Maternal Exposure to Wood-Smoke-Derived PM2.5 Is Associated with Delayed Fetal Neurocranial Intramembranous Ossification in a Rat Model
Abstract
1. Introduction
2. Results
2.1. Macroscopic Study
2.1.1. Maternal Exposure to Wood-Smoke-Derived PM2.5 Was Associated with Reduced Fetal Growth
2.1.2. Whole-Mount Skeletal Staining Revealed Delayed Neurocranial Mineralization
2.1.3. Radiographic Assessment Confirmed Reduced Cranial Mineralization
2.1.4. Micro-CT Identified Region-Specific Mineral Density Deficits in Posterior Neurocranial Bones
2.2. Microscopic Study
2.2.1. Histology Showed Delayed Maturation of Intramembranous Bone Tissue
2.2.2. Immunohistochemistry Revealed Marker-Specific Differences in Fetal Parietal Bone
2.2.3. Integrated Morphological and Molecular Features of the Altered Ossification Phenotype
3. Discussion
3.1. Exposure Was Associated with Reduced Fetal Growth and Neurocranial Mineralization
3.2. Histological and Immunohistochemical Evidence of Delayed Osteogenic Maturation and Altered Matrix Organization
3.3. Hypoxia-Associated Pathways as Plausible Mediators of Delayed Intramembranous Ossification
3.4. Pregestational Exposure and Developmental Programming
3.5. Methodological Strengths and Limitations
3.6. Biological and Public-Health Implications
4. Materials and Methods
4.1. Study Site and Environmental Context
4.2. Exposure System Design and Operation
4.3. Environmental Monitoring and Air Quality Assessment
4.4. Experimental Design and Animal Allocation
4.4.1. Multigenerational Exposure Protocol
4.4.2. Experimental Groups
- FA/FA (Control): G2 females derived from the filtered-air lineage and gestated under filtered air.
- FA/NFA: G2 females derived from the filtered-air lineage and gestated under non-filtered air.
- NFA/FA: G2 females derived from the non-filtered-air lineage and gestated under filtered air.
- NFA/NFA: G2 females derived from the non-filtered-air lineage and gestated under non-filtered air.
4.4.3. Sample Size Determination
4.4.4. Animal Housing and Husbandry
4.5. Fetal Collection and Morphometric Analysis
4.5.1. Cesarean Section Protocol
4.5.2. Fetal Morphometry
4.6. Skeletal Imaging and Analysis
4.6.1. Whole-Mount Skeletal Preparation
4.6.2. Digital Radiographic Assessment
4.6.3. Micro-Computed Tomography (Micro-CT)
4.7. Histological Analysis
4.7.1. Histological Evaluation
4.7.2. Immunohistochemistry
4.8. Statistical Analysis
5. Conclusions
Supplementary Materials
Author Contributions
Funding
Institutional Review Board Statement
Informed Consent Statement
Data Availability Statement
Acknowledgments
Conflicts of Interest
Abbreviations
| ARRIVE | Animal Research: Reporting of In Vivo Experiments |
| BMD | Bone mineral density |
| BV/TV | Bone volume fraction |
| CO | Carbon monoxide |
| CRL | Crown–rump length |
| DOHaD | Developmental origins of health and disease |
| FA | Filtered air |
| GD | Gestational day |
| HEPA | High-efficiency particulate air |
| HIF-1 | Hypoxia-inducible factor 1-alpha |
| IHC | Immunohistochemistry |
| Micro-CT | Micro-computed tomography |
| NFA | Non-filtered air |
| Nitrogen dioxide | |
| PM | Particulate matter |
