Abstract
The intestinal microbiome shapes immune responses and is associated with patient outcomes in cancer following immunotherapy. We evaluated differences between the intestinal microbiome profiles of patients with early-stage invasive breast cancer (BC) and ductal carcinoma in situ (DCIS) by subtype using whole genome metagenomic sequencing. There were no significant differences in microbiome composition between DCIS and invasive BC as measured by alpha diversity (p = 0.20, ANOVA) or beta diversity (p = 0.52, PERMANOVA). Within invasive BC, patients with hormone receptor-positive (HR + )/HER2 + BC differed significantly in beta diversity relative to other subtypes (p < 0.05), with differences in six species (q < 0.25). Bacteroides ovatus was significantly more abundant in patients with stage III BC vs. stage I (p = 0.0003). Functional pathway analysis using HUMAnN3 revealed stage-specific enrichment of amino acid biosynthesis and nucleotide-related pathways. Altogether, these findings highlight potential microbial signatures associated with BC subtype and stage.
Similar content being viewed by others
Data availability
Sequencing data for this project are deposited at the NCBI Sequencing Read Archive (SRA) under BioProject PRJNA1295573.
References
Bray, F. et al. Global cancer statistics 2022: GLOBOCAN estimates of incidence and mortality worldwide for 36 cancers in 185 countries. CA Cancer J. Clin. 74, 229–263 (2024).
Dawood, S., Broglio, K., Ensor, J., Hortobagyi, G. N. & Giordano, S. H. Survival differences among women with de novo stage IV and relapsed breast cancer. Ann. Oncol. 21, 2169–2174 (2010).
Corti, C. et al. Systemic therapy in breast cancer. Am. Soc. Clin. Oncol. Educ. Book 44, e432442 (2024).
Lafourcade, A. et al. Factors associated with breast cancer recurrences or mortality and dynamic prediction of death using history of cancer recurrences: the French E3N cohort. BMC Cancer 18, 171 (2018).
van Maaren, M. C. et al. Ten-year recurrence rates for breast cancer subtypes in the Netherlands: a large population-based study. Int J. Cancer 144, 263–272 (2019).
Leone, J. P. et al. Factors associated with late risks of breast cancer-specific mortality in the SEER registry. Breast Cancer Res Treat. 189, 203–212 (2021).
Pan, H. et al. 20-year risks of breast-cancer recurrence after stopping endocrine therapy at 5 years. N. Engl. J. Med. 377, 1836–1846 (2017).
Ursell, L. K., Metcalf, J. L., Parfrey, L. W. & Knight, R. Defining the human microbiome. Nutr. Rev. 70, S38–S44 (2012).
Zheng, D., Liwinski, T. & Elinav, E. Interaction between microbiota and immunity in health and disease. Cell Res. 30, 492–506 (2020).
Belkaid, Y. & Hand, T. W. Role of the microbiota in immunity and inflammation. Cell 157, 121–141 (2014).
Shreiner, A. B., Kao, J. Y. & Young, V. B. The gut microbiome in health and in disease. Curr. Opin. Gastroenterol. 31, 69–75 (2015).
Durack, J. & Lynch, S. V. The gut microbiome: relationships with disease and opportunities for therapy. J. Exp. Med. 216, 20–40 (2019).
Plottel, C. S. & Blaser, M. J. Microbiome and malignancy. Cell Host Microbe 10, 324–335 (2011).
Matson, V. et al. The commensal microbiome is associated with anti-PD-1 efficacy in metastatic melanoma patients. Science 359, 104–108 (2018).
Routy, B. et al. Gut microbiome influences efficacy of PD-1-based immunotherapy against epithelial tumors. Science 359, 91–97 (2018).
Gopalakrishnan, V. et al. Gut microbiome modulates response to anti-PD-1 immunotherapy in melanoma patients. Science 359, 97–103 (2018).
Kwa, M., Plottel, C. S., Blaser, M. J. & Adams, S. The intestinal microbiome and estrogen receptor-positive female breast cancer. J. Natl. Cancer Inst. 108, https://doi.org/10.1093/jnci/djw029 (2016).
de Sousa, R. B. et al. Abstract P3-09-16: fecal microbiome and association with outcomes among patients (pts) receiving eribulin (E) +/- pembrolizumab (P) for hormone receptor positive (HR+) metastatic breast cancer (MBC). Cancer Res. 80, P3-09-16–P03-09-16 (2020).
Barroso-Sousa, R. et al. Abstract PD11-05: PD11-05 Gut microbiome signatures correlate with overall survival among patients receiving eribulin with or without pembrolizumab for hormone receptor-positive metastatic breast cancer. Cancer Res. 83, PD11-05–PD11-05 (2023).
Allred, D. C. Ductal carcinoma in situ: terminology, classification, and natural history. J. Natl. Cancer Inst. Monogr. 2010, 134–138 (2010).
van Seijen, M. et al. Ductal carcinoma in situ: to treat or not to treat, that is the question. Br. J. Cancer 121, 285–292 (2019).
