Unraveling Key m6A Modification Regulators Signatures in Postmenopausal Osteoporosis through Bioinformatics and Experimental Verification

Zhi-wei Feng, He-fang Xiao, Xing-wen Wang, Yong-kang Niu, Da-cheng Zhao, Cong Tian, Sheng-hong Wang, Bo Peng, Fei Yang, Bin Geng, Ming-gang Guo, Xiao-yun Sheng, Ya-yi Xia

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Orthopaedic Surgery ›› 2024, Vol. 16 ›› Issue (6) : 1418-1433. DOI: 10.1111/os.14064
RESEARCH ARTICLE

Unraveling Key m6A Modification Regulators Signatures in Postmenopausal Osteoporosis through Bioinformatics and Experimental Verification

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Abstract

Objective: Bone marrow mesenchymal stem cells (BMSCs) show significant potential for osteogenic differentiation. However, the underlying mechanisms of osteogenic capability in osteoporosis-derived BMSCs (OP-BMSCs) remain unclear. This study aims to explore the impact of YTHDF3 (YTH N6-methyladenosine RNA binding protein 3) on the osteogenic traits of OP-BMSCs and identify potential therapeutic targets to boost their bone formation ability.

Methods: We examined microarray datasets (GSE35956 and GSE35958) from the Gene Expression Omnibus (GEO) to identify potential m6A regulators in osteoporosis (OP). Employing differential, protein interaction, and machine learning analyses, we pinpointed critical hub genes linked to OP. We further probed the relationship between these genes and OP using single-cell analysis, immune infiltration assessment, and Mendelian randomization. Our in vivo and in vitro experiments validated the expression and functionality of the key hub gene.

Results: Differential analysis revealed seven key hub genes related to OP, with YTHDF3 as a central player, supported by protein interaction analysis and machine learning methodologies. Subsequent single-cell, immune infiltration, and Mendelian randomization studies consistently validated YTHDF3's significant link to osteoporosis. YTHDF3 levels are significantly reduced in femoral head tissue from postmenopausal osteoporosis (PMOP) patients and femoral bone tissue from PMOP mice. Additionally, silencing YTHDF3 in OP-BMSCs substantially impedes their proliferation and differentiation.

Conclusion: YTHDF3 may be implicated in the pathogenesis of OP by regulating the proliferation and osteogenic differentiation of OP-BMSCs.

Keywords

BMSCs / Osteogenic differentiation / Postmenopausal osteoporosis / Proliferation / YTHDF3

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Zhi-wei Feng, He-fang Xiao, Xing-wen Wang, Yong-kang Niu, Da-cheng Zhao, Cong Tian, Sheng-hong Wang, Bo Peng, Fei Yang, Bin Geng, Ming-gang Guo, Xiao-yun Sheng, Ya-yi Xia. Unraveling Key m6A Modification Regulators Signatures in Postmenopausal Osteoporosis through Bioinformatics and Experimental Verification. Orthopaedic Surgery, 2024, 16(6): 1418‒1433 https://doi.org/10.1111/os.14064