| Fine particulate matter with an aerodynamic diameter ≤2.5 m | |
| Particulate matter with an aerodynamic diameter ≤10 m | |
| SD | Sprague–Dawley |
| SHH | Sonic hedgehog |
| SPF | Specific pathogen-free |
| VOI | Volume of interest |
| WNT | Wingless/integrated signaling pathway |
References
- Cao, Z.J.; Zhao, Y.; Wang, S.M.; Zhang, D.L.; Zhou, Y.C.; Liu, W.N.; Yang, Y.Y.; Hua, J. Prenatal exposure to fine particulate matter and fetal growth: A cohort study from a velocity perspective. Chemosphere 2021, 262, 128404. [Google Scholar] [CrossRef] [PubMed]
- Huang, Z.; Wu, J.; Qiu, Y.; Lin, J.; Huang, W.; Ma, X.; Zhang, H.; Yang, X. Association between gestational exposure and risk of orofacial clefts: A systematic review and meta-analysis. BMC Pregnancy Childbirth 2023, 23, 829. [Google Scholar] [CrossRef] [PubMed]
- Bové, H.; Bongaerts, E.; Slenders, E.; Bijnens, E.M.; Saenen, N.D.; Gyselaers, W.; Van Eyken, P.; Plusquin, M.; Roeffaers, M.B.J.; Ameloot, M.; et al. Ambient black carbon particles reach the fetal side of human placenta. Nat. Commun. 2019, 10, 3866. [Google Scholar] [CrossRef] [PubMed]
- Tian, Y.; Hu, Y.; Hou, X.; Tian, F. Impacts and mechanisms of PM2.5 on bone. Rev. Environ. Health 2024, 39, 765–775. [Google Scholar] [CrossRef] [PubMed]
- Torkashvand, J.; Jonidi Jafari, A.; Pasalari, H.; Shahsavani, A.; Oshidari, Y.; Amoohadi, V.; Kermani, M. The potential osteoporosis due to exposure to particulate matter in ambient air: Mechanisms and preventive methods. J. Air Waste Manag. Assoc. 2022, 72, 925–934. [Google Scholar] [CrossRef] [PubMed]
- Long, F.; Ornitz, D.M. Development of the endochondral skeleton. Cold Spring Harb. Perspect. Biol. 2013, 5, a008334. [Google Scholar] [CrossRef] [PubMed]
- Ornitz, D.M.; Marie, P.J. Fibroblast growth factor signaling in skeletal development and disease. Genes Dev. 2015, 29, 1463–1486. [Google Scholar] [CrossRef] [PubMed]
- Yang, D.C.; Yang, M.H.; Tsai, C.C.; Huang, T.F.; Chen, Y.H.; Hung, S.C. Hypoxia inhibits osteogenesis in human mesenchymal stem cells through direct regulation of RUNX2 by TWIST. PLoS ONE 2011, 6, e23965. [Google Scholar] [CrossRef] [PubMed]
- Villarroel, F.; Ponce, N.; Gómez, F.A.; Muñoz, C.; Ramírez, E.; Nualart, F.; Salinas, P. Exposure to fine particulate matter 2.5 from wood combustion smoke causes vascular changes in placenta and reduce fetal size. Reprod. Toxicol. 2024, 127, 108610. [Google Scholar] [CrossRef] [PubMed]
- Villarroel, F.; Ramírez, E.; Ponce, N.; Nualart, F.; Salinas, P. Impact of PM2.5 Emitted by Wood Smoke on the Expression of Glucose Transporter 1 (GLUT1) and Sodium-Dependent Vitamin C Transporter 2 (SVCT2) in the Rat Placenta: A Pregestational and Gestational Exposure Study. Antioxidants 2025, 14, 1050. [Google Scholar] [CrossRef] [PubMed]
- Salinas, P.; Ponce, N.; Del Sol, M.; Vásquez, B. Impact of PM2.5 Exposure from Wood Combustion on Reproductive Health: Implications for Fertility, Ovarian Function, and Fetal Development. Toxics 2025, 13, 238. [Google Scholar] [CrossRef] [PubMed]
