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Animal genetics2025; 56(1); e13504; doi: 10.1111/age.13504

Identification of a global gene expression signature associated with the genetic risk of catastrophic fracture in iPSC-derived osteoblasts from Thoroughbred horses.

Abstract: Bone fractures are a significant problem in Thoroughbred racehorses. The risk of fracture is influenced by both genetic and environmental factors. To determine the biological processes that are affected in genetically susceptible horses, we utilised polygenic risk scoring to establish induced pluripotent stem cells (iPSCs) from horses at high and low genetic risk. RNA-sequencing on iPSC-derived osteoblasts revealed 112 genes that were significantly differentially expressed. Forty-three of these genes have known roles in bone, 27 are not yet annotated in the equine genome and 42 currently have no described role in bone. However, many of the proteins encoded by the known and unknown genes have reported interactions. Functional enrichment analyses revealed that the differentially expressed genes were overrepresented in processes regulating the extracellular matrix and pathways known to be involved in bone remodelling and bone diseases. Gene set enrichment analysis also detected numerous biological processes and pathways involved in glycolysis with the associated genes having a higher expression in the iPSC-osteoblasts from horses with low polygenic risk scores for fracture. Therefore, the differentially expressed genes may be relevant for maintaining bone homeostasis and contribute to fracture risk. A deeper understanding of the consequences of mis-regulation of these genes and the identification of the DNA variants which underpin their differential expression may reveal more about the molecular mechanisms which are involved in equine bone health and fracture risk.
Publication Date: 2025-01-13 PubMed ID: 39801206PubMed Central: PMC11726005DOI: 10.1111/age.13504Google Scholar: Lookup
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  • Journal Article

Summary

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This study uses gene profiling to understand the genetic factors contributing to bone fractures in Thoroughbred racehorses, and proposes potential molecular mechanisms linking genetic susceptibility and fracture risk.

Research Methodology

  • The research began by identifying the horses with a high genetic risk of fractures by using polygenic risk scoring. Polygenic risk scores are calculated from the sum of the effect of all risk genetic variants in an individual’s genome. In simpler terms, the researchers were able to use the genetic information of the horses to predict their risk of getting fractures.
  • Once the genetically susceptible horses were identified, the researchers established induced pluripotent stem cells (iPSCs) from these horses. iPSCs are derived from skin or blood cells that have been reprogrammed back into an embryonic-like pluripotent state, enabling the development of an unlimited source of any type of human cell needed for therapeutic purposes. In this study, the cells were grown into bone cells (osteoblasts).

Findings

  • The researchers analyzed the osteoblasts at the molecular level using a technique called RNA-sequencing. This allowed them to examine the expression of genes involved in bone health and fracture risk. They found 112 genes that were expressed differently, meaning these genes might be turned on or off or work at different speeds in horses at high risk for fractures.
  • Of these 112 genes, 43 are already known to be involved in bone health, 27 are not yet fully understood in the horse genome, and 42 have no known role in bone health. Observations suggest that these genes and the proteins they encode might interact in ways important to bone health.
  • The differential expression of these genes was observed to be involved mainly in the regulation of the extracellular matrix and other pathways that are known to be involved in bone remodeling and susceptibility to bone diseases. The extracellular matrix provides structural and biochemical support to the surrounding cells and is crucial in bone strength and integrity.
  • This study also suggested that the differentially expressed genes are involved in various biological processes and pathways relating to glycolysis (the process that converts glucose to energy), particularly in horses with lower polygenic risk scores. It suggests that energy metabolism might have a significant role in maintaining bone health.

Implication of Study

  • Understanding the genetical difference can provide insights into the molecular mechanisms involved in equine bone health and fracture risk. This could help in early diagnosis and development of better treatments or prevention strategies for bone fractures in Thoroughbred horses.
  • This study also set the stage for future research into identifying DNA variants that underpin the differential expression of these genes. By understanding how these genes and DNA variants interact and contribute to fractures, more effective therapeutic strategies may be developed.

