi + pAsp
treated rudiments. In contrast, the CaPi + fetuin-A gave a higher
value that may a ccount for the association of the mineral with
collagen fibrils, implying this association was also absent in the
CaPi + pAsp samples. Although electron microscopy in combi-
nation with 3D reconstruction showed the mineral following a
filamentous structure, indicative of its association with collagen
fibrils (Figure 5C), it could not allow for a clear distinction of
whether it is deposited within the gap zones or on the fibril sur-
face. Thus, we concur that the HAp crystals either organized in
an intrafibrillar, extrafibrillar, or combined arrangement.
It is possible that in the presence of CaPi only, small quantities
of mineral precursors can enter the cartilage rudiments and alter
the coil arrangement in the ECM. However, native NCPs, such
as chondrocalcin, osteopontin, osteocalcin, and bone sialopro-
tein are possibly absent in the cartilage tissue at this stage of
development (i.e., primary ossification) and only synthesized at
a later ossification stage in accordance to previous in vivo stud-
ies.58–61 Therefore, it is likely that the unexpected mineral pre-
cursors that bypass the tissue hydraulic permeability barrier and
infiltrate the cartilage anlagen without the support of polyan-
ionic additives cannot crystallize properly within collagen fi-
brils or they are only sufficient to alter the coil structural order
moderately.
We reveal that the perichondrium of the developing "cartilage
to bone" anlagen is the specific region that is heavily mineral-
ized (Figure 4A). Our finding is similar to in vivo observations
that endochondral ossification of long bone begins with the for-
mation of a mineralized "bone collar" layer around this site,
which contains overlapping collagen type-I and type-II compo-
sition at this gestational period.31,34,40 This finding is not surpris-
ing because it is established that type -II collagen plays an im-
portant role during endochondral ossification of bone tissues. 62
Recent in vivo observations on the endochondral ossification of
mice auditory ossicles and the bony labyrinth tissues demon-
strated that mineralization with high mineral density take place
within the conjoint type-I and -II collagen network, suggesting
a potential link b etween the presence of collagen type -II and
hypermineralization of bone during endochondral ossifica-
tion.63 Proteoglycans associated with collagen type -II exhibit a
higher molecular mass compared to those bound to collagen
type-I fibrils. 64 Given the propensity of Ca ions to localize at
proteoglycan sites, 65,66 the presence of collagen type -II within
the osteoid matrix—predominantly consisting of collagen type-
I fibrils—may facilitate enhanced mineral deposition. This no-
tion is supported by our observation of a highly mineralized re-
gion within the perichondrium, consistent with the elevated
mineralization typically associated with type-I and -II collagen-
containing tissues.
.CC-BY 4.0 International licensemade available under a
(which was not certified by peer review) is the author/funder, who has granted bioRxiv a license to display the preprint in perpetuity. It is
The copyright holder for this preprintthis version posted June 12, 2025. ; https://doi.org/10.1101/2025.06.10.658745doi: bioRxiv preprint
Polyanionic Non-Collagenous Proteins and Their Analogues Promote Artificial Mineralization of Embryonic Mouse Bone
Wisnugroho et al. 2025 9
An important aspect to consider is which type of collagen in the
cartilage anlagen contains the intrafibrillar deposition of crystal
apatite. Although collagen type-II has a similar 67 nm periodic
spacing as collagen type -I in accordance to previous studie s,67
collagen type -II cannot be mineralized intrafibrillarly in vitro
by using pAsp. 68 Moreover, in vivo cartilage mineralization
studies have also demonstrated that early crystal nucleation is
localized within extrafibrillar sites, where proteoglycans are
heavily distributed and not within collagen type -II fibrils. 65,69
Therefore, we propose that if intrafibrillar mineral deposition
occurs inside E15 cartilage rudiments as the collagen becomes
more ordered following the increase of CAL values and as il-
lustrated by the 3D model within perichondrium, it likely occurs
exclusively within collagen type-I fibrils.