- Tao, S.; Zhang, X.; Tian, F.; Pan, B.; Peng, R.; Wang, Y.; Xia, M.; Yang, M.; Hu, J.; Kan, H.; et al. Maternal exposure to ambient PM2.5 causes fetal growth restriction via the inhibition of spiral artery remodeling in mice. Ecotoxicol. Environ. Saf. 2022, 237, 113512. [Google Scholar] [CrossRef] [PubMed]
- Wu, H.; Kioumourtzoglou, M.A.; Just, A.C.; Kloog, I.; Sanders, A.; Svensson, K.; McRae, N.; Tamayo-Ortiz, M.; Solano-González, M.; Wright, R.O.; et al. Association of ambient PM2.5 exposure with maternal bone strength in pregnant women from Mexico City: A longitudinal cohort study. Lancet Planet. Health 2020, 4, e530–e538. [Google Scholar] [CrossRef] [PubMed]
- Du, J.; Cui, H.; Zhao, Y.; Xue, H.; Chen, J. Exposure to air pollution might decrease bone mineral density and increase the prevalence of osteoporosis: A Mendelian randomization study. Osteoporos. Int. 2024, 35, 2215–2223. [Google Scholar] [CrossRef] [PubMed]
- Grzonkowska, M.; Baumgart, M.; Badura, M.; Wiśniewski, M.; Szpinda, M. Quantitative anatomy of the fused ossification center of the occipital squama in the human fetus. PLoS ONE 2021, 16, e0247601. [Google Scholar] [CrossRef] [PubMed]
- Ge, Q.; Yang, S.; Qian, Y.; Chen, J.; Yuan, W.; Li, S.; Wang, P.; Li, R.; Zhang, L.; Chen, G.; et al. Ambient PM2.5 Exposure and Bone Homeostasis: Analysis of UK Biobank Data and Experimental Studies in Mice and in Vitro. Environ. Health Perspect. 2023, 131, 107002. [Google Scholar] [CrossRef] [PubMed]
- Cao, Z.; Meng, L.; Zhao, Y.; Liu, C.; Yang, Y.; Su, X.; Fu, Q.; Wang, D.; Hua, J. Maternal exposure to ambient fine particulate matter and fetal growth in Shanghai, China. Environm. Health 2019, 18, 49. [Google Scholar] [CrossRef] [PubMed]
- Sram, R.J.; Binkova, B.; Dostal, M.; Merkerova-Dostalova, M.; Libalova, H.; Milcova, A.; Rossner, P.; Rossnerova, A.; Schmuczerova, J.; Svecova, V.; et al. Health impact of air pollution to children. Int. J. Hyg. Environ. Health 2013, 216, 533–540. [Google Scholar] [CrossRef] [PubMed]
- Gao, J.; Luo, M.; Zhao, S.; Wang, H.; Li, X.; Xu, P.; Ma, W.; Liu, C. Effect of PM2.5 exposure on gestational hypertension, fetal size in preeclampsia-like rats. Environ. Sci. Pollut. Res. Int. 2022, 29, 45808–45820. [Google Scholar] [CrossRef] [PubMed]
- Hussein, A.I.; Carroll, D.; Bui, M.; Wolff, A.; Matheny, H.; Hogue, B.; Lybrand, K.; Cooke, M.; Bragdon, B.; Morgan, E.; et al. Oxidative metabolism is impaired by phosphate deficiency during fracture healing and is mechanistically related to BMP induced chondrocyte differentiation. Bone Rep. 2023, 18, 101657. [Google Scholar] [CrossRef] [PubMed]
- Scheepers, L.E.; Binter, A.C.; Santos, S.; Petricola, S.; Rivadeneira, F.; Jaddoe, V.W.; Guxens, M.; Johnston, F.H. Air pollution and bone health outcomes: Periods of susceptibility from pregnancy to childhood. Environ. Int. 2025, 203, 109739. [Google Scholar] [CrossRef] [PubMed]
- Lapehn, S.; Paquette, A.G. The Placental Epigenome as a Molecular Link Between Prenatal Exposures and Fetal Health Outcomes Through the DOHaD Hypothesis. Curr. Environ. Health Rep. 2022, 9, 490–501. [Google Scholar] [CrossRef] [PubMed]
- Dallas, S.L.; Bonewald, L.F. Dynamics of the transition from osteoblast to osteocyte. Ann. N. Y. Acad. Sci. 2010, 1192, 437–443. [Google Scholar] [CrossRef] [PubMed]