Cite This Article

APA
Palomino Lago E, Ross AKC, McClellan A, Guest DJ. (2025). Identification of a global gene expression signature associated with the genetic risk of catastrophic fracture in iPSC-derived osteoblasts from Thoroughbred horses. Anim Genet, 56(1), e13504. https://doi.org/10.1111/age.13504

Publication

ISSN: 1365-2052
NlmUniqueID: 8605704
Country: England
Language: English
Volume: 56
Issue: 1
Pages: e13504
PII: e13504

Researcher Affiliations

Palomino Lago, Esther
  • Department of Clinical Sciences and Services, Centre for Vaccinology and Regenerative Medicine, The Royal Veterinary College, Hatfield, Herts, UK.
Ross, Amy K C
  • Department of Clinical Sciences and Services, Centre for Vaccinology and Regenerative Medicine, The Royal Veterinary College, Hatfield, Herts, UK.
McClellan, Alyce
  • Animal Health Trust, Newmarket, UK.
  • Department of Veterinary Medicine, University of Cambridge, Cambridge, UK.
Guest, Deborah J
  • Department of Clinical Sciences and Services, Centre for Vaccinology and Regenerative Medicine, The Royal Veterinary College, Hatfield, Herts, UK.

MeSH Terms

  • Animals
  • Horses / genetics
  • Induced Pluripotent Stem Cells
  • Osteoblasts
  • Fractures, Bone / veterinary
  • Fractures, Bone / genetics
  • Transcriptome
  • Horse Diseases / genetics
  • Genetic Predisposition to Disease

Grant Funding

  • vet/prj/792 / Horserace Betting Levy Board
  • Alborada Trust

Conflict of Interest Statement

E. Palomino Lago, A.K.C. Ross and D.J. Guest are affiliated with The Royal Veterinary College, which holds patent WO 2015/019097 ‘Predictive Method for Bone Fracture Risk in Horses’ in relation to this work. This patent claims a method of predicting fracture risk in horses using one or more genetic variations from within the associated region on ECA18. A. McClellan has no competing interests to declare.

