The DOI matches its Crossref record; 49 of the 50 references it cites were found in a registry or an index.
Alterations in Gut Microbiome Composition and Barrier Function Are Associated with Reproductive and Metabolic Defects in Women with Polycystic Ovary Syndrome (PCOS): A Pilot Study
Open accessAbstract
BACKGROUND: Polycystic ovary syndrome (PCOS) is a common female endocrinopathy of unclear origin characterized by hyperandrogenism, oligo-/anovulation, and ovarian cysts. Women with PCOS frequently display overweight, insulin resistance, and systemic low-grade inflammation. We hypothesized that endotoxemia resulting from a leaky gut is associated with inflammation, insulin resistance, fat accumulation, and hyperandrogenemia in PCOS. In this pilot study, we compared the stool microbiome, gut permeability, and inflammatory status of women with PCOS and healthy controls. METHODS: 16S rRNA gene amplicon sequencing was performed on stool samples from 24 PCOS patients and 19 healthy controls. Data processing and microbiome analysis were conducted in mothur and QIIME using different relative abundance cut-offs. Gut barrier integrity, endotoxemia, and inflammatory status were evaluated using serum and stool markers and associations with reproductive, metabolic, and anthropometric parameters were investigated. RESULTS: The stool microbiome of PCOS patients showed a lower diversity and an altered phylogenetic composition compared to controls. We did not observe significant differences in any taxa with a relative abundance>1%. When looking at rare taxa, the relative abundance of bacteria from the phylum Tenericutes, the order ML615J-28 (phylum Tenericutes) and the family S24-7 (phylum Bacteroidetes) was significantly lower and associated with reproductive parameters in PCOS patients. Patients showed alterations in some, but not all markers of gut barrier function and endotoxemia. CONCLUSION: Patients with PCOS have a lower diversity and an altered phylogenetic profile in their stool microbiome, which is associated with clinical parameters. Gut barrier dysfunction and endotoxemia were not driving factors in this patient cohort, but may contribute to the clinical phenotype in certain PCOS patients.
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“Similar to microbiomes associated with obesity, the microbiomes of individuals with PCOS have generally been found to have lower alpha diversity (lower numbers of bacterial taxa) than controls, and most studies describe an altered composition of taxa relative to controls [140,143].”
From Polycystic Ovary Syndrome: An Evolutionary Adaptation to Lifestyle and the Environment (2022) · cites this paper as [143]
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“Although most studies are small, dysbiosis has consistently been found to correlate with different physiological parameters, such as obesity, sex hormones and metabolic defects [140,141,143].”
From Polycystic Ovary Syndrome: An Evolutionary Adaptation to Lifestyle and the Environment (2022) · cites this paper as [143]
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“Dysbiosis is a consistent finding when looking at the microbiome of women with PCOS [140,141,142,143].”
From Polycystic Ovary Syndrome: An Evolutionary Adaptation to Lifestyle and the Environment (2022) · cites this paper as [143]
Experimental — accuracy not yet measuredIn the citing paper
“Alternative mechanisms of the pathogenesis of prediabetes and T2D in subjects with PCOS are muscle mitochondrial dysfunction [28] and the gut microbiome [29].”
From From Prediabetes to Type 2 Diabetes Mellitus in Women with Polycystic Ovary Syndrome: Lifestyle and Pharmacological Management (2020) · cites this paper as [29]
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“However, all diets that aim to reduce weight are considered beneficial [29].”