- da Silva, A.F.; Lima, F.J.; Moreira, A.R.; Silva, C.d.N.; de Oliveira, I.B.; Callera, A.F.; Porfirio, A.L.; Alves, L.H.V.; Tibério, I.d.F.L.C.; Velosa, A.P.P.; et al. Cigarette Smoke Exposure Leads to Organic and Mineral Bone Component Changes: The Importance of Rho Kinase Function in These Events. Cells 2025, 14, 503. [Google Scholar] [CrossRef] [PubMed]
- Qiao, J.; Liu, A.; Sun, C.; Liu, Q. HIF1A overexpression promotes osteoblast differentiation through activation of autophagy to alleviate osteoporosis. Sci. Rep. 2025, 15, 30370. [Google Scholar] [CrossRef] [PubMed]
- Chen, Q.; Wang, B.; Liang, H.; Xu, H.; Zhang, K.; Hao, Y. Bilobalide attenuates steroid-induced osteonecrosis of the femoral head by upregulating the ERK/HIF-1α signaling pathway and promoting angiogenesis-osteogenesis coupling. Sci. Rep. 2026, 16, 7755. [Google Scholar] [CrossRef] [PubMed]
- Lang, J.; Morya, V.K.; Kwak, M.K.; Park, S.H.; Noh, K.C. Molecular crosstalk in SP7-mediated osteogenesis: Regulatory mechanisms and therapeutic potential. Osteoporos. Sarcopenia 2025, 11, 31–37. [Google Scholar] [CrossRef] [PubMed]
- Yang, J.; Han, C.; Ye, J.; Hu, X.; Wang, R.; Shen, J.; Li, L.; Hu, G.; Shi, X.; Jia, Z.; et al. PM2.5 exposure inhibits osteoblast differentiation by increasing the ubiquitination and degradation of Smad4. Toxicol. Lett. 2024, 398, 127–139. [Google Scholar] [CrossRef] [PubMed]
- Hu, X.; Zhao, Y.; He, T.; Gao, Z.X.; Zhang, P.; Fang, Y.; Ge, M.; Xu, Y.Q.; Pan, H.F.; Wang, P. Causal Relationships between Air Pollutant Exposure and Bone Mineral Density and the Risk of Bone Fractures: Evidence from a Two-Stage Mendelian Randomization Analysis. Toxics 2023, 12, 27. [Google Scholar] [CrossRef] [PubMed]
- Nicholls, L.A.; Zeile, K.A.; Scotto, L.D.; Ryznar, R.J. Timing of dietary effects on the epigenome and their potential protective effects against toxins. Epigenetics 2025, 20, 2451495. [Google Scholar] [CrossRef] [PubMed]
- Obrycka, P.; Soczyńska, J.; Butyńska, K.; Frątczak, A.; Hałaburdo, J.; Gawełczyk, W.; Woźniak, S. Impact of Early-Life Environmental Exposures and Potential Transgenerational Influence on the Risk of Coronary Artery Disease and Heart Failure. Cells 2026, 15, 222. [Google Scholar] [CrossRef] [PubMed]
- Polverino, F.; Sin, D.D. The Developmental Origins of Asthma and COPD. Annu. Rev. Physiol. 2025, 88, 513–535. [Google Scholar] [CrossRef] [PubMed]
- Lee, K.K.; Changoor, A.; Grynpas, M.D.; Mitchell, J. Increased osteoblast Gα11 level compromises bone healing quality by suppressing high-density bone formation. Bone 2026, 208, 117893. [Google Scholar] [CrossRef] [PubMed]
- Chen, Y.; Shen, H.; Wang, Z.; Zhu, W.; Lu, W.; Shen, J.; Li, W.; Zhang, Y.; Yang, G.; Wu, Y.; et al. Mechanistic insights into osteotoxicity induced by early-life lead exposure: Evidence from metabolomics and network toxicology. Ecotoxicol. Environ. Saf. 2026, 315, 120088. [Google Scholar] [CrossRef] [PubMed]
- Kang, N.; Yang, Z.; Petrick, L.M.; Rahman, M.M.; Pavlovic, N.; Lurmann, F.W.; Martinez, M.P.; Yu, X.; Chow, T.; Eckel, S.P.; et al. Newborn metabolomics linking prenatal air pollution exposure and autism spectrum disorder risk in children. J. Expo. Sci. Environ. Epidemiol. 2026. [Google Scholar] [CrossRef] [PubMed]
