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ORIGINAL RESEARCH article

Front. Aging

Sec. Genetics, Genomics and Epigenomics of Aging

This article is part of the Research TopicGenome-Environment Interactions in the Aging ProcessView all articles

Gene–Gene and Gene–Environment Interactions among CYP19A1, ESR1, IL6, IL6R, IL1β, RANK and RANKL variants associated with Osteoporosis and Hip Fracture in Mexican Women

Provisionally accepted
Antonio  Miranda-DuarteAntonio Miranda-Duarte1Valeria  Ponce de León-SuárezValeria Ponce de León-Suárez1Alberto  Hidalgo BravoAlberto Hidalgo Bravo1Rafael  Velazquez-CruzRafael Velazquez-Cruz2Esperanza  Ramírez-PérezEsperanza Ramírez-Pérez1O.  Celeste Martínez-RamírezO. Celeste Martínez-Ramírez3Clementina  Castro-HernándezClementina Castro-Hernández4Blanca  Barredo-PrietoBlanca Barredo-Prieto1LEONORA  CASAS-AVILALEONORA CASAS-AVILA1*
  • 1INSTITUTO NACIONAL DE REHABILITACIÓN LUIS GUILLERMO IBARRA IBARRA, Mexico, Mexico
  • 2Instituto Nacional de Medicina Genomica, Mexico City, Mexico
  • 3Universidad Autonoma del Estado de Morelos, Cuernavaca, Mexico
  • 4Universidad Nacional Autonoma de Mexico Instituto de Investigaciones Biomedicas, Mexico City, Mexico

The final, formatted version of the article will be published soon.

Background: Osteoporosis is a complex disease influenced by genetic variants, environmental factors, and comorbidities. While individual single-nucleotide variants (SNVs) have been associated with disease risk, limited data are available on how gene–gene and gene–environment interactions contribute to osteoporosis and fracture susceptibility in Mexican women. Method: In this case–control study, we evaluated the association of SNVs in estrogen receptor alpha (ESR1), aromatase (CYP19A1), interleukin 6 (IL6) and its receptor (IL6R), interleukin 1 beta (IL1β), Receptor activator of nuclear factor κ B (RANK) and its ligand (RANKL) genes, with the risk of osteoporosis and hip fracture, as well as their gene-gene and gene-environment interactions, in 609 Mexican women (169 with osteoporosis, 205 with hip fracture, and 235 controls), by real time PCR with TaqMan probes. In addition, multifactor dimensionality reduction (MDR) software was used to detect gene–gene interactions and gene-environment interactions. Results: The GA and AA genotypes of RANK rs3018362 were significantly associated with increased osteoporosis risk (OR = 2.08 [1.08–3.98] and 2.76 [1.21–6.30], respectively) while the CC genotype of ESR1 rs2234693 was associated with reduced risk (OR = 0.28 [0.11–0.69]). For hip fracture, ESR1 rs2234693 (CC genotype) was protective (OR = 0.30 [0.12–0.75]), whereas RANK rs3018362 (AA genotype) increased risk (OR = 2.4 [1.01–6.06]). A significant gene–gene interaction between ESR1 (rs2228480) and RANK (rs3018362) increased osteoporosis risk (OR = 2.1 [1.4–3.2], CVC = 10/10), and a gene–gene model involving ESR1, IL6R, IL1β, and RANKL was identified for hip fracture (CVC = 8/10). In osteoporosis, a gene–environment interaction was observed between CYP19A1 SNVs (rs700518, rs1062033, rs4775936, rs767199), IL1β rs16944, and 10-year probability of major fracture (CVC = 10/10). This is a provisional file, not the final typeset article Conclusion: Our findings suggest that RANK and ESR1 variants are independently and interactively associated with osteoporosis and fracture risk, and that gene–gene and gene–environment interactions play a critical role in disease susceptibility among Mexican women.

Keywords: gene-environment interaction, gene-gene interaction, Hip fracture, Osteoporosis, Single nucleotide variants

Received: 16 Dec 2025; Accepted: 03 Feb 2026.

Copyright: © 2026 Miranda-Duarte, Ponce de León-Suárez, Hidalgo Bravo, Velazquez-Cruz, Ramírez-Pérez, Martínez-Ramírez, Castro-Hernández, Barredo-Prieto and CASAS-AVILA. This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY). The use, distribution or reproduction in other forums is permitted, provided the original author(s) or licensor are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms.

* Correspondence: LEONORA CASAS-AVILA

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