From From Prediabetes to Type 2 Diabetes Mellitus in Women with Polycystic Ovary Syndrome: Lifestyle and Pharmacological Management (2020) · cites this paper as [29]
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Citations
Cites
QIIME allows analysis of high-throughput community sequencing data
Caporaso, J. G., Kuczynski, J., Stombaugh, J., Bittinger, K., Bushman, F. D., Costello, E. K., Fierer, N., Peña, A. G., Goodrich, J. K., Gordon, J. I., et al. (2010) · Nature Methods · doi:10.1038/nmeth.f.303 · Cited by 34,887
Search and clustering orders of magnitude faster than BLAST
Edgar, R. C. (2010) · Bioinformatics · doi:10.1093/bioinformatics/btq461 · Cited by 21,098
An obesity-associated gut microbiome with increased capacity for energy harvest
Turnbaugh, P. J., Ley, R. E., Mahowald, M. A., Magrini, V., Mardis, E. R., & Gordon, J. I. (2006) · Nature · doi:10.1038/nature05414 · Cited by 12,444
Greengenes, a Chimera-Checked 16S rRNA Gene Database and Workbench Compatible with ARB
DeSantis, T. Z., Hugenholtz, P., Larsen, N., Rojas, M., Brodie, E. L., Keller, K., Huber, T., Dalevi, D., Hu, P., & Andersen, G. L. (2006) · Applied and Environmental Microbiology · doi:10.1128/aem.03006-05 · Cited by 10,891 · cited 1×
“Open reference operational taxonomic unit (OTU) picking was performed in QIIME 1.8.0 using UCLUST against the greengenes 13.8 database [30–32].”
Influential(2004) · Fertility and Sterility · doi:10.1016/j.fertnstert.2003.10.004 · Cited by 9,050
UniFrac: a New Phylogenetic Method for Comparing Microbial Communities
Lozupone, C., & Knight, R. (2005) · Applied and Environmental Microbiology · doi:10.1128/aem.71.12.8228-8235.2005 · Cited by 8,227
A core gut microbiome in obese and lean twins
Turnbaugh, P. J., Hamady, M., Yatsunenko, T., Cantarel, B. L., Duncan, A., Ley, R. E., Sogin, M. L., Jones, W. J., Roe, B. A., Affourtit, J. P., et al. (2009) · Nature · doi:10.1038/nature07540 · Cited by 7,823
Kozich, J. J., Westcott, S. L., Baxter, N. T., Highlander, S. K., & Schloss, P. D. (2013) · Applied and Environmental Microbiology · doi:10.1128/aem.01043-13 · Cited by 7,246
A metagenome-wide association study of gut microbiota in type 2 diabetes
Qin, J., Li, Y., Cai, Z., Li, S., Zhu, J., Zhang, F., Liang, S., Zhang, W., Guan, Y., Shen, D., et al. (2012) · Nature · doi:10.1038/nature11450 · Cited by 6,762
Metabolic Endotoxemia Initiates Obesity and Insulin Resistance
Cani, P. D., Amar, J., Iglesias, M. A., Poggi, M., Knauf, C., Bastelica, D., Neyrinck, A. M., Fava, F., Tuohy, K. M., Chabo, C., et al. (2007) · Diabetes · doi:10.2337/db06-1491 · Cited by 6,638
The gut microbiota as an environmental factor that regulates fat storage
Bäckhed, F., Ding, H., Wang, T., Hooper, L. V., Koh, G. Y., Nagy, A., Semenkovich, C. F., & Gordon, J. I. (2004) · Proceedings of the National Academy of Sciences · doi:10.1073/pnas.0407076101 · Cited by 6,245
The Rotterdam ESHRE/ASRM-sponsored PCOS consensus workshop group (2004) · Human Reproduction · doi:10.1093/humrep/deh098 · Cited by 6,138
Cani, P. D., Bibiloni, R., Knauf, C., Waget, A., Neyrinck, A. M., Delzenne, N. M., & Burcelin, R. (2008) · Diabetes · doi:10.2337/db07-1403 · Cited by 4,819 · cited 2×
“[16–18].”
Richness of human gut microbiome correlates with metabolic markers
Le Chatelier, E., Nielsen, T., Qin, J., Prifti, E., Hildebrand, F., Falony, G., Almeida, M., Arumugam, M., Batto, J.-M., Kennedy, S., et al. (2013) · Nature · doi:10.1038/nature12506 · Cited by 4,662 · cited 1×
“A reduction in stool bacterial diversity of up to 30% has previously been reported in individuals with obesity and metabolic dysfunction [10,35].”