Our work reveals that fetuin-A promotes embryonic bone min-
eralization more effectively than pAsp. Despite the similar pol-
yanionic characteristics of pAsp to the acidic domain of NCP,
this macromolecule is not an NCP like fetuin -A. We assume
that fetuin -A o r other natural NCPs have specialized mecha-
nisms for regulating the mineral precursors in the tissue, which
are beyond the electrostatic attraction between mineral ions and
the charged surface of macromolecules.70 Furthermore, we con-
sidered the possibility that both pAsp and fetuin -A facilitate
collagen mineralization of embryonic bone through the PILP
process.14 However, the Raman spectra obtained are distinctly
different between each additive with the PO43− intensity of pAsp
significantly lower compared to fetuin -A treatment. Smaller
pAsp molecules complexed with Ca-Pi precursors would be ex-
pected to penetrate faster and deeper into the dense-packed col-
lagen fibrils. If the PILP mechanism is the optimal way for em-
bryonic bone mineralization, pAsp should have a higher pro-
moting influence than fetuin -A and not otherwise. Hence, we
highlight that the ISE process, which emphasizes the regulation
of mineralization dynamics as the most favourable route during
embryonic bone mineralization, and this aligns with previous
studies.12
Overall, we demonstrate that artificial mineralization of embry-
onic cartilage anlagen can be initiated and promoted with an
external mineral supply and polyanionic NCP substitutes. Tis-
sue mineralization is concentrated within the perichondrium,
and the HAp crystals are associated with collagen fibrils either
organized in an intrafibrillar, extrafibrillar, or combined ar-
rangement. Nevertheless, both intra- and extrafibrillar mineral-
ization are fundamental to the development of embryonic bones
and the determination of their final mechanical properties.
References
(1) Roohani, I.; Cheong, S.; Wang, A. How to build a bone? - Hydroxyap-
atite or Posner’s clusters as bone minerals. Open Ceramics 2021, 6,
100092.
(2) Kronenberg, H. M. Developmental regulation of the growth plate. Na-
ture 2003, 423, 332–336.
(3) Glimcher, M. J. Recent studies of the mineral phase in bone and its
possible linkage to the organic matrix by protein -bound phosphate
bonds. Philosophical Transactions of the Royal Society of London. B,
Biological Sciences 1984, 304, 479–508.
(4) Robinson, R. A.; Watson, M. L. Collagen‐crystal relationships in bone
as seen in the electron microscope. The Anatomical Record 1952, 114,
383–409.
(5) Posner, A. S.; Betts, F. Synthetic amorphous calcium phosphate and its
relation to bone mineral structure. Accounts of Chemical Research
1975, 8, 273–281.
(6) Eppell, S. J.; Tong, W.; Katz, J. L.; Kuhn, L.; Glimcher, M. J. Shape
and size of isolated bone mineralites measured using atomic force mi-
croscopy. Journal of Orthopaedic Research 2001, 19, 1027–1034.
(7) Reznikov, N.; Bilton, M.; Lari, L.; Stevens, M. M.; Kröger, R. Fractal-
like hierarchical organization of bone begins at the nanoscale. Science
2018, 360, eaao2189.
(8) Daculsi, G.; Bouler, J. M.; LeGeros, R. Z. Adaptive crystal formation
in normal and pathological calcifications in synthetic calcium phos-
phate and related biomaterials. International review of cytology
1997, 172, 129–191.
(9) Dorozhkin, S. V.; Epple, M. Biological and medical significance of
calcium phosphates. Angewandte Chemie International Edition 2002,
41, 3130–3146.
(10) Copp, D. H.; Shim, S. S. The homeostatic function of bone as a mineral
reservoir. Oral Surgery, Oral Medicine, Oral Pathology 1963, 16,
738–744.
(11) Landis, W. J.; Song, M. J.; Leith, A.; McEwen, L.; McEwen, B. F.
