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Original Research

Open Access

Integrative analysis of GTEx data reveals associations between multi-tissue transcriptomes and human spermatogenic dysfunction

  • Xing An1,2,3
  • Shao-Qing Chen1,4
  • Shimin Wang1
  • Feng-Yun Xie1,4
  • Yingyu Chen2,3,*,
  • Jun-Yu Ma1,4,5,*,

1Guangzhou Key Laboratory of Metabolic Diseases and Reproductive Health, The Affiliated Guangdong Second Provincial General Hospital of Jinan University, 510317 Guangzhou, Guangdong, China

2Fujian Institute of Hematology, Fujian Medical University Union Hospital, 350122 Fuzhou, Fujian, China

3The School of Medical Technology and Engineering, Fujian Medical University, 350122 Fuzhou, Fujian, China

4Reproductive Medicine Center, The Affiliated Guangdong Second Provincial General Hospital of Jinan University, 510317 Guangzhou, Guangdong, China

5The Second School of Clinical Medicine, Southern Medical University, 510515 Guangzhou, Guangdong, China

DOI: 10.22514/jomh.2026.039 Vol.22,Issue 5,May 2026 pp.35-47

Submitted: 06 January 2026 Accepted: 26 March 2026

Published: 30 May 2026

*Corresponding Author(s): Yingyu Chen E-mail: chenyingyu@fjmu.edu.cn
*Corresponding Author(s): Jun-Yu Ma E-mail: majy@gd2h.org.cn

Abstract

Background: The decline in male sperm production capacity may be related not only to the testes themselves but also may be indirectly influenced by other tissues outside the testes. However, the association between extragonadal tissues and testicular function has not been systematically investigated. Methods: Using the public Genotype-Tissue Expression database (GTEx) bulk RNA-seq dataset, we stratified GTEx subjects into testis functional “good” and “poor” groups based on the expression profiles of spermatogenesis-related genes in testicular tissues. To identify the influence of extragonadal tissues on male fertility, we then compared RNA-seq data of various non-testicular tissues between these two groups. Results: Our findings reveal significant associations between testicular function and the pituitary gland, adrenal gland, lungs, liver, and key brain regions involved in neuroendocrine regulation, including the amygdala, substantia nigra, anterior cingulate cortex, and frontal cortex. Conclusions: These results suggest potential extragonadal pathways that may be associated with male fertility, and provide potential candidate biomarkers for testicular dysfunction diagnosis.


Keywords

Testis; Spermatogenesis; Extragonadal tissues; Brain regions; Lung; Liver; HPT axis; Adrenal gland


Cite and Share

Xing An,Shao-Qing Chen,Shimin Wang,Feng-Yun Xie,Yingyu Chen,Jun-Yu Ma. Integrative analysis of GTEx data reveals associations between multi-tissue transcriptomes and human spermatogenic dysfunction. Journal of Men's Health. 2026. 22(5);35-47.

References

[1] Guzman-Jimenez A, Gonzalez-Munoz S, Cervan-Martin M, Garrido N, Castilla JA, Gonzalvo MC, et al. A comprehensive study of common and rare genetic variants in spermatogenesis-related loci identifies new risk factors for idiopathic severe spermatogenic failure. Human Reproduction Open. 2024; 2024: hoae069.

[2] Badejogbin OC, Chijioke-Agu OE, Olubiyi MV, Agunloye MO. Pathogenesis of testicular dysfunction in diabetes: exploring the mechanism and therapeutic interventions. Journal of Assisted Reproduction and Genetics. 2025; 42: 367–379.

[3] Nargund VH. Effects of psychological stress on male fertility. Nature Reviews Urology. 2015; 12: 373–382.

[4] Filova B, Ostatnikova D, Celec P, Hodosy J. The effect of testosterone on the formation of brain structures. Cells Tissues Organs. 2013; 197: 169–177.

[5] Zhang Y, Chen M, Chen H, Mi S, Wang C, Zuo H, et al. Testosterone reduces hippocampal synaptic damage in an androgen receptor-independent manner. Journal of Endocrinology. 2024; 260: e230114.

[6] Selvage DJ, Parsons L, Rivier C. Role played by brainstem neurons in regulating testosterone secretion via a direct neural pathway between the hypothalamus and the testes. Endocrinology. 2006; 147: 3070–3075.

[7] Matos B, Publicover SJ, Castro LFC, Esteves PJ, Fardilha M. Brain and testis: more alike than previously thought? Open Biology. 2021; 11: 200322.

[8] Burgess DJ. Reaching completion for GTEx. Nature Reviews Genetics. 2020; 21: 717.

[9] Xia TJ, Xie FY, Fan QC, Yin S, Ma JY. Analysis of factors affecting testicular spermatogenesis capacity by using the tissue transcriptome data from GTEx. Reproductive Toxicology. 2023; 117: 108359.

[10] Virshup I, Rybakov S, Theis FJ, Angerer P, Wolf FA. anndata: access and store annotated data matrices. Journal of Open Source Software. 2024; 9: 4371.

[11] Wolf FA, Angerer P, Theis FJ. SCANPY: large-scale single-cell gene expression data analysis. Genome Biology. 2018; 19: 15.

[12] Cui L, Nie X, Guo Y, Ren P, Guo Y, Wang X, et al. Single-cell transcriptomic atlas of the human testis across the reproductive lifespan. Nature Aging. 2025; 5: 658–674.

[13] Angel A, Naom L, Nabet-Levy S, Aran D. xCell 2.0: robust algorithm for cell type proportion estimation predicts response to immune checkpoint blockade. Genome Biology. 2025; 26: 335.

[14] Guo J, Grow EJ, Mlcochova H, Maher GJ, Lindskog C, Nie X, et al. The adult human testis transcriptional cell atlas. Cell Research. 2018; 28: 1141–1157.