References

[1]
van OostwaardM. Osteoporosis and the nature of fragility fracture: an overview. In: Hertz K, Santy-TomlinsonJ, editors. Fragility fracture nursing: holistic care and management of the orthogeriatric patient. Cham (CH): Springer; 2018. p. 1–13.
[2]
StumpfU, HesseE, BöckerW, KammerlanderC, Neuerburg C, SchmidmaierR. Differenzialdiagnosen der Osteoporose. Z Gerontol Geriatr. 2019;52(5):414–420.
[3]
XinZ, WuX, YuZ, ShangJ, XuB, JiangS, et al. Mechanisms explaining the efficacy of psoralidin in cancer and osteoporosis, a review. Pharmacol Res. 2019;147:104334.
[4]
BlackDM, RosenCJ. Postmenopausal osteoporosis. N Engl J Med. 2016;374(3):254–262.
[5]
HiligsmannM, EversSM, Ben SedrineW, KanisJA, Ramaekers B, ReginsterJY, et al. A systematic review of cost-effectiveness analyses of drugs for postmenopausal osteoporosis. Pharmacoeconomics. 2015;33(3):205–224.
[6]
PaspaliarisV, KoliosG. Stem cells in osteoporosis: from biology to new therapeutic approaches. Stem Cells Int. 2019;2019:1730978.
[7]
LiuY, WangX, ChangH, Gao X, DongC, LiZ, et al. Mongolian medicine echinops prevented postmenopausal osteoporosis and induced ER/AKT/ERK pathway in BMSCs. Biosci Trends. 2018;12(3):275–281.
[8]
WuG, XuR, ZhangP, Xiao T, FuY, ZhangY, et al. Estrogen regulates stemness and senescence of bone marrow stromal cells to prevent osteoporosis via ERβ-SATB2 pathway. J Cell Physiol. 2018;233(5):4194–4204.
[9]
LiuJ, YueY, HanD, WangX, FuY, ZhangL, et al. A METTL3–METTL14 complex mediates mammalian nuclear RNA N6-adenosine methylation. Nat Chem Biol. 2014;10(2):93–95.
[10]
YueY, LiuJ, HeC. RNA N6-methyladenosine methylation in post-transcriptional gene expression regulation. Genes Dev. 2015;29(13):1343–1355.
[11]
WangX, LuZ, GomezA, Hon GC, YueY, HanD, et al. N6-methyladenosine-dependent regulation of messenger RNA stability. Nature. 2014;505(7481):117–120.
[12]
LiuN, DaiQ, ZhengG, He C, ParisienM, PanT. N(6)-methyladenosine-dependent RNA structural switches regulate RNA-protein interactions. Nature. 2015;518(7540):560–564.
[13]
LiuN, ZhouKI, ParisienM, Dai Q, DiatchenkoL, PanT. N6-methyladenosine alters RNA structure to regulate binding of a low-complexity protein. Nucleic Acids Res. 2017;45(10):6051–6063.
[14]
XiaoW, Adhikari S, DahalU, ChenYS, HaoYJ, SunBF, et al. Nuclear m(6)a reader YTHDC1 regulates mRNA splicing. Mol Cell. 2016;61(4):507–519.
[15]
ZhaoX, YangY, SunBF, Shi Y, YangX, XiaoW, et al. FTO-dependent demethylation of N6-methyladenosine regulates mRNA splicing and is required for adipogenesis. Cell Res. 2014;24(12):1403–1419.
[16]
ZhengG, DahlJA, NiuY, Fedorcsak P, HuangCM, LiCJ, et al. ALKBH5 is a mammalian RNA demethylase that impacts RNA metabolism and mouse fertility. Mol Cell. 2013;49(1):18–29.
[17]
FustinJM, DoiM, YamaguchiY, Hida H, NishimuraS, YoshidaM, et al. RNA-methylation-dependent RNA processing controls the speed of the circadian clock. Cell. 2013;155(4):793–806.
[18]
WangX, ZhaoBS, RoundtreeIA, Lu Z, HanD, MaH, et al. N(6)-methyladenosine modulates messenger RNA translation efficiency. Cell. 2015;161(6):1388–1399.
[19]
LiA, ChenYS, PingXL, Yang X, XiaoW, YangY, et al. Cytoplasmic m(6)a reader YTHDF3 promotes mRNA translation. Cell Res. 2017;27(3):444–447.
[20]