Mineral and organic matrix interaction in normally calcifying tendon
visualized in three dimensions by high -voltage electron microscopic
tomography and graphic image reconstruction. Journal of Structural
Biology 1993, 110, 39–54.
.CC-BY 4.0 International licensemade available under a
(which was not certified by peer review) is the author/funder, who has granted bioRxiv a license to display the preprint in perpetuity. It is
The copyright holder for this preprintthis version posted June 12, 2025. ; https://doi.org/10.1101/2025.06.10.658745doi: bioRxiv preprint
Polyanionic Non-Collagenous Proteins and Their Analogues Promote Artificial Mineralization of Embryonic Mouse Bone
Wisnugroho et al. 2025 12
(12) Price, P. A.; Toroian, D.; Lim, J. E. Mineralization by inhibitor exclu-
sion. Journal of Biological Chemistry 2009, 284, 17092–17101.
(13) Xu, Y.; Nudelman, F.; Eren, E. D.; Wirix, M. J. M.; Cantaert , B.;
Nijhuis, W. H.; Hermida -Merino, D.; Portale, G.; Bomans, P. H. H.;
Ottmann, C.; Friedrich, H., Bras, W.; Akiva, A.; Orgel, J. P. R. O.;
Meldrum, F. C.; Sommerdijk, N. Intermolecular channels direct crystal
orientation in mineralized collagen. Nature Communications 2020, 11,
5068.
(14) Olszta, M. J.; Cheng, X.; Jee, S. S.; Kumar, R.; Kim, Y.-Y.; Kaufman,
M. J.; Douglas, E. P.; Gower, L. B. Bone structure and formation: A
new perspective. Materials Science and Engineering: R: Reports 2007,
58, 77–116.
(15) Deshpande, A. S.; Beniash, E. Bioinspired synthesis of mineralized
collagen fibrils. Crystal Growth & Design 2008, 8, 3084–3090.
(16) Dey, A.; Bomans, P. H. H.; Müller, F. A.; Will, J.; Frederik, P. M.; de
With, G.; Sommerdijk, N. A. J. M. The role of prenucleation clusters
in surface-induced calcium phosphate crystallization. Nature Materials
2010, 9, 1010–1014.
(17) Wang, L.; Li, S.; Ruiz -Agudo, E.; Putnis, C. V.; Putnis, A. Posner’s
cluster revisited: direct imaging of nucleation and growth of nanoscale
calcium phosphate clusters at the calcite -water interface. Cryst. Eng.
Comm. 2012, 14, 6252.
(18) Nudelman, F.; Pieterse, K.; George, A.; Bomans, P. H. H.; Friedrich,
H.; Brylka, L. J.; Hilbers, P. A. J.; de With, G.; Sommerdijk, N. A. J.
M. The role of collagen in bone apatite formation in the presence of
hydroxyapatite nucleation inhibitors. Nature Materials 2010, 9, 1004–
1009.
(19) Jee, S.-S.; Thula, T. T.; Gower, L. B. Development of bone-like com-
posites via the polymer-induced liquid-precursor (PILP) process. Part
1: Influence of polymer molecular weight. Acta Biomaterialia 2010, 6,
3676–3686.
(20) Jee, S. S.; Kasinath, R.; DiMasi, E.; Kim, Y.; Gower, L. B. Oriented
hydroxyapatite in turkey tendon mineralized via the polymer -induced
liquid-precursor (PILP) process. Cryst. Eng. Comm. 2011, 13, 2077.
(21) Li, Y.; Thula, T. T.; Jee, S.; Perkins, S. L.; Aparicio, C.; Douglas, E.
P.; Gower, L. B. Biomimetic mineralization of woven bone-like nano-
composites: Role of collagen cross -links. Biomacromolecules 2012,
13, 49–59.
