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May MS, Park H, Moallem DH, Seeram D, Dajiang S, Hibshoosh H, Jamison JK, Uhlemann AC, Manji GA. Low Bacterial Biomass in Human Pancreatic Cancer and Adjacent Normal Tissue. Int J Mol Sci 2024; 26:140. [PMID: 39795998 PMCID: PMC11720454 DOI: 10.3390/ijms26010140] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/26/2024] [Revised: 12/18/2024] [Accepted: 12/20/2024] [Indexed: 01/13/2025] Open
Abstract
The gut microbiome plays an important role in the carcinogenesis of luminal gastrointestinal malignancies and response to antineoplastic therapy. Preclinical studies have suggested a role of intratumoral gammaproteobacteria in mediating response to gemcitabine-based chemotherapy in pancreatic ductal adenocarcinoma (PDAC). To our knowledge, this is the first study to evaluate the impact of the PDAC microbiome on chemotherapy response using samples from human pancreatic tumor resections. We performed 16S rRNA gene amplification and sequencing on both formalin-fixed paraffin-embedded (FFPE) and fresh frozen human PDAC resection samples. We analyzed frozen samples from 26 patients with resected PDAC and examined tumor and tumor-adjacent normal tissue. These patients represented nine long-term survivors (LTS) and nine short-term survivors (STS) after neoadjuvant gemcitabine therapy and eight control patients who did not receive any neoadjuvant therapy prior to resection. We also included FFPE samples from five patients, including tumor samples (3 samples per patient), tumor-adjacent normal tissue (2 per patient) and tumor-adjacent paraffin (1 per patient). Within frozen tissue, total DNA yields were high, but bacterial DNA was generally low, comparable to those seen in negative controls. In FFPE tissue, DNA yields were low and bacterial abundances were comparable in paraffin, tumor and normal PDAC samples. Gammaproteobacteria concentrations did not correlate with outcomes in patients treated with neoadjuvant gemcitabine-based chemotherapy. Our study found low microbial biomass in pancreatic tumor tissue, with no detectable association between bacterial taxa and chemotherapy outcomes. These results suggest a limited role of the microbiome in gemcitabine-based chemotherapy response in PDAC. Preclinical studies have implicated the pancreatic tumor microbiome in driving response to therapy. Cytidine deaminase, an enzyme produced by gammaproteobacteria, can metabolize gemcitabine and has been hypothesized to inhibit pancreatic tumor response to chemotherapy. Several clinical trials have evaluated the role of the tumor microbiome in pancreatic cancer treatment. We evaluated the impact of the pancreatic tumor microbiome on chemotherapy response using samples from human pancreatic tumor resections. We found a low microbial load that is partially attributable to contaminants and that gammaproteobacteria levels did not correlate with outcomes in patients with pancreatic cancer treated with gemcitabine-based chemotherapy.
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Affiliation(s)
- Michael S. May
- Department of Medicine, Vagelos College of Physicians & Surgeons, Columbia University, 630 West 168th Street, New York, NY 10032, USA; (H.P.); (D.H.M.); (D.S.); (J.K.J.); (A.-C.U.); (G.A.M.)
| | - Heekuk Park
- Department of Medicine, Vagelos College of Physicians & Surgeons, Columbia University, 630 West 168th Street, New York, NY 10032, USA; (H.P.); (D.H.M.); (D.S.); (J.K.J.); (A.-C.U.); (G.A.M.)
| | - Dalia H. Moallem
- Department of Medicine, Vagelos College of Physicians & Surgeons, Columbia University, 630 West 168th Street, New York, NY 10032, USA; (H.P.); (D.H.M.); (D.S.); (J.K.J.); (A.-C.U.); (G.A.M.)
| | - Dwayne Seeram
- Department of Medicine, Vagelos College of Physicians & Surgeons, Columbia University, 630 West 168th Street, New York, NY 10032, USA; (H.P.); (D.H.M.); (D.S.); (J.K.J.); (A.-C.U.); (G.A.M.)