- Aik, J.; Lau, H.X.; Woo, M.; Shek, L.P.C.; Lee, B.W.; Goh, A.E.N.; Tan, K.H.; Yap, F.K.P.; Gluckman, P.; Chong, Y.S.; et al. Meteorological, ozone, maternal and individual-level risk factors for childhood diseases in Singapore: A prospective birth cohort study from 2009 to 2019. Ecotoxicol. Environ. Saf. 2026, 317, 120189. [Google Scholar] [CrossRef] [PubMed]
- Padula, A.M.; Mayo, J.A.; Lurmann, F.W.; Pavlovic, N.R.; Shaw, G.M. Wildland fire smoke and birth defects in California. J. Expo. Sci. Environ. Epidemiol. 2026; advance online publication. [CrossRef] [PubMed]
- Kim, E.J.; Bae, J.G.; Koo, E.J. Prenatal Fine Particulate Matter (PM2.5) Exposure and the Risk of Pediatric Inguinal Hernia or Hydrocele: A Retrospective Cohort Study. J. Clin. Med. 2026, 15, 3089. [Google Scholar] [CrossRef] [PubMed]
- IQAir. 2021 World Air Quality Report: Region and City PM2.5 Ranking; IQAir AirVisual: Goldbach, Switzerland, 2021. [Google Scholar]
- Fuchs, L.F.P.; Veras, M.M.; Saldiva, P.H.N.; Sasso, G.R.d.S.; Carvalho, K.C.; Simões, M.d.J.; Soares, J.M., Jr.; Baracat, E.C. Ambient levels of concentrated PM2.5 affects cell kinetics in adrenal glands: An experimental study in mice. Gynecol. Endocrinol. 2017, 33, 490–495. [Google Scholar] [CrossRef] [PubMed]
- Yan, Y.H.; C-K Chou, C.; Wang, J.S.; Tung, C.L.; Li, Y.R.; Lo, K.; Cheng, T.J. Subchronic effects of inhaled ambient particulate matter on glucose homeostasis and target organ damage in a type 1 diabetic rat model. Toxicol. Appl. Pharmacol. 2014, 281, 211–220. [Google Scholar] [CrossRef] [PubMed]
- Veras, M.M.; Damaceno-Rodrigues, N.R.; Guimarães Silva, R.M.; Scoriza, J.N.; Saldiva, P.H.; Caldini, E.G.; Dolhnikoff, M. Chronic exposure to fine particulate matter emitted by traffic affects reproductive and fetal outcomes in mice. Environ. Res. 2009, 109, 536–543. [Google Scholar] [CrossRef] [PubMed]
- Baron, P.A.; Willeke, K. Aerosol Measurement: Principles, Techniques, and Applications; John Wiley and Sons: New York, NY, USA, 2001. [Google Scholar]
- Patashnick, H.; Rupprecht, E.G. Continuous PM-10 Measurements Using the Tapered Element Oscillating Microbalance. J. Air Waste Manag. Assoc. 1991, 41, 1079–1083. [Google Scholar] [CrossRef]
- Percie du Sert, N.; Hurst, V.; Ahluwalia, A.; Alam, S.; Avey, M.T.; Baker, M.; Browne, W.J.; Clark, A.; Cuthill, I.C.; Dirnagl, U.; et al. The ARRIVE guidelines 2.0: Updated guidelines for reporting animal research. PLoS Biol. 2020, 18, e3000410. [Google Scholar] [CrossRef] [PubMed]
- Festing, M.F.W. The extended statistical analysis of toxicity tests using standardised effect sizes (SESs): A comparison of nine published papers. PLoS ONE 2014, 9, e112955. [Google Scholar] [CrossRef] [PubMed]
- Lazic, S.E.; Clarke-Williams, C.J.; Munafò, M.R. What exactly is ‘N’ in cell culture and animal experiments? PLoS Biol. 2018, 16, e2005282. [Google Scholar] [CrossRef] [PubMed]
