{"title":"Cadmium Exposure and Osteoporosis: A Spatially Contextualized Adverse Outcome Pathway Integrating Epidemiology, Toxicogenomics and Transcriptomics.","authors":"Ye Tong, Baicheng Wan, Gaofeng Zeng, Shaohui Zong","doi":"10.1007/s12011-026-05249-5","DOIUrl":null,"url":null,"abstract":"<p><p>Cadmium is an environmentally relevant metal toxicant associated with impaired bone health, but the mechanistic architecture linking cadmium exposure to osteoporosis remains insufficiently organized. We developed a cadmium-centered, adverse outcome pathway (AOP)-guided framework by integrating population epidemiology, toxicogenomics, bulk and single-cell transcriptomics, inferred myeloid pseudotime, and spatial transcriptomics. Survey-weighted analyses of NHANES 2013-2014 and 2017-2018 showed that whole-blood cadmium was positively associated with osteoporosis (odds ratio, 1.43; 95% confidence interval, 1.05-1.95), with an increasing exposure-response pattern. In quantile g-computation using total femur bone mineral density as the outcome, cadmium contributed the largest negative-direction weight. Cadmium-related toxicogenomic evidence from the Comparative Toxicogenomics Database was organized into six biologically interpretable key-event modules. Bulk transcriptomic analyses revealed compartment-skewed module representation in femoral tissue and peripheral monocytes, whereas single-cell analysis localized module scores mainly to stromal and myeloid populations. Myeloid pseudotime analysis identified three associated gene programs reflecting innate defense, interferon activation, and remodeling/lipid handling. Spatial transcriptomics further revealed niche-associated module distributions, trabecula-related gradients, and nonrandom spatial clustering, particularly for bone-remodeling, inflammation/cell-fate, and oxidative stress/mitochondrial modules. These findings provide a spatially contextualized, hypothesis-generating AOP framework that organizes cadmium-osteoporosis association evidence with osteoporosis-relevant molecular and spatial patterns. The proposed relationships require validation in longitudinal exposure studies and experimental models.</p>","PeriodicalId":8917,"journal":{"name":"Biological Trace Element Research","volume":" ","pages":"8143-8163"},"PeriodicalIF":4.3000,"publicationDate":"2026-10-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"Biological Trace Element Research","FirstCategoryId":"99","ListUrlMain":"https://doi.org/10.1007/s12011-026-05249-5","RegionNum":3,"RegionCategory":"生物学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"2026/7/20 0:00:00","PubModel":"Epub","JCR":"Q2","JCRName":"BIOCHEMISTRY & MOLECULAR BIOLOGY","Score":null,"Total":0}
引用次数: 0
Abstract
Cadmium is an environmentally relevant metal toxicant associated with impaired bone health, but the mechanistic architecture linking cadmium exposure to osteoporosis remains insufficiently organized. We developed a cadmium-centered, adverse outcome pathway (AOP)-guided framework by integrating population epidemiology, toxicogenomics, bulk and single-cell transcriptomics, inferred myeloid pseudotime, and spatial transcriptomics. Survey-weighted analyses of NHANES 2013-2014 and 2017-2018 showed that whole-blood cadmium was positively associated with osteoporosis (odds ratio, 1.43; 95% confidence interval, 1.05-1.95), with an increasing exposure-response pattern. In quantile g-computation using total femur bone mineral density as the outcome, cadmium contributed the largest negative-direction weight. Cadmium-related toxicogenomic evidence from the Comparative Toxicogenomics Database was organized into six biologically interpretable key-event modules. Bulk transcriptomic analyses revealed compartment-skewed module representation in femoral tissue and peripheral monocytes, whereas single-cell analysis localized module scores mainly to stromal and myeloid populations. Myeloid pseudotime analysis identified three associated gene programs reflecting innate defense, interferon activation, and remodeling/lipid handling. Spatial transcriptomics further revealed niche-associated module distributions, trabecula-related gradients, and nonrandom spatial clustering, particularly for bone-remodeling, inflammation/cell-fate, and oxidative stress/mitochondrial modules. These findings provide a spatially contextualized, hypothesis-generating AOP framework that organizes cadmium-osteoporosis association evidence with osteoporosis-relevant molecular and spatial patterns. The proposed relationships require validation in longitudinal exposure studies and experimental models.
期刊介绍:
Biological Trace Element Research provides a much-needed central forum for the emergent, interdisciplinary field of research on the biological, environmental, and biomedical roles of trace elements. Rather than confine itself to biochemistry, the journal emphasizes the integrative aspects of trace metal research in all appropriate fields, publishing human and animal nutritional studies devoted to the fundamental chemistry and biochemistry at issue as well as to the elucidation of the relevant aspects of preventive medicine, epidemiology, clinical chemistry, agriculture, endocrinology, animal science, pharmacology, microbiology, toxicology, virology, marine biology, sensory physiology, developmental biology, and related fields.