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Eurasian Journal of
            Medicine and Oncology                                         WGCNA and LASSO for osteoporosis biomarkers



            candidates, further experimental and clinical validation is   5.   Wu  D,  Cline-Smith  A,  Shashkova  E,  Perla  A,  Katyal  A,
            essential to confirm their mechanistic roles and translational   Aurora R. T-cell mediated inflammation in postmenopausal
            value. These findings provide potential directions for   osteoporosis. Front Immunol. 2021;12:687551.
            developing diagnostic and therapeutic strategies for OP.     doi: 10.3389/fimmu.2021.687551
            Acknowledgments                                    6.   Fischer V, Haffner-Luntzer M. Interaction between bone
                                                                  and immune cells: Implications for postmenopausal
            None.                                                 osteoporosis. Semin Cell Dev Biol. 2022;123:14-21.
            Funding                                               doi: 10.1016/j.semcdb.2021.05.014

            None.                                              7.   Tyagi AM, Srivastava K, Mansoori MN, Trivedi R,
                                                                  Chattopadhyay  N,  Singh D.  Estrogen  deficiency induces
            Conflict of interest                                  the differentiation of IL-17  secreting Th17  cells: A  new
                                                                  candidate in the pathogenesis of osteoporosis.  PLoS One.
            The authors declare they have no competing interests.  2012;7(9):e44552.
            Author contributions                                  doi: 10.1371/journal.pone.0044552
                                                               8.   Management of osteoporosis in postmenopausal women:
            Conceptualization: Farra Aidah Jumuddin               The 2021 position statement of The North American
            Formal analysis: Zarina Awang                         menopause society. Menopause. 2021;28(9):973-997.
            Investigation: Cuicui Zhou
            Methodology: Cuicui Zhou, Farra Aidah Jumuddin        doi: 10.1097/gme.0000000000001831
            Writing–original draft: Cuicui Zhou                9.   Reid IR. Vitamin D effect on bone mineral density and fractures.
            Writing–review & editing: Cuicui Zhou, Zarina Awang   Endocrinol Metab Clin North Am. 2017;46(4):935-945.

            Ethics approval and consent to participate            doi: 10.1016/j.ecl.2017.07.005
                                                               10.  Weaver CM, Gordon CM, Janz KF,  et al. The national
            Not applicable.
                                                                  osteoporosis foundation’s position statement on peak bone
            Consent for publication                               mass development and lifestyle factors: A systematic review
                                                                  and  implementation  recommendations.  Osteoporos Int.
            Not applicable.                                       2016;27(4):1281-1386.
            Availability of data                                  doi: 10.1007/s00198-015-3440-3
                                                               11.  LeBoff MS, Greenspan SL, Insogna KL, et al. The clinician’s
            Data is available from the corresponding author upon   guide to prevention and treatment of osteoporosis.
            reasonable request.                                   Osteoporos Int. 2022;33(10):2049-2102.

            References                                            doi: 10.1007/s00198-021-05900-y
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            Volume 9 Issue 3 (2025)                        274                         doi: 10.36922/EJMO025240252
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