DuH, ZhaoY, HeJ, ZhangY, XiH, LiuM, et al. YTHDF2 destabilizes m(6)A-containing RNA through direct recruitment of the CCR4-NOT deadenylase complex. Nat Commun. 2016;7:12626.
[21]
XiangJF, YangQ, LiuCX, Wu M, ChenLL, YangL. N(6)-Methyladenosines modulate A-to-I RNA editing. Mol Cell. 2018;69(1):126–135.e6.
[22]
WangY, LiY, TothJI, Petroski MD, ZhangZ, ZhaoJC. N6-methyladenosine modification destabilizes developmental regulators in embryonic stem cells. Nat Cell Biol. 2014;16(2):191–198.
[23]
BatistaPJ, Molinie B, WangJ, QuK, ZhangJ, LiL, et al. M6A RNA modification controls cell fate transition in mammalian embryonic stem cells. Cell Stem Cell. 2014;15(6):707–719.
[24]
YoonKJ, Ringeling FR, VissersC, JacobF, Pokrass M, Jimenez-CyrusD, et al. Temporal control of mammalian cortical neurogenesis by m6A methylation. Cell. 2017;171(4):877–889.e17.
[25]
WuY, XieL, WangM, Xiong Q, GuoY, LiangY, et al. Mettl3-mediated m6A RNA methylation regulates the fate of bone marrow mesenchymal stem cells and osteoporosis. Nat Commun. 2018;9(1):4772.
[26]
JiaG, FuY, HeC. Reversible RNA adenosine methylation in biological regulation. Trends Genet. 2013;29(2):108–115.
[27]
LiaoS, SunH, XuC. YTH domain: a family of N6-methyladenosine (m6A) readers. Genomics Proteomics Bioinformatics. 2018;16(2):99–107.
[28]
SunZ, WangH, WangY, Yuan G, YuX, JiangH, et al. MiR-103-3p targets the m6 a methyltransferase METTL14 to inhibit osteoblastic bone formation. Aging Cell. 2021;20(2):e13298.
[29]
WangJ, FuQ, YangJ, Liu JL, HouSM, HuangX, et al. RNA N6-methyladenosine demethylase FTO promotes osteoporosis through demethylating Runx2 mRNA and inhibiting osteogenic differentiation. Aging (Albany NY). 2021;13(17):21134–21141.
[30]
ZouZ, HeT, LiuY, ZhengL, ZhongY, Mo Y, et al. Emerging role of m6A modification in osteogenesis of stem cells. J Bone Miner Metab. 2022;40(2):177–188.
[31]
FengL, FanY, ZhouJ, Li S, ZhangX. The RNA demethylase ALKBH5 promotes osteoblast differentiation by modulating Runx2 mRNA stability. FEBS Lett. 2021;595(15):2007–2014.
[32]
ZhangY, GuX, LiD, CaiL, XuQ. METTL3 regulates osteoblast differentiation and inflammatory response via Smad signaling and MAPK signaling. Int J Mol Sci. 2020;21(1):199.
[33]
ZhangQ, RiddleRC, YangQ, Rosen CR, GuttridgeDC, DirckxN, et al. The RNA demethylase FTO is required for maintenance of bone mass and functions to protect osteoblasts from genotoxic damage. Proc Natl Acad Sci. 2019;116(36):17980–17989.
[34]
TianC, HuangY, LiQ, FengZ, XuQ. Mettl3 regulates osteogenic differentiation and alternative splicing of Vegfa in bone marrow mesenchymal stem cells. Int J Mol Sci. 2019;20(3):551.
[35]
LiuT, ZhengX, WangC, Wang C, JiangS, LiB, et al. The m6A “reader” YTHDF1 promotes osteogenesis of bone marrow mesenchymal stem cells through translational control of ZNF839. Cell Death Dis. 2021;12(11):1078.
[36]
CaiGP, LiuYL, LuoLP, Xiao Y, JiangTJ, YuanJ, et al. Alkbh1-mediated DNA N6-methyladenine modification regulates bone marrow mesenchymal stem cell fate during skeletal aging. Cell Prolif. 2022;55(2):e13178.
[37]
FengZW, PengB, WangSH, Zhao DC, WangYB, YangA, et al. METTL3-mediated m6A modification of SOX4 regulates osteoblast proliferation and differentiation via YTHDF3 recognition. Cell Signal. 2024;115:111038.