Human Genetics Shape the Gut Microbiome
Goodrich, J. K., Waters, J. L., Poole, A. C., Sutter, J. L., Koren, O., Blekhman, R., Beaumont, M., Van Treuren, W., Knight, R., Bell, J. T., et al. (2014) · Cell · doi:10.1016/j.cell.2014.09.053 · Cited by 3,164
Gut metagenome in European women with normal, impaired and diabetic glucose control
Karlsson, F. H., Tremaroli, V., Nookaew, I., Bergström, G., Behre, C. J., Fagerberg, B., Nielsen, J., & Bäckhed, F. (2013) · Nature · doi:10.1038/nature12198 · Cited by 3,115
Vrieze, A., Van Nood, E., Holleman, F., Salojärvi, J., Kootte, R. S., Bartelsman, J. F. W. M., Dallinga–Thie, G. M., Ackermans, M. T., Serlie, M. J., Oozeer, R., et al. (2012) · Gastroenterology · doi:10.1053/j.gastro.2012.06.031 · Cited by 2,913
Disentangling type 2 diabetes and metformin treatment signatures in the human gut microbiota
MetaHIT consortium, Forslund, K., Hildebrand, F., Nielsen, T., Falony, G., Le Chatelier, E., Sunagawa, S., Prifti, E., Vieira-Silva, S., Gudmundsdottir, V., et al. (2015) · Nature · doi:10.1038/nature15766 · Cited by 2,116 · cited 1×
“In patients with type 2 diabetes, a reduction of putatively beneficial butyrate-producing bacteria has been reported, while alpha diversity was found to be unchanged [37–39].”
March, W. A., Moore, V. M., Willson, K. J., Phillips, D. I. W., Norman, R. J., & Davies, M. J. (2010) · Human Reproduction · doi:10.1093/humrep/dep399 · Cited by 1,799
Criteria, Prevalence, and Phenotypes of Polycystic Ovary Syndrome
Lizneva, D., Suturina, L., Walker, W., Brakta, S., Gavrilova-Jordan, L., & Azziz, R. (2016) · Fertility and Sterility · doi:10.1016/j.fertnstert.2016.05.003 · Cited by 1,358 · cited 2×
“The phenotype D has been reported to have less reproductive dysfunction and metabolic risk than the remaining phenotypes [41].”
Dumesic, D. A., Oberfield, S. E., Stener-Victorin, E., Marshall, J. C., Laven, J. S., & Legro, R. S. (2015) · Endocrine Reviews · doi:10.1210/er.2015-1018 · Cited by 1,020
Meta‐analyses of human gut microbes associated with obesity and IBD
Walters, W. A., Xu, Z., & Knight, R. (2014) · FEBS Letters · doi:10.1016/j.febslet.2014.09.039 · Cited by 836 · cited 1×
“Recent meta-analyses have concluded that there is a significant, yet very modest, decrease in alpha diversity in obesity, while differences in community composition and specific taxa are highly study-dependent and do not show a statistically significant overarching pattern [12,36].”
Looking for a Signal in the Noise: Revisiting Obesity and the Microbiome
Sze, M. A., & Schloss, P. D. (2016) · mBio · doi:10.1128/mbio.01018-16 · Cited by 600
Evans, C. C., LePard, K. J., Kwak, J. W., Stancukas, M. C., Laskowski, S., Dougherty, J., Moulton, L., Glawe, A., Wang, Y., Leone, V., et al. (2014) · PLoS ONE · doi:10.1371/journal.pone.0092193 · Cited by 587 · cited 1×
“In another study, the relative abundance of bacteria from the family S24-7 was decreased in mice receiving a high-fat diet and increased after exercise [40].”
Díz, P., Otero-González, A., Rodríguez‐Álvarez, M. X., Gudé, F., López, F. J. G., de Francisco, A., & González‐Quintela, A. (2013) · BMC Endocrine Disorders · doi:10.1186/1472-6823-13-47 · Cited by 554 · cited 1×
“2.3 provided by the Diabetes Trial Unit, University of Oxford, UK (www.dtu.ox.ac.uk/ homacalculator/, last accessed Dec 17, 2015) and insulin resistance defined as a HOMA2-IR (cid:21) 2 [27].”
