Serum testosterone, sex hormone‐binding globulin and sex‐specific risk of incident type 2 diabetes in a retrospective primary care cohort
Open accessAbstract
Summary: Objective: Previous studies suggest that androgens have a sexually dimorphic impact on metabolic dysfunction. However, the sex‐specific link between circulating androgens and risk of type 2 diabetes mellitus (T2DM) has not been examined in a large scale, longitudinal cohort, a task we undertook in this study. Design: A retrospective cohort study in a UK primary care database. Patients: We included men and women with available serum testosterone and sex hormone‐binding globulin (SHBG) results. Measurements: We categorized serum concentrations according to clinically relevant cut‐off points and calculated crude and adjusted T2DM Incidence Rate Ratios (IRRs and aIRRs). Results: Serum testosterone concentrations were available in 70 541 men and 81 889 women; serum SHBG was available in 15 907 men and 42 034 women. In comparison to a reference cohort with serum testosterone ≥20 nmol/L, men with lower serum testosterone had a significantly increased risk of T2DM, with the highest risk in those with serum testosterone <7 nmol/L (aIRR 2.71, 95% CI 2.34‐3.14, P < 0.001). In women, the risk of T2DM started to increase significantly when serum testosterone concentrations exceeded 1.5 nmol/L, with the highest risk in women with serum testosterone ≥3.5 nmol/L (aIRR 1.98, 95% CI 1.55‐2.52, P < 0.001). These observations were verified in a continuous rather than categorized analysis. The risk of T2DM increased in men and women with serum SHBG <40 and <50 nmol/L, respectively. Conclusions/Interpretation: In this longitudinal study, we found sexually dimorphic associations between serum testosterone and risk of incident T2DM. Androgen deficiency and excess should be considered important risk factors for diabetes in men and women, respectively.
The claims and statistics of this paper haven’t been checked yet.
Run the check — free, no account needed. It reads the open-access text and checks the sources it cites.
Integrity signals
Registry
Cites
Statistics
Claims the paper makes
The claims and statistics of this paper haven’t been checked yet.
Run the check — free, no account needed. It reads the open-access text and checks the sources it cites.
Claims other papers make about this one
Each is checked against this paper’s own text: does it say what the citing paper says it does?
Lower SHBG was an independent risk factor for the development of T2D, inferring a five- or ninefold higher risk for male and female subjects, respectively, as compared to the reference group.
“In a large longitudinal cohort study, lower SHBG was an independent risk factor for the development of T2D, inferring a five- or ninefold higher risk for male and female subjects, respectively, as compared to the reference group, hereby confirming findings from smaller studies [117–119].”
From Role of sex hormone-binding globulin in the free hormone hypothesis and the relevance of free testosterone in androgen physiology (2022) · cites this paper as [117]
Self-check
Percentages, sums and reported differences re-computed from the paper’s own numbers.
The self-check needs the paper’s full text.
Cites
(2004) · Fertility and Sterility · doi:10.1016/j.fertnstert.2003.10.004 · Cited by 9,050 · see citing works
Sex and Gender Differences in Risk, Pathophysiology and Complications of Type 2 Diabetes Mellitus
Kautzky-Willer, A., Harreiter, J., & Pacini, G. (2016) · Endocrine Reviews · doi:10.1210/er.2015-1137 · Cited by 2,043 · see citing works
Bhasin, S., Cunningham, G. R., Hayes, F. J., Matsumoto, A. M., Snyder, P. J., Swerdloff, R. S., & Montori, V. M. (2010) · The Journal of Clinical Endocrinology & Metabolism · doi:10.1210/jc.2009-2354 · Cited by 1,954 · see citing works
Legro, R. S. (1999) · Journal of Clinical Endocrinology & Metabolism · doi:10.1210/jc.84.1.165 · Cited by 1,743 · see citing works
Testosterone Therapy in Men With Hypogonadism: An Endocrine Society Clinical Practice Guideline.