(22) Lausch, A. J.; Quan, B. D.; Miklas, J. W.; Sone, E. D. Extracellular
matrix control of collagen mineralization in vitro. Advanced Func-
tional Materials 2013, 23, 4906–4912.
(23) Pedersen, K. O. Fetuin, a new globulin isolated from serum. Nature
1944, 154, 575–575.
(24) Brown, W. M.; Dziegielewska, K. M.; Saunders, N. R.; Christie, D. L.;
Nawratil, P.; Müller-Esterl, W. The nucleotide and deduced amino acid
structures of sheep and pig fetuin. European Journal of Biochemistry
1992, 205, 321–331.
(25) Terkelsen, O. B. F.; Jahnen-Dechent, W.; Nielsen, H.; Moos, T.; Fink,
E.; Nawratil, P.; Müller-Esterl, W.; Møllgård, K. Rat fetuin: Distribu-
tion of protein and mRNA in embryonic and neonatal rat tissues. Anat-
omy and Embryology 1998, 197, 125–133.
(26) Jahnen-Dechent, W.; Schinke, T.; Trindl, A.; Müller -Esterl, W.; Sa-
blitzky, F.; Kaiser, S.; Blessing, M. Cloning and targeted deletion of
the mouse fetuin gene. Journal of Biological Chemistry 1997, 272,
31496–31503.
(27) Saunders, N. R.; Deal, A.; Dziegielewska, K. M.; Reader, M.;
Sheardown, S. A.; Møllgård, K. Expression and distribution of fetuin
in the developing sheep fetus. Histochemistry 1994, 102, 457–475.
(28) Schinke, T.; Amendt, C.; Trindl, A.; Pöschke, O.; Müller -Esterl, W.;
Jahnen-Dechent, W. The serum protein α2-HS glycoprotein/fetuin in-
hibits apatite formation in vitro and in mineralizing calvaria cells. Jour-
nal of Biological Chemistry 1996, 271, 20789–20796.
(29) Ketteler, M.; Bongartz, P.; Westenfeld, R.; Wildberger, J. E.;
Mahnken, A. H.; Böhm, R.; Metzger, T.; Wanner, C.; Jahnen-Dechent,
W.; Floege, J. Association of low fetuin -A (AHSG) concentrations in
serum with cardiovascular mortality in patients on dialysi s: a cross -
sectional study. The Lancet 2003, 361, 827–833.
(30) Heiss, A.; Pipich, V.; Jahnen-Dechent, W.; Schwahn, D. Fetuin-A is a
mineral carrier protein: Small angle neutron scattering provides new
insight on fetuin -A controlled calcification inhibition. Biophysical
Journal 2010, 99, 3986–3995.
(31) Thesingh, C. W.; Burger, E. H. The role of mesenchyme in embryonic
long bones as early deposition site for osteoclast progenitor cells. De-
velopmental Biology 1983, 95, 429–438.
(32) Houston, D. A.; Staines, K. A.; MacRae, V. E.; Farquharson, C. Cul-
ture of murine embryonic metatarsals: A physiological model of endo-
chondral ossification. Journal of Visualized Experiments 2016, 118,
54978.
(33) Osdoby, P.; Caplan, A. I. First bone formation in the developing chick
limb. Developmental Biology 1981, 86, 147–156.
(34) Haaijman, A.; D’Souza, R. N.; Bronckers, A. L. J. J.; Goei, S. W.;
Burger, E. H. OP-1 (BMP-7) affects mRNA expression of type I, II, X
collagen, and matrix Gla protein in ossifying long bones in vitro. Jour-
nal of Bone and Mineral Research 1997, 12, 1815–1823.
(35) Kokubo, T.; Ito, S.; Huang, Z. T.; Hayashi, T.; Sakka, S.; Kitsugi, T.;
Yamamuro, T. Ca, P‐rich layer formed on high‐strength bioactive
glass‐ceramic A‐W. Journal of Biomedical Materials Research 1990,
24, 331–343.