References

This article includes 107 references
  1. Anders S, Huber W. Differential expression analysis for sequence count data. Genome Biology 11, R106.
    pmc: PMC3218662pubmed: 20979621
  2. Anthenill LA, Gardner IA, Pool RR, Garcia TC, Stover SM. Comparison of macrostructural and microstructural bone features in thoroughbred racehorses with and without midbody fracture of the proximal sesamoid bone. American Journal of Veterinary Research 71, 755–765.
    pubmed: 20594077
  3. Anthenill LA, Stover SM, Gardner IA, Hill AE. Risk factors for proximal sesamoid bone fractures associated with exercise history and horseshoe characteristics in thoroughbred racehorses. American Journal of Veterinary Research 68, 760–771.
    pubmed: 17605612
  4. Arponen M, Jalava N, Widjaja N, Ivaska KK. Glucose transporters GLUT1, GLUT3, and GLUT4 have different effects on osteoblast proliferation and metabolism. Frontiers in Physiology 13, 1035516.
    pmc: PMC9744933pubmed: 36523556
  5. Arthur A, Gronthos S. Eph‐ephrin signaling mediates cross‐talk within the bone microenvironment. Frontiers in Cell and Development Biology 9, 598612.
    pmc: PMC7902060pubmed: 33634116
  6. Baird A, Dominguez Falcon N, Saeed A, Guest DJ. Biocompatible three‐dimensional printed thermoplastic scaffold for osteoblast differentiation of equine induced pluripotent stem cells. Tissue Engineering. Part C, Methods 25, 253–261.
    pubmed: 30834821
  7. Baird A, Lindsay T, Everett A, Iyemere V, Paterson YZ, McClellan A. Osteoblast differentiation of equine induced pluripotent stem cells. Biology Open 7, bio033514.
    pmc: PMC5992527pubmed: 29685993
  8. Ballouz S, Verleyen W, Gillis J. Guidance for RNA‐seq co‐expression network construction and analysis: safety in numbers. Bioinformatics 31, 2123–2130.
    pubmed: 25717192
  9. Bavin EP, Smith O, Baird AE, Smith LC, Guest DJ. Equine induced pluripotent stem cells have a reduced tendon differentiation capacity compared to embryonic stem cells. Frontiers in Veterinary Science 2, 55.
    pmc: PMC4672282pubmed: 26664982
  10. Beekhuis‐Hoekstra SD, Watanabe K, Werme J, de Leeuw CA, Paliukhovich I, Li KW. Systematic assessment of variability in the proteome of iPSC derivatives. Stem Cell Research 56, 102512.
    pubmed: 34455241
  11. Blott SC, Swinburne JE, Sibbons C, Fox‐Clipsham LY, Helwegen M, Hillyer L. A genome‐wide association study demonstrates significant genetic variation for fracture risk in thoroughbred racehorses. BMC Genomics 15, 147.
    pmc: PMC4008154pubmed: 24559379
  12. Bourhis JM, Mariano N, Zhao Y, Harlos K, Exposito JY, Jones EY. Structural basis of fibrillar collagen trimerization and related genetic disorders. Nature Structural & Molecular Biology 19, 1031–1036.
    pmc: PMC3465578pubmed: 23001006
  13. Carpenter EM, Goddard JM, Davis AP, Nguyen TP, Capecchi MR. Targeted disruption of Hoxd‐10 affects mouse hindlimb development. Development 124, 4505–4514.
    pubmed: 9409668
  14. Chen IP. Differentiation of human induced pluripotent stem cells (hiPSCs) into osteoclasts. Bio‐Protocol 10, e3854.
    pmc: PMC7842803pubmed: 33659501
  15. Chen MQ, Luan JJ. HMGB1 promotes bone fracture healing through activation of ERK signaling pathway in a rat tibial fracture model. The Kaohsiung Journal of Medical Sciences 35, 550–558.
    pubmed: 31162822
  16. Chen X, Chen J, Xu D, Zhao S, Song H, Peng Y. Effects of osteoglycin (OGN) on treating senile osteoporosis by regulating MSCs. BMC Musculoskeletal Disorders 18, 423.
    pmc: PMC5658998pubmed: 29073887
  17. Chen Y, Liu Y, Zhang Y, Yu J, Tang L. Galectin‐1 deletion in mice causes bone loss via impaired osteogenic differentiation potential of BMSCs. The FASEB Journal 36, e22516.
    pubmed: 36006656
  18. Cheng S, Kesavan C, Mohan S, Qin X, Alarcon CM, Wergedal J. Transgenic overexpression of ephrin B1 in bone cells promotes bone formation and an anabolic response to mechanical loading in mice. PLoS One 8, e69051.
    pmc: PMC3708903pubmed: 23874863