| | - Sun Dajiang
- Department of Pathology, Vagelos College of Physicians & Surgeons, Columbia University, 630 West 168th Street, New York, NY 10032, USA; (S.D.); (H.H.)
| | - Hanina Hibshoosh
- Department of Pathology, Vagelos College of Physicians & Surgeons, Columbia University, 630 West 168th Street, New York, NY 10032, USA; (S.D.); (H.H.)
| | - Jacob K. Jamison
- Department of Medicine, Vagelos College of Physicians & Surgeons, Columbia University, 630 West 168th Street, New York, NY 10032, USA; (H.P.); (D.H.M.); (D.S.); (J.K.J.); (A.-C.U.); (G.A.M.)
| | - Anne-Catrin Uhlemann
- Department of Medicine, Vagelos College of Physicians & Surgeons, Columbia University, 630 West 168th Street, New York, NY 10032, USA; (H.P.); (D.H.M.); (D.S.); (J.K.J.); (A.-C.U.); (G.A.M.)
| | - Gulam A. Manji
- Department of Medicine, Vagelos College of Physicians & Surgeons, Columbia University, 630 West 168th Street, New York, NY 10032, USA; (H.P.); (D.H.M.); (D.S.); (J.K.J.); (A.-C.U.); (G.A.M.)
- The Herbert Irving Comprehensive Cancer Center, Vagelos College of Physicians & Surgeons, Columbia University, 630 West 168th Street, New York, NY 10032, USA
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2
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Merali N, Chouari T, Sweeney C, Halle-Smith J, Jessel MD, Wang B, O’ Brien J, Suyama S, Jiménez JI, Roberts KJ, Velliou E, Sivakumar S, Rockall TA, Demirkan A, Pedicord V, Deng D, Giovannetti E, Annels NE, Frampton AE. The microbial composition of pancreatic ductal adenocarcinoma: a systematic review of 16S rRNA gene sequencing. Int J Surg 2024; 110:6771-6799. [PMID: 38874485 PMCID: PMC11487005 DOI: 10.1097/js9.0000000000001762] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/30/2024] [Accepted: 05/24/2024] [Indexed: 06/15/2024]
Abstract
BACKGROUND Pancreatic cancer, specifically pancreatic ductal adenocarcinoma (PDAC), continues to pose a significant clinical and scientific challenge. The most significant finding of recent years is that PDAC tumours harbour their specific microbiome, which differs amongst tumour entities and is distinct from healthy tissue. This review aims to evaluate and summarise all PDAC studies that have used the next-generation technique, 16S rRNA gene amplicon sequencing within each bodily compartment. As well as establishing a causal relationship between PDAC and the microbiome. MATERIALS AND METHODS This systematic review was carried out according to the Preferred Reporting Items for Systematic Reviews and Meta-analysis (PRISMA) guidelines. A comprehensive search strategy was designed, and 1727 studies were analysed. RESULTS In total, 38 studies were selected for qualitative analysis and summarised significant PDAC bacterial signatures. Despite the growing amount of data provided, we are not able to state a universal 16S rRNA gene microbial signature that can be used for PDAC screening. This is most certainly due to the heterogeneity of the presentation of results, lack of available datasets, and the intrinsic selection bias between studies. CONCLUSION Several key studies have begun to shed light on causality and the influence the microbiome constituents and their produced metabolites could play in tumorigenesis and influencing outcomes. The challenge in this field is to shape the available microbial data into targetable signatures. Making sequenced data readily available is critical, coupled with the coordinated standardisation of data and the need for consensus guidelines in studies investigating the microbiome in PDAC.