Bhasin, S., Brito, J. P., Cunningham, G. R., Hayes, F. J., Hodis, H. N., Matsumoto, A. M., Snyder, P. J., Swerdloff, R. S., Wu, F. C., & Yialamas, M. A. (2018) · The Journal of Clinical Endocrinology & Metabolism · doi:10.1210/jc.2018-00229 · Cited by 1,736 · see citing works
Ding, E. L., Song, Y., Malik, V. S., & Liu, S. (2006) · JAMA · doi:10.1001/jama.295.11.1288 · Cited by 1,354 · see citing works
Changes in body composition during androgen deprivation therapy for prostate cancer
Smith, M. R., Finkelstein, J. S., McGovern, F. J., Zietman, A. L., Fallon, M. A., Schoenfeld, D. A., & Kantoff, P. W. (2002) · The Journal of Clinical Endocrinology & Metabolism · doi:10.1210/jcem.87.2.8299 · Cited by 697 · see citing works
Blak, B., Thompson, M., Dattani, H., & Bourke, A. (2011) · Journal of Innovation in Health Informatics · doi:10.14236/jhi.v19i4.820 · Cited by 630 · see citing works
Tajar, A., Forti, G., O'Neill, T. W., Lee, D. M., Silman, A. J., Finn, J. D., Bartfai, G., Boonen, S., Casanueva, F. F., Giwercman, A., et al. (2010) · The Journal of Clinical Endocrinology & Metabolism · doi:10.1210/jc.2009-1796 · Cited by 604 · see citing works
Brand, J. S., van der Tweel, I., Grobbee, D. E., Emmelot-Vonk, M. H., & van der Schouw, Y. T. (2011) · International Journal of Epidemiology · doi:10.1093/ije/dyq158 · Cited by 334 · see citing works
Mass spectrometry and immunoassay: how to measure steroid hormones today and tomorrow
Taylor, A. E., Keevil, B., & Huhtaniemi, I. T. (2015) · European Journal of Endocrinology · doi:10.1530/eje-15-0338 · Cited by 320 · see citing works
Type 2 Diabetes: Demystifying the Global Epidemic
Ranjit Unnikrishnan, I., Pradeepa, R., Joshi, S., & Mohan, V. (2017) · Diabetes · doi:10.2337/db16-0766 · Cited by 310 · see citing works
O’Reilly, M., TAYLOR, A. E. R., Crabtree, N. J., Hughes, B. A., Capper, F., Crowley, R. K., Stewart, P. M., Tomlinson, J., & Arlt, W. (2014) · The Journal of Clinical Endocrinology & Metabolism · doi:10.1210/jc.2013-3399 · Cited by 279 · see citing works
Self-citationTestosterone concentrations in women and men with NIDDM
Andersson, B., Märin, P., Lissner, L., Vermeulen, A., & Björntorp, P. (1994) · Diabetes Care · doi:10.2337/diacare.17.5.405 · Cited by 268 · see citing works
Maraka, S., Ospina, N., Rodríguez-Gutiérrez, R., Davidge-Pitts, C. J., Nippoldt, T., Prokop, L., & Murad, H. (2017) · Journal of Clinical Endocrinology and Metabolism · doi:10.1210/jc.2017-01643 · Cited by 248 · see citing works
Grossmann, M., & Matsumoto, A. M. (2017) · The Journal of Clinical Endocrinology & Metabolism · doi:10.1210/jc.2016-3580 · Cited by 246 · see citing works
O’Reilly, M. W., Kempegowda, P., Walsh, M., Taylor, A. E., Manolopoulos, K. N., Allwood, J. W., Semple, R. K., Hebenstreit, D., Dunn, W. B., Tomlinson, J. W., et al. (2017) · The Journal of Clinical Endocrinology & Metabolism · doi:10.1210/jc.2017-00947 · Cited by 215 · see citing works
Self-citationLong-Term Testosterone Administration Increases Visceral Fat in Female to Male Transsexuals1
Elbers, J. M. H., Asscheman, H., Seidell, J. C., Megens, J. A. J., & Gooren, L. J. (1997) · The Journal of Clinical Endocrinology & Metabolism · doi:10.1210/jcem.82.7.4078 · Cited by 214 · see citing works
Kumarendran, B., O’Reilly, M. W., Manolopoulos, K. N., Toulis, K. A., Gokhale, K. M., Sitch, A. J., Wijeyaratne, C. N., Coomarasamy, A., Arlt, W., & Nirantharakumar, K. (2018) · PLOS Medicine · doi:10.1371/journal.pmed.1002542 · Cited by 206 · see citing works
Self-citationGoodman‐Gruen, D., & Barrett-Connor, E. L. (2000) · Diabetes Care · doi:10.2337/diacare.23.7.912 · Cited by 202 · see citing works
Rubin, K. H., Glintborg, D., Nybo, M., Abrahamsen, B., & Andersen, M. (2017) · The Journal of Clinical Endocrinology & Metabolism · doi:10.1210/jc.2017-01354 · Cited by 195 · see citing works