  19. Choi SW, Mak TSH, O'Reilly PF. Tutorial: a guide to performing polygenic risk score analyses. Nature Protocols 15, 2759–2772.
    pmc: PMC7612115pubmed: 32709988
  20. Coleman JRI. Feasibility and application of polygenic score analysis to the morphology of human‐induced pluripotent stem cells. Molecular Genetics and Genomics 297, 1111–1122.
    pmc: PMC9250464pubmed: 35633379
  21. Collette NM, Yee CS, Hum NR, Murugesh DK, Christiansen BA, Xie L. Sostdc1 deficiency accelerates fracture healing by promoting the expansion of periosteal mesenchymal stem cells. Bone 88, 20–30.
    pmc: PMC6277141pubmed: 27102547
  22. Crawford RR, Prescott ET, Mungrue IN. Genetic inhibition of Chac1 leads to dysregulation of body composition. The FASEB Journal 30, 717.3.
  23. Dobrindt K, Zhang H, Das D, Abdollahi S, Prorok T, Ghosh S. Publicly available hiPSC lines with extreme polygenic risk scores for modeling schizophrenia. Complex Psychiatry 6, 68–82.
    pmc: PMC7923934pubmed: 34883504
  24. Drabek K, van de Peppel J, Eijken M, van Leeuwen JP. GPM6B regulates osteoblast function and induction of mineralization by controlling cytoskeleton and matrix vesicle release. Journal of Bone and Mineral Research 26, 2045–2051.
    pubmed: 21638316
  25. Fear VS, Forbes CA, Shaw NC, Farley KO, Mantegna JL, Htun JP. Gene editing and cardiac disease modelling for the interpretation of genetic variants of uncertain significance in congenital heart disease. Stem Cell Research & Therapy 14, 345.
    pmc: PMC10696868pubmed: 38049901
  26. Francis MJO, Lees RL, Trujillo E, Martín‐Vasallo P, Heersche JNM, Mobasheri A. ATPase pumps in osteoclasts and osteoblasts. The International Journal of Biochemistry & Cell Biology 34, 459–476.
    pubmed: 11906818
  27. Georgopoulos SP, Parkin TD. Risk factors for equine fractures in thoroughbred flat racing in North America. Preventive Veterinary Medicine 139, 99–104.
    pubmed: 28017453
  28. Gorashi R, Rivera‐Bolanos N, Dang C, Chai C, Kovacs B, Alharbi S. Modeling diabetic endothelial dysfunction with patient‐specific induced pluripotent stem cells. Bioengineering & Translational Medicine 8, e10592.
    pmc: PMC10658533pubmed: 38023728
  29. Granéli C, Thorfve A, Ruetschi U, Brisby H, Thomsen P, Lindahl A. Novel markers of osteogenic and adipogenic differentiation of human bone marrow stromal cells identified using a quantitative proteomics approach. Stem Cell Research 12, 153–165.
    pubmed: 24239963
  30. Groza T, Gomez FL, Mashhadi HH, Muñoz‐Fuentes V, Gunes O, Wilson R. The International Mouse Phenotyping Consortium: comprehensive knockout phenotyping underpinning the study of human disease. Nucleic Acids Research 51, D1038–D1045.
    pmc: PMC9825559pubmed: 36305825
  31. Hoffman GE, Schrode N, Flaherty E, Brennand KJ. New considerations for hiPSC‐based models of neuropsychiatric disorders. Molecular Psychiatry 24, 49–66.
    pmc: PMC6109625pubmed: 29483625
  32. Horvath S. DNA methylation age of human tissues and cell types. Genome Biology 14, R115.
    pmc: PMC4015143pubmed: 24138928
  33. Iftikhar M, Hurtado P, Bais MV, Wigner N, Stephens DN, Gerstenfeld LC. Lysyl oxidase‐like‐2 (LOXL2) is a major isoform in chondrocytes and is critically required for differentiation. Journal of Biological Chemistry 286, 909–918.
    pmc: PMC3020776pubmed: 21071451
  34. Jiang L, Sun J, Huang D. Role of slit/Robo signaling pathway in bone metabolism. International Journal of Biological Sciences 18, 1303–1312.
    pmc: PMC8771833pubmed: 35173554
  35. Johnston AS, Riggs CM, Cogger N, Benschop J, Rogers CW, Rosanowski SM. Using time‐series analysis techniques to enhance the understanding of musculoskeletal injury in thoroughbred racehorses. Equine Veterinary Journal 52, 699–708.
    pubmed: 31811658
  36. Johnston AS, Sidhu ABS, Riggs CM, Verheyen KLP, Rosanowski SM. The effect of stress fracture occurring within the first 12 months of training on subsequent race performance in thoroughbreds in Hong Kong. Equine Veterinary Journal 53, 460–468.
    pubmed: 32698239