Yang, P., Wang, Z., Peng, Q., Lian, W. & Chen, D. Comparison of the gut microbiota in patients with benign and malignant breast tumors: a pilot study. Evolut. Bioinform. 17, 11769343211057573 (2021).
Sender, R., Fuchs, S. & Milo, R. Revised estimates for the number of human and bacteria cells in the body. PLoS Biol. 14, e1002533 (2016).
Bull, M. J. & Plummer, N. T. Part 1: the human gut microbiome in health and disease. Integr. Med. 13, 17–22 (2014).
Goedert, J. J. et al. Investigation of the association between the fecal microbiota and breast cancer in postmenopausal women: a population-based case-control pilot study. J. Natl. Cancer Inst. 107, https://doi.org/10.1093/jnci/djv147 (2015).
Mikó, E. et al. Microbiome-microbial metabolome-cancer cell interactions in breast cancer-familiar, but unexplored. Cells 8, https://doi.org/10.3390/cells8040293 (2019).
Zhu, J. et al. Breast cancer in postmenopausal women is associated with an altered gut metagenome. Microbiome 6, 136 (2018).
Li, N. et al. Impact of the gut microbiome on response and toxicity to chemotherapy in advanced esophageal cancer. Heliyon 10, e32770 (2024).
Heshiki, Y. et al. Predictable modulation of cancer treatment outcomes by the gut microbiota. Microbiome 8, 28 (2020).
Peters, B. A. et al. Relating the gut metagenome and metatranscriptome to immunotherapy responses in melanoma patients. Genome Med. 11, 61 (2019).
Teng, H. et al. Gut microbiota-mediated nucleotide synthesis attenuates the response to neoadjuvant chemoradiotherapy in rectal cancer. Cancer Cell 41, 124–138.e126 (2023).
Vernaci, G. et al. Characterization of gut microbiome composition in patients with triple-negative breast cancer treated with neoadjuvant chemotherapy. Oncologist 28, e703–e711 (2023).
Vich Vila, A. et al. Impact of commonly used drugs on the composition and metabolic function of the gut microbiota. Nat. Commun. 11, 362 (2020).
Conlon, M. A. & Bird, A. R. The impact of diet and lifestyle on gut microbiota and human health. Nutrients 7, 17–44 (2014).
Weersma, R. K., Zhernakova, A. & Fu, J. Interaction between drugs and the gut microbiome. Gut 69, 1510–1519 (2020).
Waks, A. G. et al. Abstract LB1-02: MARGOT/TBCRC052: A randomized phase II trial comparing neoadjuvant paclitaxel/margetuximab/pertuzumab (TMP) vs paclitaxel/trastuzumab/pertuzumab (THP) in patients (pts) with stage II-III HER2+ breast cancer. Clin. Cancer Res. 31, LB1–02 (2025). https://doi.org/10.1158/1557-3265.SABCS24-LB1-02.
Pasolli, E. et al. Extensive unexplored human microbiome diversity revealed by over 150,000 genomes from metagenomes spanning age, geography, and lifestyle. Cell 176, 649–662.e620 (2019).
Mallick, H. et al. Multivariable association discovery in population-scale meta-omics studies. PLoS Comput. Biol. 17, e1009442 (2021).
Acknowledgements
This study was funded by the following sponsors: Lori and Randy Benderson; Elaine and Eduardo Saverin Foundation; Massachusetts Life Sciences Center (to SMT); Merck; MacroGenics; and National Cancer Institute (NCI) Breast Cancer SPORE (P50CA168504). The funders played no role in study design, data collection, analysis and interpretation of data, or the writing of this manuscript.The authors wish to thank Timothy K. Erick, PhD, for medical writing support, Joanna Baginska, PhD for reviewing and providing feedback on the manuscript, and Valerie Hope Goldstein for medical editing and submission support.The authors also wish to thank clinical research coordinators Eileen Wrabel, Jillian Alberti, Ashley Root, and Stefan Atanasov.
Author information
Authors and Affiliations
Contributions
Conceptualization: S.T., E.M., M.H., R.B., A.W., I.S., J.L., and A.G.C. Data curation: S.S., T.K., M.L., X.M., A.M., M.H., T.R., E.R.O., J.G., and S.R. Formal Analysis: X.M., T.K., S.S., and S.T. Funding acquisition: S.T. Investigation: All authorsMethodology: S.T., X.M., T.K., and S.S. Supervision: S.T. and X.M. Writing – original draft: S.S. Writing – review & editing: All authors.