(36) Lorenzo, C.; Hanley, A. J.; Rewers, M. J.; Haffner, S. M. Calcium and
phosphate concentrations and future development of type 2 diabetes:
The insulin resistance atherosclerosis study. Diabetologia 2014, 57,
1366–1374.
(37) van der Meijden, R. H. M.; Daviran, D.; Rutten, L.; Walboomers, X.
F.; Macías‐Sánchez, E.; Sommerdijk, N.; Akiva, A. A 3D cell‐free
bone model shows collagen mineralization is driven and controlled by
the matrix. Advanced Functional Materials 2023, 33, 2212339.
(38) Kerns, J. G.; Buckley, K.; Churchwell, J.; Parker, A. W.; Matousek, P.;
Goodship, A. E. Is the collagen primed for mineralization in specific
regions of the turkey tendon? An investigation of the protein –mineral
interface using Raman spectroscopy. Analytical Chemistry 2016, 88,
1559–1563.
(39) Farlay, D.; Panczer, G.; Rey, C.; Delmas, P. D.; Boivin, G. Mineral
maturity and crystallinity index are distinct characteristics of bone min-
eral. Journal of Bone and Mineral Metabolism 2010, 28, 433–445.
(40) Pechak, D. G.; Kujawa, M. J.; Caplan, A. I. Morphological and histo-
chemical events during first bone formation in embryonic chick limbs.
Bone 1986, 7, 441–458.
(41) Bruder, S. P.; Caplan, A. I. First bone formation and the dissection of
an osteogenic lineage in the embryonic chick tibia is revealed by mon-
oclonal antibodies against osteoblasts. Bone 1989, 10, 359–375.
(42) Dijkstra, E. W. A note on two problems in connexion with graphs.
Numerische Mathematik 1959, 1, 269–271.
(43) Maroudas, A. Biophysical chemistry of cartilaginous tissues with spe-
cial reference to solute and fluid transport1. Biorheology 1975, 12,
233–248.
(44) Karnovsky, M. J. The ultrastructural basis of capillary permeability
studied with peroxidase as a tracer. The Journal of Cell Biology 1967,
35, 213–236.
(45) Bundgaard, M. The three -dimensional organization of tight junctions
in a capillary endothelium revealed by serial -section electron micros-
copy. Journal of Ultrastructure Research 1984, 88, 1–17.
(46) Simionescu, N.; Siminoescu, M.; Palade, G. E. Permeability of muscle
capillaries to small heme-peptides. Evidence for the existence of patent
transendothelial channels. The Journal of Cell Biology 1975, 64, 586–
607.
(47) Palade, G. E. The microvascular endothelium revisited. In Endothelial
Cell Biology in Health and Disease; Simionescu, N., Simionescu, M.,
Eds.; Springer: Massachusetts, 1988; pp 3–22.
(48) Garnett, J.; Dieppe, P. The effects of serum and human albumin on
calcium hydroxyapatite crystal growth. The Biochemical Journal 1990,
266, 863–868.
(49) Seog, J.; Dean, D.; Plaas, A. H. K.; Wong -Palms, S.; Grodzinsky, A.
J.; Ortiz, C. Direct measurement of glycosaminoglycan intermolecular
interactions via high -resolution force spectroscopy. Macromolecules
2002, 35, 5601–5615.
(50) McCutchen, C. W. The frictional properties of animal joints. Wear
1962, 5, 1–17.
(51) Hardingham, T. Chondroitin sulfate and joint disease. Osteoarthritis
and Cartilage 1998, 6, 3–5.
(52) Majda, D.; Bhattarai, A.; Riikonen, J.; Napruszewska, B. D.; Zimow-
ska, M.; Michalik-Zym, A.; Tӧyrӓs, J.; Lehto, V.-P. New approach for
determining cartilage pore size distribution: NaCl -thermoporometry.
Microporous and Mesoporous Materials 2017, 241, 238–245.