  37. Kang JH, Ko HM, Han GD, Lee SY, Moon JS, Kim MS. Dual role of phosphatidylserine and its receptors in osteoclastogenesis. Cell Death & Disease 11, 497.
    pmc: PMC7330034pubmed: 32612123
  38. Karner CM, Long F. Glucose metabolism in bone. Bone 115, 2–7.
    pmc: PMC6030501pubmed: 28843700
  39. Kemp JP, Medina‐Gomez C, Estrada K, St Pourcain B, Heppe DHM, Warrington NM. Phenotypic dissection of bone mineral density reveals skeletal site specificity and facilitates the identification of novel loci in the genetic regulation of bone mass attainment. PLoS Genetics 10, e1004423.
    pmc: PMC4063697pubmed: 24945404
  40. Kemper AM, Drnevich J, McCue ME, McCoy AM. Differential gene expression in articular cartilage and subchondral bone of neonatal and adult horses. Genes 10, 745.
    pmc: PMC6826356pubmed: 31557843
  41. Kim HJ, Prasad V, Hyung SW, Lee ZH, Lee SW, Bhargava A. Plasma membrane calcium ATPase regulates bone mass by fine‐tuning osteoclast differentiation and survival. The Journal of Cell Biology 199, 1145–1158.
    pmc: PMC3529522pubmed: 23266958
  42. Knowles HJ, Cleton‐Jansen AM, Korsching E, Athanasou NA. Hypoxia‐inducible factor regulates osteoclast‐mediated bone resorption: role of angiopoietin‐like 4. The FASEB Journal 24, 4648–4659.
    pmc: PMC2992372pubmed: 20667978
  43. Kristoffersen M, Parkin TD, Singer ER. Catastrophic biaxial proximal sesamoid bone fractures in UK thoroughbred races (1994–2004): horse characteristics and racing history. Equine Veterinary Journal 45, 420–424.
    pubmed: 20636778
  44. Kuemmerle JM, Theiss F, Okoniewski MJ, Weber FA, Hemmi S, Mirsaidi A. Identification of novel equine (Equus caballus) tendon markers using RNA sequencing. Genes 7, 97.
    pmc: PMC5126783pubmed: 27834918
  45. Langfelder P, Horvath S. WGCNA: an R package for weighted correlation network analysis. BMC Bioinformatics 9, 559.
    pmc: PMC2631488pubmed: 19114008
  46. Lee E, Park SY, Moon JY, Ko JY, Kim TK, Im GI. Metabolic switch under glucose deprivation leading to discovery of NR2F1 as a stimulus of osteoblast differentiation. Journal of Bone and Mineral Research 37, 1382–1399.
    pubmed: 35462433
  47. Lewis CM, Vassos E. Polygenic risk scores: from research tools to clinical instruments. Genome Medicine 12, 44.
    pmc: PMC7236300pubmed: 32423490
  48. Li C, Zheng Z, Ha P, Chen X, Jiang W, Sun S. Neurexin superfamily cell membrane receptor contactin‐associated protein like‐4 (Cntnap4) is involved in neural EGFL‐like 1 (Nell‐1)‐responsive osteogenesis. Journal of Bone and Mineral Research 33, 1813–1825.
    pmc: PMC6390490pubmed: 29905970
  49. Li J, Lu D, Dou H, Liu H, Weaver K, Wang W. Desumoylase SENP6 maintains osteochondroprogenitor homeostasis by suppressing the p53 pathway. Nature Communications 9, 143.
    pmc: PMC5762923pubmed: 29321472
  50. Li W, Yuan L, Tong G, He Y, Meng Y, Hao S. Phospholipase C signaling activated by parathyroid hormone mediates the rapid osteoclastogenesis in the fracture healing of orchiectomized mice. BMC Musculoskeletal Disorders 19, 311.
    pmc: PMC6116492pubmed: 30157832
  51. Liu Q, Lei L, Yu T, Jiang T, Kang Y. Effect of brain‐derived neurotrophic factor on the neurogenesis and osteogenesis in bone engineering. Tissue Engineering. Part A 24, 1283–1292.
    pubmed: 29490590
  52. Livak KJ, Schmittgen TD. Analysis of relative gene expression data using real‐time quantitative PCR and the 2−ΔΔCT method. Methods 25, 402–408.
    doi: 10.1006/meth.2001.1262pubmed: 11846609google scholar: lookup
  53. Love MI, Huber W, Anders S. Moderated estimation of fold change and dispersion for RNA‐seq data with DESeq2. Genome Biology 15, 550.
    pmc: PMC4302049pubmed: 25516281
  54. Mae SI, Hattanda F, Morita H, Nozaki A, Katagiri N, Ogawa H. Human iPSC‐derived renal collecting duct organoid model cystogenesis in ADPKD. Cell Reports 42, 113431.
    pubmed: 38039961
  55. Manickam G, Moffatt P, Murshed M. Role of SMPD3 during bone fracture healing and regulation of its expression. Molecular and Cellular Biology 39, e00370‐18.