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Affiliation(s)
- Nabeel Merali
- Minimal Access Therapy Training Unit (MATTU), Royal Surrey Hospital NHS Foundation Trust
- Department of Hepato-Pancreato-Biliary (HPB) Surgery, Royal Surrey County Hospital NHS Foundation Trust
- Section of Oncology, Department of Clinical and Experimental Medicine, Faculty of Health and Medical Science, University of Surrey
| | - Tarak Chouari
- Minimal Access Therapy Training Unit (MATTU), Royal Surrey Hospital NHS Foundation Trust
- Section of Oncology, Department of Clinical and Experimental Medicine, Faculty of Health and Medical Science, University of Surrey
| | - Casie Sweeney
- Minimal Access Therapy Training Unit (MATTU), Royal Surrey Hospital NHS Foundation Trust
| | - James Halle-Smith
- Hepatobiliary and Pancreatic Surgery Unit, Queen Elizabeth Hospital Birmingham, College of Medical and Dental Sciences, University of Birmingham, Birmingham, UK
| | - Maria-Danae Jessel
- Section of Oncology, Department of Clinical and Experimental Medicine, Faculty of Health and Medical Science, University of Surrey
| | - Bing Wang
- Department of Medical Oncology, VU University Medical Center, Cancer Center Amsterdam
| | - James O’ Brien
- Minimal Access Therapy Training Unit (MATTU), Royal Surrey Hospital NHS Foundation Trust
| | - Satoshi Suyama
- Cambridge Institute of Therapeutic Immunology and Infectious Disease, University of Cambridge, Cambridge
| | | | - Keith J. Roberts
- Hepatobiliary and Pancreatic Surgery Unit, Queen Elizabeth Hospital Birmingham, College of Medical and Dental Sciences, University of Birmingham, Birmingham, UK
| | - Eirini Velliou
- Centre for 3D Models of Health and Disease, Division of Surgery and Interventional Science, University College London (UCL), London
| | - Shivan Sivakumar
- Oncology Department and Institute of Immunology and Immunotherapy, Birmingham Medical School, University of Birmingham
| | - Timothy A. Rockall
- Minimal Access Therapy Training Unit (MATTU), Royal Surrey Hospital NHS Foundation Trust
| | - Ayse Demirkan
- Section of Statistical Multi-Omics, Department of Clinical and Experimental Medicine, Faculty of Health and Medical Science, University of Surrey
- Surrey Institute for People-Centred AI, University of Surrey, Guildford, Surrey
| | - Virginia Pedicord
- Cambridge Institute of Therapeutic Immunology and Infectious Disease, University of Cambridge, Cambridge
| | - Dongmei Deng
- Department of Preventive Dentistry, Academic Center for Dentistry Amsterdam (ACTA), University of Amsterdam and Vrije Universiteit Amsterdam, Amsterdam, The Netherlands
| | - Elisa Giovannetti
- Department of Medical Oncology, VU University Medical Center, Cancer Center Amsterdam
- Fondazione Pisa per la Scienza, San Giuliano, Italy
| | - Nicola E. Annels
- Section of Oncology, Department of Clinical and Experimental Medicine, Faculty of Health and Medical Science, University of Surrey
| | - Adam E. Frampton
- Minimal Access Therapy Training Unit (MATTU), Royal Surrey Hospital NHS Foundation Trust
- Department of Hepato-Pancreato-Biliary (HPB) Surgery, Royal Surrey County Hospital NHS Foundation Trust
- Section of Oncology, Department of Clinical and Experimental Medicine, Faculty of Health and Medical Science, University of Surrey
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3
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Yu SC, Chan TH, Jou R. Granulomatous lymphadenitis in Taiwan: Unraveling infantile peak and Bacillus Calmette-Guérin lymphadenitis. JOURNAL OF MICROBIOLOGY, IMMUNOLOGY, AND INFECTION = WEI MIAN YU GAN RAN ZA ZHI 2024:S1684-1182(24)00084-7. [PMID: 38816320 DOI: 10.1016/j.jmii.2024.05.007] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 10/03/2023] [Revised: 03/14/2024] [Accepted: 05/19/2024] [Indexed: 06/01/2024]
Abstract