(53) Klein‐Nulend, J.; Veldhuijzen, J. P.; Burger, E. H. Increased calcifica-
tion of growth plate cartilage as a result of compressive force in vitro.
Arthritis & Rheumatism 1986, 29, 1002–1009.
(54) Benderly, H.; Maroudas, A. Equilibria of calcium and phosphate in hu-
man articular cartilage. Annals of the Rheumatic Diseases 1975, 34,
46-47.
(55) Hunter, G. K. An ion -exchange mechanism of cartilage calcification.
Connective Tissue Research 1987, 16, 111–120.
(56) Lakshmi, R. J.; Alexander, M.; Kurien, J.; Mahato, K. K.; Kartha, V.
B. Osteoradionecrosis (ORN) of the mandible: A laser Raman spectro-
scopic study. Applied Spectroscopy 2003, 57, 1100–1116.
(57) Crawford-Manning, F.; Vardaki, M. Z.; Green, E.; Meakin, J. R.; Ver-
gari, C.; Stone, N.; Winlove, C. P. Multiphoton imaging and Raman
.CC-BY 4.0 International licensemade available under a
(which was not certified by peer review) is the author/funder, who has granted bioRxiv a license to display the preprint in perpetuity. It is
The copyright holder for this preprintthis version posted June 12, 2025. ; https://doi.org/10.1101/2025.06.10.658745doi: bioRxiv preprint
Polyanionic Non-Collagenous Proteins and Their Analogues Promote Artificial Mineralization of Embryonic Mouse Bone
Wisnugroho et al. 2025 13
spectroscopy of the bovine vertebral endplate. The Analyst 2021, 146,
4242–4253.
(58) Poole, A. R.; Pidoux, I.; Reiner, A.; Choi, H.; Rosenberg, L. C. Asso-
ciation of an extracellular protein (chondrocalcin) with the calcification
of cartilage in endochondral bone formation. The Journal of Cell Biol-
ogy 1984, 98, 54–65.
(59) Strauss, P. G.; Closs, E. I.; Schmidt, J.; Erfle, V. Gene expression dur-
ing osteogenic differentiation in mandibular condyles in vitro. The
Journal of Cell Biology 1990, 110, 1369–1378.
(60) Bianco, P.; Fisher, L. W.; Young, M. F.; Termine, J. D.; Robey, P. G.
Expression of bone sialoprotein (BSP) in developing human tissues.
Calcified Tissue International 1991, 49, 421–426.
(61) McKee, M. D.; Glimcher, M. J.; Nanci, A. High -resolution immuno-
localization of osteopontin and osteocalcin in bone and cartilage during
endochondral ossification in the chicken tibia. The Anatomical Record
1992, 234, 479–492.
(62) Savontaus, M.; Rintala‐Jämsä, M.; Morko, J.; Rönning, O.;
Metsäranta, M.; Vuorio, E. Abnormal craniofacial development and
expression patterns of extracellular matrix components in transgenic
Del1 mice harboring a deletion mutation in the type II collagen gene.
Orthodontics & Craniofacial Research 2004, 7, 216–226.
(63) Kuroda, Y.; Kawaai, K.; Hatano, N.; Wu, Y.; Takano, H.; Momose, A.;
Ishimoto, T.; Nakano, T.; Roschger, P.; Blouin, S.; Matsuo, K. Hy-
permineralization of hearing-related bones by a specific osteoblast sub-
type. Journal of Bone and Mineral Research 2021, 36, 1535–1547.
(64) Douglas, T.; Heinemann, S.; Bierbaum, S.; Scharnweber, D.; Worch,
H. Fibrillogenesis of collagen types I, II, and III with small leucine -
rich proteoglycans decorin and biglycan. Biomacromolecules 2006, 7,
2388–2393.
(65) Poole, A. R.; Pidoux, I. Immunoelectron microscopic studies of type X
collagen in endochondral ossification. The Journal of Cell Biology
1989, 109, 2547–2554.