    pmc: PMC6362318pubmed: 30530524
  56. Mantila Roosa SM, Liu Y, Turner CH. Gene expression patterns in bone following mechanical loading. Journal of Bone and Mineral Research 26, 100–112.
    pmc: PMC3179310pubmed: 20658561
  57. Mao L, Wang L, Xu J, Zou J. The role of integrin family in bone metabolism and tumor bone metastasis. Cell Death Discovery 9, 119.
    pmc: PMC10086008pubmed: 37037822
  58. Martineau C, Najyb O, Signor C, Rassart É, Moreau R. Apolipoprotein D deficiency is associated to high bone turnover, low bone mass and impaired osteoblastic function in aged female mice. Metabolism 65, 1247–1258.
    pmc: PMC7094319pubmed: 27506732
  59. McKee SL. An update on racing fatalities in the UK. Equine Veterinary Education 7, 202–204.
  60. Mootha VK, Lindgren CM, Eriksson KF, Subramanian A, Sihag S, Lehar J. PGC‐1α‐responsive genes involved in oxidative phosphorylation are coordinately downregulated in human diabetes. Nature Genetics 34, 267–273.
    pubmed: 12808457
  61. Mourskaia AA, Amir E, Dong Z, Tiedemann K, Cory S, Omeroglu A. ABCC5 supports osteoclast formation and promotes breast cancer metastasis to bone. Breast Cancer Research 14, R149.
    pmc: PMC4053136pubmed: 23174366
  62. Muller J, Duray E, Lejeune M, Dubois S, Plougonven E, Léonard A. Loss of stromal galectin‐1 enhances multiple myeloma development: emphasis on a role in osteoclasts. Cancers (Basel) 11, 261.
    pmc: PMC6406775pubmed: 30813402
  63. Nguyen TM, Arthur A, Paton S, Hemming S, Panagopoulos R, Codrington J. Loss of ephrinB1 in osteogenic progenitor cells impedes endochondral ossification and compromises bone strength integrity during skeletal development. Bone 93, 12–21.
    pubmed: 27622886
  64. Ogata Y, Kukita A, Kukita T, Komine M, Miyahara A, Miyazaki S. A novel role of IL‐15 in the development of osteoclasts: inability to replace its activity with IL‐2. Journal of Immunology 162, 2754–2760.
    pubmed: 10072521
  65. Orriss IR, Wang N, Burnstock G, Arnett TR, Gartland A, Robaye B. The P2Y(6) receptor stimulates bone resorption by osteoclasts. Endocrinology 152, 3706–3716.
    pubmed: 21828185
  66. Otto E, Knapstein PR, Jahn D, Appelt J, Frosch KH, Tsitsilonis S. Crosstalk of brain and bone—clinical observations and their molecular bases. International Journal of Molecular Sciences 21, 4946.
    pmc: PMC7404044pubmed: 32668736
  67. Palomino Lago E, Baird A, Blott SC, McPhail RE, Ross AC, Durward‐Akhurst SA. A functional single‐nucleotide polymorphism upstream of the collagen type III gene is associated with catastrophic fracture risk in thoroughbred horses. Animals 14, 116.
    pmc: PMC10778232pubmed: 38200847
  68. Palomino Lago E, Jelbert ER, Baird A, Lam PY, Guest DJ. Equine induced pluripotent stem cells are responsive to inflammatory cytokines before and after differentiation into musculoskeletal cell types. In Vitro Cellular & Developmental Biology—Animal 59, 514–527.
    pmc: PMC10520172pubmed: 37582999
  69. Parkin TD, Clegg PD, French NP, Proudman CJ, Riggs CM, Singer ER. Horse‐level risk factors for fatal distal limb fractures in racing thoroughbreds in the UK. Equine Veterinary Journal 36, 513–519.
    pubmed: 15460076
  70. Parkin TD, Clegg PD, French NP, Proudman CJ, Riggs CM, Singer ER. Race‐ and course‐level risk factors for fatal distal limb fracture in racing thoroughbreds. Equine Veterinary Journal 36, 521–526.
    pubmed: 15460077
  71. Parkin TD, Clegg PD, French NP, Proudman CJ, Riggs CM, Singer ER. Catastrophic fracture of the lateral condyle of the third metacarpus/metatarsus in UK racehorses – fracture descriptions and pre‐existing pathology. The Veterinary Journal 171, 157–165.
    pubmed: 16427592
  72. Paterson YZ, Cribbs A, Espenel M, Smith EJ, Henson FMD, Guest DJ. Genome‐wide transcriptome analysis reveals equine embryonic stem cell‐derived tenocytes resemble fetal, not adult tenocytes. Stem Cell Research & Therapy 11, 184.
    pmc: PMC7238619pubmed: 32430075
