Evidence map›Paper›PMID 41347644›Full record

ArticleBone & joint research2025

Complex network model reveals the positive effect of melatonin on bone parameters in rats with induced hypoestrogenism.

Milena Rossales Castro, Taciane Maria Melges Pejon, Claudio Alexandre Gobatto, Wladimir Rafael Beck

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Article in Bone & joint research, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.

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5 · Who and what money

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4 authors.

Milena Rossales CastroDepartment of Physiological Sciences, Center of Biological and Health Sciences, Federal University of São Carlos, São Carlos, Brazil.
Taciane Maria Melges PejonDepartment of Physiological Sciences, Center of Biological and Health Sciences, Federal University of São Carlos, São Carlos, Brazil.
Claudio Alexandre GobattoDepartment of Physical Education, Faculty of Applied Sciences, State University of Campinas, Campinas, Brazil.
Wladimir Rafael BeckDepartment of Physiological Sciences, Center of Biological and Health Sciences, Federal University of São Carlos, São Carlos, Brazil.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Aims: Melatonin (MEL) has been investigated as a strategy to prevent bone loss related to oestrogen deficiency. However, its systemic impact on multiple bone properties is not completely established. This study evaluated the effects of chronic MEL administration on bone parameters commonly compromised by hypoestrogenism, using complex network analyses as an innovative approach to integrate bone outcomes. Methods: A total of 40 female Wistar rats were allocated into four groups: control + vehicle (CG), ovariectomized + vehicle (OG), melatonin (MG), and ovariectomized + melatonin (MOG). OG and MOG underwent bilateral ovariectomy (OVX) at 15 weeks of age. One week later, animals received daily melatonin (MG and MOG, 10 mg.kg Results: Traditional analyses confirmed that OVX impaired bone health, while MEL treatment improved mechanical strength and preserved bone properties. Overall, treated animals exhibited values closer to CG than to OG and complex network analyses elucidated the physiological adjustments in response to interventions. Centrality metrics indicated that MEL modulated parameters to enhance the bone's load-bearing capacity, while biophysical aspects were more central in other groups and became key connectors in MG with Betweenness centrality. Conclusion: Our results suggest that MEL administration positively influences bone mechanics under different stress conditions and prevents deterioration related to osteometabolic disorders caused by OVX. Complex network analyses highlighted biomechanical variables as central in groups treated with MEL, while biophysical variables acted as key connectors. These findings provide an integrative understanding of the physiological adaptations promoted by MEL to maintain bone strength, through reorganization of the functional importance of biomechanical and biophysical parameters under hypoestrogenism conditions over 12 weeks.

Identifiers

PMID41347644
PMCPMC12679668

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