(66) Hoshi, K.; Ejiri, S.; Ozawa, H. Localizational alterations of calcium,
phosphorus, and calcification -related organics such as proteoglycans
and alkaline phosphatase during bone calcification. Journal of Bone
and Mineral Research 2001, 16, 289–298.
(67) Studer, D.; Chiquet, M.; Hunziker, E. B. Evidence for a distinct water-
rich layer surrounding collagen fibrils in articular cartilage extracellu-
lar matrix. Journal of Structural Biology 1996, 117, 81–85.
(68) Habelitz, S.; Hsu, T.; Hsiao, P.; Saeki, K.; Chien, Y.; Marshall, S. J.;
Marshall, G. W. The natural process of biomineralization and in‐vitro
remineralization of dentin lesions. In Advances in Bioceramics and Bi-
otechnologies II ; McKittrick, J. M., Narayan, R., Lin, H. -T., Eds.;
Wiley: Ohio, 2014; pp 13–24.
(69) Arsenault, A. L.; Ottensmeyer, F. P. Quantitative spatial distributions
of calcium, phosphorus, and sulfur in calcifying epiphysis by high res-
olution electron spectroscopic imaging. Proceedings of the National
Academy of Sciences 1983, 80, 1322–1326.
(70) Manning, G. S. Limiting laws and counterion condensation in poly-
electrolyte solutions I. Colligative properties. The Journal of Chemical
Physics 1969, 51, 924–933.
(71) Lim, N. S. J.; Hamed, Z.; Yeow, C. H.; Chan, C.; Huang, Z. Early de-
tection of biomolecular changes in disrupted porcine cartilage using
polarized Raman spectroscopy. Journal of Biomedical Optics 2011, 16,
017003.
(72) Esmonde-White, K. A.; Esmonde -White, F. W. L.; Morris, M. D.;
Roessler, B. J. Fiber -optic Raman spectroscopy of joint tissues. The
Analyst 2011, 136, 1675–1685.
(73) Casal-Beiroa, P.; Balboa -Barreiro, V.; Oreiro, N.; Pértega -Díaz, S.;
Blanco, F. J.; Magalhães, J. Optical biomarkers for the diagnosis of
osteoarthritis through Raman spectroscopy: Radiological and bio-
chemical validation using ex vivo human cartilage sampl es. Diagnos-
tics 2021, 11, 546.
(74) Taylor, E. A.; Lloyd, A. A.; Salazar-Lara, C.; Donnelly, E. Raman and
Fourier transform infrared (FT -IR) mineral to matrix ratios correlate
with physical chemical properties of model compounds and native
bone tissue. Applied Spectroscopy 2017, 71, 2404–2410.
(75) Sa, Y.; Guo, Y.; Feng, X.; Wang, M.; Li, P.; Gao, Y.; Yang, X.; Jiang,
T. Are different crystallinity-index-calculating methods of hydroxyap-
atite efficient and consistent? New Journal of Chemistry 2017, 41,
5723–5731.
(76) Pucéat, E.; Reynard, B.; Lécuyer, C. Can crystallinity be used to deter-
mine the degree of chemical alteration of biogenic apatites? Chemical
Geology 2004, 205, 83–97.
(77) Everts, M. H.; Bekker, H.; Roerdink, J. B. T. M. Visualizing white
matter structure of the brain using Dijkstra’s algorithm. In 2009 Pro-
ceedings of 6th International Symposium on Image and Signal Pro-
cessing and Analysis; IEEE: Salzburg, 2009; pp 569–574.
.CC-BY 4.0 International licensemade available under a
(which was not certified by peer review) is the author/funder, who has granted bioRxiv a license to display the preprint in perpetuity. It is
The copyright holder for this preprintthis version posted June 12, 2025. ; https://doi.org/10.1101/2025.06.10.658745doi: bioRxiv preprint