Corresponding author
Ethics declarations
Competing interests
S.S. reports serving as a consultant for and/or on the advisory boards of AstraZeneca, Daiichi Sankyo, Gilead Sciences, Lilly, Novartis, Pfizer, Incyclix, Sermonix, and Seagen; and research funding from Alterome, Daiichi Sankyo, Iambic, Stemline/Menarini, Pfizer, Seagen, Sermonix, and Relay Therapeutics. N.U.L. declares institutional research support from Genentech, Pfizer, Merck, Seattle Genetics, Zion Pharmaceuticals, Olema Pharmaceuticals, and AstraZeneca; consulting honoraria from Seattle Genetics, Daiichi-Sankyo, AstraZeneca, Olema Pharmaceuticals, Stemline/Menarini, Artera Inc., Eisai, Shorla Oncology, Pfizer, and Denali Therapeutics; royalties from UptoDate (book); and travel support from Olema, AstraZeneca, and DSI. A.G.W. declares research funding to the institution from Gilead, Genentech, Macrogenics, and Merck; serving on the steering committee of AMBRX; and serving as a consultant and paid speaker for AstraZeneca. A.G.-C. declares research funding to institution from Gilead Sciences, AstraZeneca, Daiichi- Sankyo, Merck, Zenith Epigenetics, Bristol-Myers Squibb, Novartis, Biovica, Foundation Medicine, 4D Path, Precede Biosciences, and Bicycle Therapeutics; scientific advisory board service/consulting for AstraZeneca, Daiichi-Sankyo, Novartis, Pfizer, and Gilead Sciences; serving as a speaker for/honoraria from AstraZeneca, Daiichi-Sankyo, Gilead Sciences, and Roche/Genentech; and travel/other support from Roche/Genentech, Gilead Sciences, AstraZeneca, Daiichi Sankyo, Novartis, and Merck. E.A.M. reports compensated service on scientific advisory boards for AstraZeneca, BioNTech, Merck and Moderna; uncompensated service on steering committees for Bristol Myers Squibb and Roche/Genentech; speakers honoraria and travel support from Merck Sharp & Dohme; and institutional research support from Roche/Genentech (via SU2C grant) and Gilead. E.A.M. also reports research funding from Susan Komen for the Cure for which she serves as a Scientific Advisor, and uncompensated participation as a member of the American Society of Clinical Oncology Board of Directors. S.M.T. reports consulting or advisory roles for Novartis, Pfizer/Seagen, Merck, Eli Lilly, AstraZeneca, Genentech/Roche, Eisai, Bristol Myers Squibb/Systimmune, Daiichi Sankyo, Gilead, Blueprint Medicines, Reveal Genomics, Sumitovant Biopharma, Artios Pharma, Menarini/Stemline, Aadi Bio, Bayer, Jazz Pharmaceuticals, Natera, Tango Therapeutics, eFFECTOR, Hengrui USA, Cullinan Oncology, Circle Pharma, Arvinas, BioNTech, Launch Therapeutics, Zuellig Pharma, Johnson&Johnson/Ambrx, Bicycle Therapeutics, BeiGene Therapeutics, Mersana, Summit Therapeutics, Avenzo Therapeutics, Aktis Oncology, Celcuity, Boehringer Ingelheim, Samsung Bioepis, Olema Pharmaceuticals, Tempus, Boundless Bio, and Denali Therapeutics; research funding from Genentech/Roche, Merck, Exelixis, Pfizer, Lilly, Novartis, Bristol Myers Squibb, AstraZeneca, NanoString Technologies, Gilead, Seagen, OncoPep, Daiichi Sankyo, Menarini/Stemline, Jazz Pharmaceuticals, and Olema Pharmaceuticals; and travel support from Lilly, Gilead, Jazz Pharmaceuticals, Pfizer, Arvinas, and Roche. The remaining authors declare no conflicts of interest.
Additional information
Publisher’s note Springer Nature remains neutral with regard to jurisdictional claims in published maps and institutional affiliations.
Prior presentation
This study was presented at the 2024 American Society of Clinical Oncology (ASCO) Annual Meeting held May 31-June 4, 2024 in Chicago, IL.
Supplementary information
Rights and permissions
Open Access This article is licensed under a Creative Commons Attribution-NonCommercial-NoDerivatives 4.0 International License, which permits any non-commercial use, sharing, distribution and reproduction in any medium or format, as long as you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons licence, and indicate if you modified the licensed material. You do not have permission under this licence to share adapted material derived from this article or parts of it. The images or other third party material in this article are included in the article’s Creative Commons licence, unless indicated otherwise in a credit line to the material. If material is not included in the article’s Creative Commons licence and your intended use is not permitted by statutory regulation or exceeds the permitted use, you will need to obtain permission directly from the copyright holder. To view a copy of this licence, visit http://creativecommons.org/licenses/by-nc-nd/4.0/.
About this article
Cite this article
Sammons, S.L., Kuntz, T.M., DiLullo, M. et al. The landscape of the intestinal microbiome among patients with newly diagnosed invasive breast cancer and ductal carcinoma in situ (DCIS). npj Breast Cancer (2026). https://doi.org/10.1038/s41523-026-00922-3
Received:
Accepted:
Published:
DOI: https://doi.org/10.1038/s41523-026-00922-3