Interactions of sex hormone-binding globulin with target cells
Rosner, W., Hryb, D. J., Kahn, S. M., Nakhla, A. M., & Romas, N. A. (2009) · Molecular and Cellular Endocrinology · doi:10.1016/j.mce.2009.08.009 · Cited by 168 · see citing works
Approach to the patient with hypogonadotropic hypogonadism
Silveira, L. F. G., & Latronico, A. C. (2013) · The Journal of Clinical Endocrinology & Metabolism · doi:10.1210/jc.2012-3550 · Cited by 161 · see citing works
Dean, J. D., McMahon, C. G., Guay, A. T., Morgentaler, A., Althof, S. E., Becher, E. F., Bivalacqua, T. J., Burnett, A. L. “., Buvat, J., Meliegy, A. E., et al. (2015) · The Journal of Sexual Medicine · doi:10.1111/jsm.12952 · Cited by 159 · see citing works
Relationships of Circulating Sex Hormone–Binding Globulin With Metabolic Traits in Humans
Peter, A., Kantartzis, K., Machann, J., Schick, F., Staiger, H., Machicao, F. E., Schleicher, E. D., Fritsche, A., Häring, H., & Stefan, N. (2010) · Diabetes · doi:10.2337/db10-0179 · Cited by 156 · see citing works
MECHANISMS IN ENDOCRINOLOGY: The sexually dimorphic role of androgens in human metabolic disease
Schiffer, L., Kempegowda, P., Arlt, W., & O’Reilly, M. (2017) · European Journal of Endocrinology · doi:10.1530/eje-17-0124 · Cited by 154 · see citing works
Self-citationMuka, T., Nano, J., Jaspers, L., Meun, C., Bramer, W. M., Albert Hofman, D., Dehghan, A., Kavousi, M., Laven, J. S. E., & Franco, O. H. (2016) · Diabetes · doi:10.2337/db16-0473 · Cited by 138 · see citing works
Self-citationKontopantelis, E., Reeves, D., Valderas, J. M., Campbell, S., & Doran, T. (2012) · BMJ Quality & Safety · doi:10.1136/bmjqs-2012-001033 · Cited by 123 · see citing works
Bhasin, S., Jasjua, G. K., Pencina, M. J., D’Agostino, R. B., Coviello, A. D., Vasan, R. S., & Travison, T. G. (2011) · Diabetes Care · doi:10.2337/dc11-0888 · Cited by 120 · see citing works
The Effect of Testosterone on Cardiovascular Biomarkers in the Testosterone Trials
Mohler, E. R., Ellenberg, S. S., Lewis, C. E., Wenger, N. K., Budoff, M. J., Lewis, M. R., Barrett-Connor, E. L., Swerdloff, R. S., Stephens‐Shields, A. J., Bhasin, S., et al. (2017) · The Journal of Clinical Endocrinology & Metabolism · doi:10.1210/jc.2017-02243 · Cited by 116 · see citing works
Androgen excess and metabolic disorders in women with PCOS: beyond the body mass index
Condorelli, R. A., Calogero, A. E., Mauro, M. D., Mongioì, L. M., Cannarella, R., Rosta, G., & Vignera, S. L. (2017) · Journal of Endocrinological Investigation · doi:10.1007/s40618-017-0762-3 · Cited by 104 · see citing works
Eriksson, J., Haring, R., Grarup, N., Vandenput, L., Wallaschofski, H., Lorentzen, E., Hansen, T., Mellström, D., Pedersen, O., Nauck, M., et al. (2017) · PLOS ONE · doi:10.1371/journal.pone.0176277 · Cited by 101 · see citing works
Mongraw‐Chaffin, M., Anderson, C. A. M., Allison, M., Ouyang, P., Szklo, M., Vaidya, D. M., Woodward, M., & Golden, S. H. (2015) · The Journal of Clinical Endocrinology & Metabolism · doi:10.1210/jc.2014-2934 · Cited by 92 · see citing works
Toulis, K. A., Willis, B. H., Marshall, T. P., Kumarendran, B., Gokhale, K. M., Ghosh, S., Thomas, G. N., Cheng, K. K., Narendran, P., Hanif, W., et al. (2017) · The Journal of Clinical Endocrinology & Metabolism · doi:10.1210/jc.2016-3446 · Cited by 77 · see citing works
Self-citationYu, I.-C. I., Lin, H., Sparks, J. D., Yeh, S., & Chang, C. (2014) · Diabetes · doi:10.2337/db13-1505 · Cited by 71 · see citing works
Type 1 diabetes mellitus and risk of incident epilepsy: a population-based, open-cohort study