- Warheit, D.B.; Boatman, R.; Brown, S.C. Developmental toxicity studies with 6 forms of titanium dioxide test materials (3 pigment-different grade & 3 nanoscale) demonstrate an absence of effects in orally-exposed rats. Regul. Toxicol. Pharmacol. 2015, 73, 887–896. [Google Scholar] [CrossRef] [PubMed]
- American Veterinary Medical Association. AVMA Guidelines for the Euthanasia of Animals: 2020 Edition; American Veterinary Medical Association: Schaumburg, IL, USA, 2020. [Google Scholar]
- Zin, S.R.M.; Alshawsh, M.A.; Mohamed, Z. Multiple Skeletal Anomalies of Sprague Dawley Rats following Prenatal Exposure to Anastatica hierochuntica as Delineated by a Modified Double-Staining Method. Children 2022, 9, 763. [Google Scholar] [CrossRef] [PubMed]
- Wise, L.D.; Winkelmann, C.T. Micro-computed tomography and alizarin red evaluations of boric acid-induced fetal skeletal changes in Sprague-Dawley rats. Birth Defects Res. B Dev. Reprod. Toxicol. 2009, 86, 214–219. [Google Scholar] [CrossRef] [PubMed]
- Barbe, M.F.; Loomis, R.; Lepkowsky, A.M.; Defreitas, T.; Iqbal, S.A.; Pechey, R.; Renner, K. Micro-computed tomography assessment of vertebral column defects in retinoic acid-induced rat model. Birth Defects Res. A Clin. Mol. Teratol. 2014, 100, 453–462. [Google Scholar] [CrossRef] [PubMed]
- Fedorov, A.; Beichel, R.; Kalpathy-Cramer, J.; Finet, J.; Fillion-Robin, J.C.; Pujol, S.; Bauer, C.; Jennings, D.; Fennessy, F.; Sonka, M.; et al. 3D Slicer as an image computing platform for the Quantitative Imaging Network. Magn. Reson. Imaging 2012, 30, 1323–1341. [Google Scholar] [CrossRef] [PubMed]
- Zhang, Y.; Feng, H.; Zhao, Y.; Zhang, S. Exploring the Application of the AI-Integrated Platform 3D Slicer in Medical Imaging Education. Diagnostics 2024, 14, 146. [Google Scholar] [CrossRef] [PubMed]
- Bouxsein, M.L.; Boyd, S.K.; Christiansen, B.A.; Guldberg, R.E.; Jepsen, K.J.; Müller, R. Guidelines for assessment of bone microstructure in rodents using micro-computed tomography. J. Bone Miner. Res. 2010, 25, 1468–1486. [Google Scholar] [CrossRef] [PubMed]
- Groten, J.P.; Schoen, E.D.; Feron, V.J. Use of factorial designs in combination toxicity studies. Food Chem. Toxicol. 1996, 34, 1083–1089. [Google Scholar] [CrossRef] [PubMed]
- Narotsky, M.G.; Weller, E.A.; Chinchilli, V.M.; Kavlock, R.J. Nonadditive developmental toxicity in mixtures of trichloroethylene, Di(2-ethylhexyl) phthalate, and heptachlor in a 5 x 5 x 5 design. Fundam. Appl. Toxicol. 1995, 27, 203–216. [Google Scholar] [CrossRef] [PubMed]
- Hothorn, L.A.; Kluxen, F.M. Robust multiple comparisons against a control group with application in toxicology. arXiv 2019, arXiv:1905.01838. [Google Scholar] [CrossRef]
- Crowe, A.R.; Yue, W. Semi-quantitative Determination of Protein Expression using Immunohistochemistry Staining and Analysis: An Integrated Protocol. Bio Protoc. 2019, 9, e3465. [Google Scholar] [CrossRef] [PubMed]
- Langsrud, Ø. ANOVA for unbalanced data: Use Type II instead of Type III sums of squares. Stat. Comput. 2003, 13, 163–167. [Google Scholar] [CrossRef]
- Lenth, R.V. emmeans: Estimated Marginal Means, aka Least-Squares Means; R package version 1.11.2; The R Foundation: Vienna, Austria, 2024; Available online: https://CRAN.R-project.org/package=emmeans (accessed on 30 October 2021).