[38]
LeekJT, Johnson WE, ParkerHS, JaffeAE, StoreyJD. The sva package for removing batch effects and other unwanted variation in high-throughput experiments. Bioinformatics. 2012;28(6):882–883.
[39]
Osteoporosis prevention, diagnosis, and therapy. JAMA. 2001;285(6):785–795.
[40]
VõsaU, Claringbould A, WestraHJ, BonderMJ, DeelenP, ZengB, et al. Large-scale cis- and trans-eQTL analyses identify thousands of genetic loci and polygenic scores that regulate blood gene expression. Nat Genet. 2021;53(9):1300–1310.
[41]
GuoY, SunN, DuanX, Xu X, ZhengL, SeriwatanachaiD, et al. Estrogen deficiency leads to further bone loss in the mandible of CKD mice. PLoS One. 2016;11(2):e0148804.
[42]
LivakKJ, Schmittgen TD. Analysis of relative gene expression data using real-time quantitative PCR and the 2(-Delta Delta C(T)) method. Methods. 2001;25(4):402–408.
[43]
HuY, ZhaoX. Role of m6A in osteoporosis, arthritis and osteosarcoma (review). Exp Ther Med. 2021;22(3):926.
[44]
ChenXet al. Regulatory role of RNA N6-methyladenosine modification in bone biology and osteoporosis. Front Endocrinol (Lausanne). 2019;10:911.
[45]
OnalM, XiongJ, ChenX, Thostenson JD, AlmeidaM, ManolagasSC, et al. Receptor activator of nuclear factor κB ligand (RANKL) protein expression by B lymphocytes contributes to ovariectomy-induced bone loss. J Biol Chem. 2012;287(35):29851–29860.
[46]
TawfeekH, BediB, LiJY, AdamsJ, KobayashiT, Weitzmann MN, et al. Disruption of PTH receptor 1 in T cells protects against PTH-induced bone loss. PLoS One. 2010;5(8):e12290.
[47]
JarryCR, DuartePM, FreitasFF, Macedo CG, Clemente-NapimogaJT, Saba-ChujfiE, et al. Secreted osteoclastogenic factor of activated T cells (SOFAT), a novel osteoclast activator, in chronic periodontitis. Hum Immunol. 2013;74(7):861–866.
[48]
HartgringSA, WillisCR, BijlsmaJWJ, Lafeber FPJG, van RoonJAG. Interleukin-7-aggravated joint inflammation and tissue destruction in collagen-induced arthritis is associated with T-cell and B-cell activation. Arthritis Res Ther. 2012;14(3):R137.
[49]
KalyanS, Quabius ES, WiltfangJ, MönigH, Kabelitz D. Can peripheral blood γδ T cells predict osteonecrosis of the jaw? An immunological perspective on the adverse drug effects of aminobisphosphonate therapy. J Bone Miner Res. 2013;28(4):728–735.
[50]
LeeH, BaoS, QianY, Geula S, LeslieJ, ZhangC, et al. Stage-specific requirement for Mettl3-dependent m6A mRNA methylation during haematopoietic stem cell differentiation. Nat Cell Biol. 2019;21(6):700–709.
[51]
Olazagoitia-GarmendiaA, Zhang L, MeraP, GodboutJK, Sebastian-DelaCruz M, Garcia-SantistebanI, et al. Gluten-induced RNA methylation changes regulate intestinal inflammation via allele-specific XPO1 translation in epithelial cells. Gut. 2022;71(1):68–76.
[52]
LinZ, HsuPJ, XingX, Fang J, LuZ, ZouQ, et al. Mettl3-/Mettl14-mediated mRNA N6-methyladenosine modulates murine spermatogenesis. Cell Res. 2017;27(10):1216–1230.
[53]
ShenC, ShengY, ZhuAC, Robinson S, JiangX, DongL, et al. RNA demethylase ALKBH5 selectively promotes tumorigenesis and cancer stem cell self-renewal in acute myeloid leukemia. Cell Stem Cell. 2020;27(1):64–80.e9.

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