Dafoulas, G., Toulis, K. A., McCorry, D., Kumarendran, B., Thomas, G. N., Willis, B. H., Gokhale, K. M., Gkoutos, G. V., Narendran, P., & Nirantharakumar, K. (2016) · Diabetologia · doi:10.1007/s00125-016-4142-x · Cited by 69 · see citing works
Self-citationFenske, B., Kische, H., Groß, S., Wallaschofski, H., Völzke, H., Dörr, M., Nauck, M. A., Keevil, B. G., Brabant, G. E., & Haring, R. (2015) · The Journal of Clinical Endocrinology & Metabolism · doi:10.1210/jc.2015-2546 · Cited by 59 · see citing works
Joyce, K. E., Biggs, M. L., Djoussé, L., Ix, J. H., Kizer, J. R., Siscovick, D. S., Shores, M. M., Matsumoto, A. M., & Mukamal, K. J. (2016) · The Journal of Clinical Endocrinology & Metabolism · doi:10.1210/jc.2016-2623 · Cited by 40 · see citing works
Petersen, I., Collings, S., McCrea, R. L., Nazareth, I., Osborn, D., Cowen, P. J., & Sammon, C. (2017) · Clinical Epidemiology · doi:10.2147/clep.s118336 · Cited by 40 · see citing works
Huang, G., Pencina, K. M., Li, Z., Basaria, S., Bhasin, S., Travison, T. G., Storer, T. W., Harman, S. M., & Tsitouras, P. (2018) · The Journal of Clinical Endocrinology & Metabolism · doi:10.1210/jc.2017-02545 · Cited by 40 · see citing works
The free androgen index is inaccurate in women when the SHBG concentration is low
Keevil, B. G., Adaway, J., Fiers, T., Moghetti, P., & Kaufman, J. (2018) · Clinical Endocrinology · doi:10.1111/cen.13561 · Cited by 35 · see citing works
The role of sex hormone-binding globulin and testosterone in the risk of incident metabolic syndrome
Haring, R., Völzke, H., Spielhagen, C., Nauck, M. A., & Wallaschofski, H. (2012) · European Journal of Preventive Cardiology · doi:10.1177/2047487312452965 · Cited by 34 · see citing works
Toulis, K. A., Hanif, W., Saravanan, P., Willis, B. H., Marshall, T. P., Kumarendran, B., Gokhale, K. M., Ghosh, S. K., Cheng, K. K., Narendran, P., et al. (2017) · Diabetes & Metabolism · doi:10.1016/j.diabet.2017.02.003 · Cited by 28 · see citing works
Self-citationMANAGEMENT OF ENDOCRINE DISEASE Hyperandrogenic states in women: pitfalls in laboratory diagnosis
PUGEAT, M. M., Plotton, I., de la Perrière, A. B., Raverot, G., Déchaud, H., & Raverot, V. (2018) · European Journal of Endocrinology · doi:10.1530/eje-17-0776 · Cited by 20 · see citing works
Sammon, C., & Petersen, I. (2016) · Pharmacoepidemiology and Drug Safety · doi:10.1002/pds.3981 · Cited by 8 · see citing works
Flagged first, then by citations
Cited by
Sorted by citations
Narinx, N., David, K., Walravens, J., Vermeersch, P., Claessens, F., Fiers, T., Lapauw, B., Antonio, L., & Vanderschueren, D. (2022) · Cellular and Molecular Life Sciences · doi:10.1007/s00018-022-04562-1 · Cited by 96 · see citing works
Late‐onset hypogonadism: metabolic impact
Grossmann, M., Ng Tang Fui, M., & Cheung, A. S. (2020) · Andrology · doi:10.1111/andr.12705 · Cited by 95 · see citing works
The clinical and biochemical significance of 11-oxygenated androgens in human health and disease
Storbeck, K.-H., & O’Reilly, M. W. (2023) · European Journal of Endocrinology · doi:10.1093/ejendo/lvad047 · Cited by 63 · see citing works
Self-citationHuang, G., Pencina, K. M., Li, Z., Basaria, S., Bhasin, S., Travison, T. G., Storer, T. W., Harman, S. M., & Tsitouras, P. (2018) · The Journal of Clinical Endocrinology & Metabolism · doi:10.1210/jc.2017-02545 · Cited by 40 · see citing works
Raeisi-Dehkordi, H., Amiri, M., Rathmann, W., Zeller, T., Adamski, J., Bano, A., van der Schouw, Y. T., Thorand, B., Muka, T., & Nano, J. (2024) · European Journal of Epidemiology · doi:10.1007/s10654-024-01136-2 · Cited by 11 · see citing works
Self-citation
- Authors
- O’Reilly, M. W., Glisic, M., Kumarendran, B., Subramanian, A., Manolopoulos, K. N., Tahrani, A. A., Keerthy, D., Muka, T., Toulis, K. A., Hanif, W., Thomas, G. N., Franco, O. H., Arlt, W., & Nirantharakumar, K.