- Fox, J.; Weisberg, S. An R Companion to Applied Regression, 3rd ed.; Sage Publications: New York, NY, USA, 2019. [Google Scholar]
- Wickham, H. ggplot2: Elegant Graphics for Data Analysis; Springer: Berlin/Heidelberg, Germany, 2016. [Google Scholar]
- Barker, D.J. The origins of the developmental origins theory. J. Intern. Med. 2007, 261, 412–417. [Google Scholar] [CrossRef] [PubMed]
- Gluckman, P.D.; Hanson, M.A.; Cooper, C.; Thornburg, K.L. Effect of in utero and early-life conditions on adult health and disease. N. Engl. J. Med. 2008, 359, 61–73. [Google Scholar] [CrossRef] [PubMed]
- Holson, R.; Pearce, B. Principles and pitfalls in the analysis of prenatal treatment effects in multiparous species. Neurotoxicol. Teratol. 1992, 14, 221–228. [Google Scholar] [CrossRef] [PubMed]
- Galecki, A.; Burzykowski, T. Linear Mixed-Effects Models Using R: A Step-by-Step Approach; Springer: New York, NY, USA, 2013. [Google Scholar]
- Zuur, A.F.; Ieno, E.N.; Walker, N.J.; Saveliev, A.A.; Smith, G.M. Mixed Effects Models and Extensions in Ecology with R; Springer: New York, NY, USA, 2009. [Google Scholar]








| Study | Species | Bone Tissue | Exposure Window | Main Finding |
|---|---|---|---|---|
| Ge et al. [16] | Mouse | Femur (endochondral) | Gestational/adult | ↓ Femoral length, BMD |
| Cao et al. [17] | Human | Femur (endochondral) | Gestational | ↓ Fetal length (ultrasound) |
| Sram et al. [18] | Human | General skeleton | Postnatal | ↓ Growth (0–3 years) |
| Bone Region | FA/FA | NFA/NFA | Reduction vs. FA/FA (%) | p-Value |
|---|---|---|---|---|
| Frontal | ||||
| Parietal | ||||
| Interparietal | a | b | 0.0086 * | |
| Occipital | a | b | 0.0123 * |
| Marker | Main Effects and Interaction | Estimated Marginal Means (% Area) | |||||
|---|---|---|---|---|---|---|---|
| Preg. | Gest. | P×G | FA/FA | FA/NFA | NFA/FA | NFA/NFA | |
| HIF-1 | |||||||
| COL1 | |||||||
| TGF- | |||||||
| BMP2 | |||||||
| FGF-R1 | |||||||
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Salinas, P.; Villarroel, F.; Astorga, L.; Cerda, P.; Rojas, E.; Maulén, A. Maternal Exposure to Wood-Smoke-Derived PM2.5 Is Associated with Delayed Fetal Neurocranial Intramembranous Ossification in a Rat Model. Int. J. Mol. Sci. 2026, 27, 5715. https://doi.org/10.3390/ijms27135715
Salinas P, Villarroel F, Astorga L, Cerda P, Rojas E, Maulén A. Maternal Exposure to Wood-Smoke-Derived PM2.5 Is Associated with Delayed Fetal Neurocranial Intramembranous Ossification in a Rat Model. International Journal of Molecular Sciences. 2026; 27(13):5715. https://doi.org/10.3390/ijms27135715
Chicago/Turabian StyleSalinas, Paulo, Francisca Villarroel, Luis Astorga, Paula Cerda, Eva Rojas, and Aliro Maulén. 2026. "Maternal Exposure to Wood-Smoke-Derived PM2.5 Is Associated with Delayed Fetal Neurocranial Intramembranous Ossification in a Rat Model" International Journal of Molecular Sciences 27, no. 13: 5715. https://doi.org/10.3390/ijms27135715
APA StyleSalinas, P., Villarroel, F., Astorga, L., Cerda, P., Rojas, E., & Maulén, A. (2026). Maternal Exposure to Wood-Smoke-Derived PM2.5 Is Associated with Delayed Fetal Neurocranial Intramembranous Ossification in a Rat Model. International Journal of Molecular Sciences, 27(13), 5715. https://doi.org/10.3390/ijms27135715