[15] Wang W, Grimmer JF, Van De Water TR, Lufkin T. Hmx2 and Hmx3 homeobox genes direct development of the murine inner ear and hypothalamus and can be functionally replaced by Drosophila Hmx. Developmental Cell. 2004; 7: 439–453.

[16] Zelent D, Golson ML, Koeberlein B, Quintens R, van Lommel L, Buettger C, et al. A glucose sensor role for glucokinase in anterior pituitary cells. Diabetes. 2006; 55: 1923–1929.

[17] Paliwal A, Paliwal V, Jain S, Paliwal S, Sharma S. Current insight on the role of glucokinase and glucokinase regulatory protein in diabetes. Mini-Reviews in Medicinal Chemistry. 2024; 24: 674–688.

[18] Malendowicz LK, Ziolkowska A, Rucinski M. Neuromedins U and S involvement in the regulation of the hypothalamo-pituitary-adrenal axis. Frontiers in Endocrinology. 2012; 3: 156.

[19] Krsmanovic LZ, Stojilkovic SS, Balla T, al-Damluji S, Weiner RI, Catt KJ. Receptors and neurosecretory actions of endothelin in hypothalamic neurons. Proceedings of the National Academy of Sciences of the United States of America. 1991; 88: 11124–11128.

[20] Vienberg SG, Kleinridders A, Suzuki R, Kahn CR. Differential effects of angiopoietin-like 4 in brain and muscle on regulation of lipoprotein lipase activity. Molecular Metabolism. 2015; 4: 144–150.

[21] Guan F, Zhang T, Liu X, Han W, Lin H, Li L, et al. Evaluation of voltage-dependent calcium channel gamma gene families identified several novel potential susceptible genes to schizophrenia. Scientific Reports. 2016; 6: 24914.

[22] Kusano S, Kukimoto-Niino M, Hino N, Ohsawa N, Okuda K, Sakamoto K, et al. Structural basis for extracellular interactions between calcitonin receptor-like receptor and receptor activity-modifying protein 2 for adrenomedullin-specific binding. Protein Science. 2012; 21: 199–210.

[23] Cao J, Belousoff MJ, Liang YL, Johnson RM, Josephs TM, Fletcher MM, et al. A structural basis for amylin receptor phenotype. Science. 2022; 375: eabm9609.

[24] McLatchie LM, Fraser NJ, Main MJ, Wise A, Brown J, Thompson N, et al. RAMPs regulate the transport and ligand specificity of the calcitonin-receptor-like receptor. Nature. 1998; 393: 333–339.

[25] Poewe W, Seppi K, Tanner CM, Halliday GM, Brundin P, Volkmann J, et al. Parkinson disease. Nature Reviews Disease Primers. 2017; 3: 17013.

[26] Marusak HA, Thomason ME, Peters C, Zundel C, Elrahal F, Rabinak CA. You say ‘prefrontal cortex’ and I say ‘anterior cingulate’: meta-analysis of spatial overlap in amygdala-to-prefrontal connectivity and internalizing symptomology. Translational Psychiatry. 2016; 6: e944.

[27] Liu Y, Zhang S, Liu K, Hu XJ, Gu XY. Advances in drug discovery based on network pharmacology and omics technology. Current Pharmaceutical Analysis. 2024; 21: 33–43.

[28] Wang Z, Zhao Y, Zhang L. Emerging trends and hot topics in the application of multi-omics in drug discovery: a bibliometric and visualized study. Current Pharmaceutical Analysis. 2024; 21: 20–32.

[29] Lyu Q, Huang L, Liu G, Shen WT. DrugtargetMR, an integrated software for identifying genetic determinants underlying human complex traits. Med Research. 2025; 1: 141–145.

[30] Fang Y, Kong Y, Rong G, Luo QC, Liao WJ, Zeng DQ. Systematic investigation of tumor microenvironment and antitumor immunity with IOBR. Med Research. 2025; 1: 136–140.

[31] Houston BJ, Riera-Escamilla A, Wyrwoll MJ, Salas-Huetos A, Xavier MJ, Nagirnaja L, et al. A systematic review of the validated monogenic causes of human male infertility: 2020 update and a discussion of emerging gene-disease relationships. Human Reproduction Update. 2021; 28: 15–29.

[32] Tesarik J. Lifestyle and environmental factors affecting male fertility, individual predisposition, prevention, and intervention. International Journal of Molecular Sciences. 2025; 26: 2797.

[33] Hewitt RJ, Lloyd CM. Regulation of immune responses by the airway epithelial cell landscape. Nature Reviews Immunology. 2021; 21: 347–362.

[34] Kubes P, Jenne C. Immune responses in the liver. Annual Review of Immunology. 2018; 36: 247–277.

[35] Sharma A, Minhas S, Dhillo WS, Jayasena CN. Male infertility due to testicular disorders. The Journal of Clinical Endocrinology and Metabolism. 2021; 106: e442–e459.

[36] Li J, Yao Y, Shang B, Xie Y, Yin H, Song Y, et al. Ambient air pollution, low-grade inflammation, and lung function: evidences from the UK Biobank. Ecotoxicology and Environmental Safety. 2024; 284: 116998.

[37] Brannigan RE, Hermanson L, Kaczmarek J, Kim SK, Kirkby E, Tanrikut C. Updates to male infertility: AUA/ASRM guideline (2024). Journal of Urology. 2024; 212: 789–799.

[38] Purves-Tyson TD, Handelsman DJ, Double KL, Owens SJ, Bustamante S, Weickert CS. Testosterone regulation of sex steroid-related mRNAs and dopamine-related mRNAs in adolescent male rat substantia nigra. BMC Neuroscience. 2012; 13: 95.


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