InfluentialSapone, A., de Magistris, L., Pietzak, M. M., Clemente, M. G., Tripathi, A. K., Cucca, F., Lampis, R., Kryszak, D., Cartenı̀, M., Generoso, M., et al. (2006) · Diabetes · doi:10.2337/db05-1593 · Cited by 550
Circulating inflammatory markers in polycystic ovary syndrome: a systematic review and metaanalysis
Escobar-Morreale, H. F., Luque‐Ramírez, M., & González, F. (2010) · Fertility and Sterility · doi:10.1016/j.fertnstert.2010.11.036 · Cited by 538
Power and sample-size estimation for microbiome studies using pairwise distances and PERMANOVA
Kelly, B. J., Gross, R., Bittinger, K. L., Sherrill-Mix, S. A., Lewis, J. D., Collman, R. G., Bushman, F. D., & Li, H. (2015) · Bioinformatics · doi:10.1093/bioinformatics/btv183 · Cited by 467
Tremellen, K., & Pearce, K. (2012) · Medical Hypotheses · doi:10.1016/j.mehy.2012.04.016 · Cited by 359
Association between polycystic ovary syndrome and gut microbiota
Guo, Y., Qi, Y., Yang, X., Zhao, L., Wen, S., Liu, Y., & Tang, L. (2016) · PLOS ONE · doi:10.1371/journal.pone.0153196 · Cited by 350
The effect of heritability and host genetics on the gut microbiota and metabolic syndrome
Lim, M. Y., You, H. J., Yoon, H. S., Kwon, B., Lee, J. Y., Lee, S., Song, Y., Lee, K., Sung, J., & Ko, G. (2016) · Gut · doi:10.1136/gutjnl-2015-311326 · Cited by 349
Lactose intolerance: diagnosis, genetic, and clinical factors
Mattar, R., Mazo, & Carrilho (2012) · Clinical and Experimental Gastroenterology · doi:10.2147/ceg.s32368 · Cited by 246
Heritable components of the human fecal microbiome are associated with visceral fat
Beaumont, M., Goodrich, J. K., Jackson, M. A., Yet, İ., Davenport, E., Vieira‐Silva, S., Debelius, J. W., Pallister, T., Mangino, M., Raes, J., et al. (2016) · Genome biology · doi:10.1186/s13059-016-1052-7 · Cited by 246
The gut microbiome is altered in a letrozole-induced mouse model of polycystic ovary syndrome
Kelley, S. T., Skarra, D. V., Rivera, A. J., & Thackray, V. G. (2016) · PLOS ONE · doi:10.1371/journal.pone.0146509 · Cited by 205
Yang, Y., Chen, M.-K., Yang, B., Huang, X.-J., Zhang, X., He, L., Zhang, J., & Hua, Z. (2015) · Applied and Environmental Microbiology · doi:10.1128/aem.01906-15 · Cited by 203 · cited 1×
“[34].”
Mazer, N. A. (2009) · Steroids · doi:10.1016/j.steroids.2009.01.008 · Cited by 189 · cited 1×
“Free testosterone and free DHT were calculated from total testosterone/DHT and SHBG according to Mazer, assuming a blood albumin concentration of 6.2 μmol/l [28].”
InfluentialŻak‐Gołąb, A., Kocełak, P., Aptekorz, M., Zientara, M., Juszczyk, Ł., Martirosian, G., Chudek, J. T., & Olszanecka‐Glinianowicz, M. (2013) · International Journal of Endocrinology · doi:10.1155/2013/674106 · Cited by 159 · cited 1×
“The serum zonulin increase observed in our study is in accordance with recent studies in PCOS patients and obese individuals, where serum zonulin was correlated with measures of insulin resistance and fecal bacterial colony count [21,47].”
Yin, Y., Wang, Y., Zhu, L., Liu, W., Liao, N., Jiang, M., Zhu, B., Yu, H. D., Xiang, C., & Wang, X. (2012) · The ISME Journal · doi:10.1038/ismej.2012.128 · Cited by 155 · cited 1×
“In humans, an age-related decline in stool SFB abundance has been observed and SFB are rarely detected in adult stool [45].”