- Affiliations
- University of Birmingham (GB)
- Department of Epidemiology Erasmus University Medical Centre Rotterdam The Netherlands
- University of Kelaniya (LK)
- Institute of Applied Health Research University of Birmingham Birmingham UK
- Erasmus MC (NL)
- Centre for Endocrinology, Diabetes and Metabolism Birmingham Health Partners Birmingham UK
- University of Bern (CH)
- Corresponding author
- Nirantharakumar, Krishnarajah
- ORCID
- Venue
- Clinical Endocrinology
- Publisher
- Wiley
- Published
- 2018-10-23
- Volume
- 90
- Issue
- 1
- Pages
- 145-154
- ISSN
- 0300-0664 (ISSN-L)
- 1365-2265
- PMC
- PMC6334272
- OpenAlex
- W2892543413
- Cited by
- 72
- References
- 46
- Citations by year
- 2026: 8 · 2025: 7 · 2024: 14 · 2023: 8 · 2022: 7 · 2021: 9 · 2020: 9 · 2019: 6 · 2018: 2 · 2017: 1
- FWCI
- 5.17
- Type
- journal article
- Language
- en
- Open access
- hybrid
- doi.org
- Licence
- Locations
- Clinical Endocrinology (publishedVersion, cc-by)
- Europe PMC (PubMed Central) (publishedVersion, other-oa)
- PubMed Central (publishedVersion, cc-by)
- PubMed (publishedVersion)
- EUR Research Repository (Erasmus University Rotterdam) (publishedVersion, other-oa)
- EUR Research Repository (Erasmus University Rotterdam) (submittedVersion, other-oa)
- RePub (Erasmus University Rotterdam) (submittedVersion, other-oa)
- BORIS (University Library Bern) (submittedVersion, other-oa)
- University of Birmingham Research Portal (University of Birmingham) (submittedVersion, cc-by)
- Spiral (Imperial College London) (submittedVersion, cc-by)
- Open Access CRIS of the University of Bern
- Funders
- Wellcome Trust (209492/Z/17/Z)
- National Institute on Handicapped Research
- Topics
- Health Sciences › Medicine › Endocrinology, Diabetes and Metabolism › Hormonal and reproductive studies
- Health Sciences › Medicine › Endocrinology, Diabetes and Metabolism › Diabetes, Cardiovascular Risks, and Lipoproteins
- Health Sciences › Medicine › Reproductive Medicine › Ovarian function and disorders
- Keywords
- type 2 diabetes, testosterone, sex hormone-binding globulin, androgens, sex differences, androgen deficiency, hyperandrogenism, diabetes risk, primary care cohort
- MeSH terms
- Adult, Aged, Androgens, Diabetes Mellitus, Type 2, Female, Humans, Longitudinal Studies, Male, Middle Aged, Primary Health Care, Retrospective Studies, Risk Factors, Sex Factors, Sex Hormone-Binding Globulin, Testosterone, Cohort Studies, Young Adult
About these checks
Registry, retraction, Cites and statistics results are computed, not judged, with one exception: a printed reference that no index lists is read once by a model before it counts as a citation error. Claims are extracted by a model and kept only when their quote appears verbatim in the text; each cited source is then checked, with a model’s help, for whether it says what the claim relies on. Those verdicts can be wrong — read the claim’s quote and the cited source before relying on one.
Statistics and arithmetic are recomputed, not judged.
Confidence bands are shown only for fields calibrated on our annotated test set. None is calibrated yet, so no band is shown.
What counts as a claim ›How we measure confidence ›How we check this ›
Are you an author, or do you see a problem with this page? Request a review