  73. Patro R, Duggal G, Love MI, Irizarry RA, Kingsford C. Salmon provides fast and bias‐aware quantification of transcript expression. Nature Methods 14, 417–419.
    pmc: PMC5600148pubmed: 28263959
  74. Pereira I, Lopez‐Martinez MJ, Samitier J. Advances in current in vitro models on neurodegenerative diseases. Frontiers in Bioengineering and Biotechnology 11, 1260397.
    pmc: PMC10658011pubmed: 38026882
  75. Qian GF, Yuan LS, Chen M, Ye D, Chen GP, Zhang Z. PPWD1 is associated with the occurrence of postmenopausal osteoporosis as determined by weighted gene co‐expression network analysis. Molecular Medicine Reports 20, 3202–3214.
    pmc: PMC6755193pubmed: 31432133
  76. Raft S, Coate TM, Kelley MW, Crenshaw EB 3rd, Wu D. Pou3f4‐mediated regulation of ephrin‐b2 controls temporal bone development in the mouse. PLoS One 9, e109043.
    pmc: PMC4192298pubmed: 25299585
  77. Riggs CM, Whitehouse GH, Boyde A. Pathology of the distal condyles of the third metacarpal and third metatarsal bones of the horse. Equine Veterinary Journal 31, 140–148.
    pubmed: 10213426
  78. Rolvien T, Yorgan TA, Kornak U, Hermans‐Borgmeyer I, Mundlos S, Schmidt T. Skeletal deterioration in COL2A1‐related spondyloepiphyseal dysplasia occurs prior to osteoarthritis. Osteoarthritis and Cartilage 28, 334–343.
    pubmed: 31958497
  79. Rosanowski SM, Chang YM, Stirk AJ, Verheyen KLP. Risk factors for race‐day fatality in flat racing thoroughbreds in Great Britain (2000 to 2013). PLoS One 13, e0194299.
    pmc: PMC5862470pubmed: 29561898
  80. Rosset EM, Bradshaw AD. SPARC/osteonectin in mineralized tissue. Matrix Biology 52–54, 78–87.
    pmc: PMC5327628pubmed: 26851678
  81. Sayers EW, Bolton EE, Brister JR, Canese K, Chan J, Comeau DC. Database resources of the national center for biotechnology information. Nucleic Acids Research 50, D20–D26.
    pmc: PMC8728269pubmed: 34850941
  82. Shannon P, Markiel A, Ozier O, Baliga NS, Wang JT, Ramage D. Cytoscape: a software environment for integrated models of biomolecular interaction networks. Genome Research 13, 2498–2504.
    pmc: PMC403769pubmed: 14597658
  83. Smid M, Coebergh van den Braak RRJ, van de Werken HJG, van Riet J, van Galen A, de Weerd V. Gene length corrected trimmed mean of M‐values (GeTMM) processing of RNA‐seq data performs similarly in intersample analyses while improving intrasample comparisons. BMC Bioinformatics 19, 236.
    pmc: PMC6013957pubmed: 29929481
  84. Son A, Kang N, Kang JY, Kim KW, Yang YM, Shin DM. TRPM3/TRPV4 regulates Ca2+‐mediated RANKL/NFATc1 expression in osteoblasts. Journal of Molecular Endocrinology 61, 207–218.
    pubmed: 30328352
  85. Soneson C, Love MI, Robinson MD. Differential analyses for RNA‐seq: transcript‐level estimates improve gene‐level inferences. F1000Research 4, 1521.
    pmc: PMC4712774pubmed: 26925227
  86. Stover SM. The epidemiology of thoroughbred racehorse injuries. Clinical Techniques in Equine Practice 2, 312–322.
  87. Stover SM. Diagnostic workup of upper‐limb stress fractures and proximal sesamoid bone stress remodeling. AAEP Proceedings; In‐Depth: Racing‐Related Lameness 59, 427–435.
  88. Stover SM, Johnson BJ, Daft BM, Read DH, Anderson M, Barr BC. An association between complete and incomplete stress fractures of the humerus in racehorses. Equine Veterinary Journal 24, 260–263.
    pubmed: 1499531
  89. Stuepp RT, Modolo F, Trentin AG, Garcez RC, Biz MT. HNK1 and Sox10 are present during repair of mandibular bone defects. Biotechnic & Histochemistry 95, 619–625.
    pubmed: 32362205
  90. Subramanian A, Tamayo P, Mootha VK, Mukherjee S, Ebert BL, Gillette MA. Gene set enrichment analysis: a knowledge‐based approach for interpreting genome‐wide expression profiles. Proceedings of the National Academy of Sciences of the United States of America 102, 15545–15550.
    pmc: PMC1239896pubmed: 16199517
  91. Tong X, Zhu C, Liu L, Huang M, Xu J, Chen X. Role of Sostdc1 in skeletal biology and cancer. Frontiers in Physiology 13, 1029646.
    pmc: PMC9633957pubmed: 36338475