Souter, I. C., Baltagi, L. M., Kuleta, D., Meeker, J. D., & Petrozza, J. C. (2011) · Fertility and Sterility · doi:10.1016/j.fertnstert.2010.11.062 · Cited by 144
The phenotype of polycystic ovary syndrome ameliorates with aging
Brown, Z. A., Louwers, Y. V., Fong, S. L., Valkenburg, O., Birnie, E., de Jong, F. H., Fauser, B. C. J. M., & Laven, J. S. E. (2011) · Fertility and Sterility · doi:10.1016/j.fertnstert.2011.09.002 · Cited by 139 · cited 1×
“It has been reported that PCOS symptoms can be more pronounced in young patients and attenuated with age [43].”
Münzker, J., Hofer, D., Trummer, C., Ulbing, M., Harger, A., Pieber, T. R., Owen, L. J., Keevil, B. G., Brabant, G. E., Lerchbaum, E., et al. (2014) · The Journal of Clinical Endocrinology & Metabolism · doi:10.1210/jc.2014-2523 · Cited by 104
Self-citationInduction of Th17 cells by segmented filamentous bacteria in the murine intestine
Farkas, A. M., Panea, C., Goto, Y., Nakato, G., Galán-Díez, M., Narushima, S., Honda, K., & Ivanov, I. I. (2015) · Journal of Immunological Methods · doi:10.1016/j.jim.2015.03.020 · Cited by 103
Zhang, D., Zhang, L., Yue, F., Zheng, Y., & Russell, R. (2014) · European Journal of Endocrinology · doi:10.1530/eje-14-0589 · Cited by 86 · cited 2×
“The serum zonulin increase observed in our study is in accordance with recent studies in PCOS patients and obese individuals, where serum zonulin was correlated with measures of insulin resistance and fecal bacterial colony count [21,47].”
The Lipid Accumulation Product Is Associated with Impaired Glucose Tolerance in PCOS Women
Wehr, E., Gruber, H., Giuliani, A., Möller, R., Pieber, T. R., & Obermayer-Pietsch, B. M. (2011) · The Journal of Clinical Endocrinology & Metabolism · doi:10.1210/jc.2011-0031 · Cited by 79
Self-citationKollmann, M., Klaritsch, P., Martins, W. P., Guenther, F., Schneider, V., Herzog, S. A., Craciunas, L., Lang, U. E., Obermayer-Pietsch, B. M., Lerchbaum, E., et al. (2015) · Human Reproduction · doi:10.1093/humrep/dev187 · Cited by 79
Self-citationLerchbaum, E., Schwetz, V., Giuliani, A., & Obermayer-Pietsch, B. (2013) · Human Reproduction · doi:10.1093/humrep/det255 · Cited by 73
Self-citationOwen, L. J., Wu, F. C. W., & Keevil, B. G. (2013) · Annals of Clinical Biochemistry International Journal of Laboratory Medicine · doi:10.1177/0004563213501478 · Cited by 44 · cited 1×
“[22–25].”
Owen, L. J., Wu, F. C. W., Büttler, R. M., & Keevil, B. G. (2015) · Annals of Clinical Biochemistry International Journal of Laboratory Medicine · doi:10.1177/0004563215621096 · Cited by 39
Chadwick, C., Owen, L. J., & Keevil, B. G. (2005) · Annals of Clinical Biochemistry International Journal of Laboratory Medicine · doi:10.1258/000456305774538175 · Cited by 36
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- LJ Owen, 2015, ANNALS EXPRESS: A direct assay for the routine measurement of testosterone, androstenedione, dihydrotestosterone and dehydroepiandrosterone by LC-MS/MS, Ann Clin Biochem, 53, 580
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Estrogen–gut microbiome axis: Physiological and clinical implications
Baker, J. M., Al‐Nakkash, L., & Herbst‐Kralovetz, M. M. (2017) · Maturitas · doi:10.1016/j.maturitas.2017.06.025 · Cited by 1,056
Gut microbiota–bile acid–interleukin-22 axis orchestrates polycystic ovary syndrome
Qi, X., Yun, C., Sun, L., Xia, J., Wu, Q., Wang, Y., Wang, L., Zhang, Y., Liang, X., Wang, L., et al. (2019) · Nature Medicine · doi:10.1038/s41591-019-0509-0 · Cited by 881
The role of the gut microbiome and its metabolites in metabolic diseases
Wu, J., Wang, K., Wang, X., Pang, Y., & Jiang, C. (2020) · Protein & Cell · doi:10.1007/s13238-020-00814-7 · Cited by 592
“In 2017, a study demonstrated that patients with PCOS have reduced diversity and an altered phylogenetic profile in their stool microbiome, which is associated with clinical parameters (Lindheim et al., 2017).”
The impact of the gut microbiota on the reproductive and metabolic endocrine system
Qi, X., Yun, C., Pang, Y., & Qiao, J. (2021) · Gut Microbes · doi:10.1080/19490976.2021.1894070 · Cited by 587
Gut microbial diversity in women with polycystic ovary syndrome correlates with hyperandrogenism
Torres, P. J., Siakowska, M., Banaszewska, B., Pawelczyk, L., Duleba, A. J., Kelley, S. T., & Thackray, V. G. (2018) · The Journal of Clinical Endocrinology & Metabolism · doi:10.1210/jc.2017-02153 · Cited by 399
“Our results agree with the two aforementioned studies that demonstrated changes in b diversity between healthy women and women with PCOS according to unweighted Unifrac and Bray-Curtis analyses (11, 12).”
Metadata
- Authors
- Lindheim, L., Bashir, M., Münzker, J., Trummer, C., Zachhuber, V., Leber, B., Horvath, A., Pieber, T. R., Gorkiewicz, G., Stadlbauer, V., & Obermayer-Pietsch, B.
- Affiliations
- Medical University of Graz (AT)
- University of Graz (AT)
- Corresponding author
- Lindheim, Lisa
- ORCID
- Venue
- PLOS ONE
- Publisher
- Public Library of Science (PLoS)
- Published
- 2017-01-03
- Volume
- 12
- Issue
- 1
- Pages
- e0168390
- ISSN
- 1932-6203 (ISSN-L)
- PMC
- PMC5207627
- OpenAlex
- W2568515092
- Cited by
- 416
- References
- 50
- Citations by year
- 2026: 51 · 2025: 43 · 2024: 55 · 2023: 70 · 2022: 52 · 2021: 56 · 2020: 44 · 2019: 23 · 2018: 18 · 2017: 3
- FWCI
- 27.94
- Type
- journal article
- Language
- en
- Open access
- gold
- doi.org
- Licence
- Locations
- PLoS ONE (publishedVersion, cc-by)
- PubMed Central (publishedVersion, cc-by)
- PubMed (publishedVersion)
- DOAJ (DOAJ: Directory of Open Access Journals) (submittedVersion, cc-by-sa)
- Figshare (submittedVersion, cc-by)
- Funders
- Austrian Science Fund (W1241)
- Topics
- Health Sciences › Medicine › Reproductive Medicine › Ovarian function and disorders
- Life Sciences › Biochemistry, Genetics and Molecular Biology › Molecular Biology › Gut microbiota and health
- Health Sciences › Medicine › Gastroenterology › Gastrointestinal motility and disorders
- Keywords
- polycystic ovary syndrome, gut microbiota, intestinal barrier, endotoxemia, intestinal permeability, microbial diversity, Tenericutes, Bacteroidetes, S24-7, inflammation, insulin resistance, hyperandrogenemia, reproductive disorders, metabolic defects
- MeSH terms
- Gastrointestinal Microbiome, Adult, Anthropometry, Feces, Female, Humans, Inflammation, Tenericutes, Pilot Projects, Polycystic Ovary Syndrome, Surveys and Questionnaires, RNA, Ribosomal, 16S, Case-Control Studies, Principal Component Analysis, Bacteroidetes, Real-Time Polymerase Chain Reaction
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