  92. Tozaki T, Kusano K, Ishikawa Y, Kushiro A, Nomura M, Kikuchi M. A candidate‐SNP retrospective cohort study for fracture risk in Japanese thoroughbred racehorses. Animal Genetics 51, 43–50.
    pubmed: 31612520
  93. Trajanoska K, Morris JA, Oei L, Zheng HF, Evans DM, Kiel DP. Assessment of the genetic and clinical determinants of fracture risk: genome wide association and Mendelian randomisation study. BMJ 362, k3225.
    pmc: PMC6113773pubmed: 30158200
  94. Tuerlings M, van Hoolwerff M, Houtman E, Suchiman EHED, Lakenberg N, Mei H. RNA sequencing reveals interacting key determinants of osteoarthritis acting in subchondral bone and articular cartilage: identification of IL11 and CHADL as attractive treatment targets. Arthritis and Rheumatology 73, 789–799.
    pmc: PMC8252798pubmed: 33258547
  95. Uehara N, Kukita A, Kyumoto‐Nakamura Y, Yamaza T, Yasuda H, Kukita T. Osteoblast‐derived Laminin‐332 is a novel negative regulator of osteoclastogenesis in bone microenvironments. Laboratory Investigation 97, 1235–1244.
    pubmed: 28581488
  96. Urabe K, Jingushi S, Ikenoue T, Okazaki K, Sakai H, Li C. Immature osteoblastic cells express the pro‐alpha2(XI) collagen gene during bone formation in vitro and in vivo. Journal of Orthopaedic Research 19, 1013–1020.
    pubmed: 11780999
  97. Valderrábano RJ, Linares MI. Diabetes mellitus and bone health: epidemiology, etiology and implications for fracture risk stratification. Clinical Diabetes and Endocrinology 4, 9.
    pmc: PMC5918531pubmed: 29721333
  98. Verheyen K, Price J, Lanyon L, Wood JLN. Exercise distance and speed affect the risk of fracture in racehorses. Bone 39, 1322–1330.
    pubmed: 16926125
  99. Walter K, Tansek M, Tobias ES, Ikegawa S, Coucke P, Hyland J. COL2A1‐related skeletal dysplasias with predominant metaphyseal involvement. American Journal of Medical Genetics. Part A 143a, 161–167.
    pubmed: 17163530
  100. Welsh CE, Lewis TW, Blott SC, Mellor DJ, Stirk AJ, Parkin TD. Estimates of genetic parameters of distal limb fracture and superficial digital flexor tendon injury in UK thoroughbred racehorses. Veterinary Journal 200, 253–256.
    pubmed: 24679457
  101. Wilson SS, Wong A, Toupadakis CA, Yellowley CE. Expression of angiopoietin‐like protein 4 at the fracture site: regulation by hypoxia and osteoblastic differentiation. Journal of Orthopaedic Research 33, 1364–1373.
    pubmed: 25864912
  102. Xing W, Kim J, Wergedal J, Chen ST, Mohan S. Ephrin B1 regulates bone marrow stromal cell differentiation and bone formation by influencing TAZ transactivation via complex formation with NHERF1. Molecular and Cellular Biology 30, 711–721.
    pmc: PMC2812221pubmed: 19995908
  103. Yde Ohki CM, Walter NM, Bender A, Rickli M, Ruhstaller S, Walitza S. Growth rates of human induced pluripotent stem cells and neural stem cells from attention‐deficit hyperactivity disorder patients: a preliminary study. Journal of Neural Transmission (Vienna) 130, 243–252.
    pmc: PMC10033475pubmed: 36800023
  104. Yin XH, Wang XY, Liu SC, Yan L, He BR, Hao DJ. lncRNA HHIP‐AS1/HHIP modulates osteogenic differentiation of BM‐MSCs by regulating hedgehog signaling pathway. Aging (Albany NY) 14, 8839–8855.
    pmc: PMC9699766pubmed: 36375472
  105. Zhang W, Zhu Y, Chen J, Wang J, Yao C, Chen C. Mechanisms of miR‐128‐3p in inhibiting osteoblast differentiation from bone marrow‐derived mesenchymal stromal cells. Molecular Medicine Reports 22, 5041–5052.
    pmc: PMC7646956pubmed: 33174052
  106. Zhao X, Guo W, Zou L, Hu B. FBXO2 modulates STAT3 signaling to regulate proliferation and tumorigenicity of osteosarcoma cells. Cancer Cell International 20, 245.
    pmc: PMC7296666pubmed: 32549792
  107. Zhu N, Wang H, Wang B, Wei J, Shan W, Feng J. A member of the nuclear receptor superfamily, designated as NR2F2, supports the self‐renewal capacity and pluripotency of human bone marrow‐derived mesenchymal stem cells. Stem Cells International 2016, 5687589.
    pmc: PMC4691491pubmed: 26783404

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