BACKGROUND Granulomatous lymphadenitis, a histopathological diagnosis, often indicates infections, such as those caused by mycobacterial and fungal agents. METHODS We conducted an analysis of 1098 granulomatous lymphadenitis cases, examining age distribution, lymph node locations, and laterality. Molecular detection of Bacillus Calmette-Guérin (BCG) was performed on archived formalin-fixed paraffin-embedded tissue specimens. RESULTS Our analysis revealed a bimodal age distribution, notably with a minor peak in infants. These infantile cases predominantly featured axillary involvement, frequently occurring on the left side. Positive rates of BCG identification decreased with age: <1 year, 71%; 1-2 year, 33%; 2-3 year, 13%; 3-4 year, 0%. Remarkably, only one of the 14 cases with molecularly confirmed BCG lymphadenitis had comments regarding BCG in the pathological report. Compared with patients born after 2016 (BCG at 5-8 months), those born before 2016 (BCG at birth) developed BCG lymphadenitis at a wider age range with right skewness (before 2016, 13 ± 11 months [range, 3-33 months] vs. after 2016, 10 ± 2 months [range, 8-13 months]). Four of the 14 BCG-positive cases had congenital heart disease. Seven patients received anti-tuberculosis drugs following surgical excision. No surgical complications were reported. CONCLUSIONS BCG lymphadenitis constitutes a distinctive minor peak within the spectrum of granulomatous lymphadenitis in Taiwan. Pathologists should consider the possibility of BCG infection, especially in cases of infantile axillary, supraclavicular, neck lymphadenopathies on the left side. Moreover, BCG administration at 5-8 months may reduce delayed-onset BCG lymphadenitis.
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Affiliation(s)
- Shan-Chi Yu
- Department of Pathology and Graduate Institute of Pathology, College of Medicine, National Taiwan University, Taipei, Taiwan; Department of Pathology, National Taiwan University Hospital, Taipei, Taiwan.
| | - Tai-Hua Chan
- Tuberculosis Research Center, Taiwan Centers for Disease Control, Taipei, Taiwan, ROC; Reference Laboratory of Mycobacteriology, Taiwan Centers for Disease Control, Taipei, Taiwan, ROC
| | - Ruwen Jou
- Tuberculosis Research Center, Taiwan Centers for Disease Control, Taipei, Taiwan, ROC; Reference Laboratory of Mycobacteriology, Taiwan Centers for Disease Control, Taipei, Taiwan, ROC.
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4
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Acar C, Celik SK, Ozdemirel HO, Tuncdemir BE, Alan S, Mergen H. Composition of the colon microbiota in the individuals with inflammatory bowel disease and colon cancer. Folia Microbiol (Praha) 2024; 69:333-345. [PMID: 37344611 DOI: 10.1007/s12223-023-01072-w] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/21/2022] [Accepted: 06/15/2023] [Indexed: 06/23/2023]
Abstract
The human intestine is a habitat for microorganisms and, recently, the composition of the intestinal microbiota has been correlated with the etiology of diseases such as inflammations, sores, and tumors. Although many studies have been conducted to understand the composition of that microbiota, expanding these studies to more samples and different backgrounds will improve our knowledge. In this work, we showed the colon microbiota composition and diversity of healthy subjects, patients with inflammatory bowel disease (IBD), and colon cancer by metagenomic sequencing. Our results indicated that the relative abundance of prokaryotic and eukaryotic microbes differs between the healthy vs. tumor biopsies, tumor vs. IBD biopsies, and fresh vs. paraffin-embedded tumor biopsies. Fusobacterium, Escherichia-Shigella, and Streptococcus genera were relatively abundant in fresh tumor biopsies, while Pseudomonas was significantly elevated in IBD biopsies. Additionally, another opportunist pathogen Malasseziales was revealed as the most abundant fungal clade in IBD biopsies, especially in ulcerative colitis. We also found that, while the Basidiomycota:Ascomycota ratio was slightly lower in tumor biopsies compared to biopsies from healthy subjects, there was a significant increase in IBD biopsies. Our work will contribute to the known diversity of prokaryotic and eukaryotic microbes in the colon biopsies in patients with IBD and colon cancer.
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Affiliation(s)
- Ceren Acar
- Faculty of Science and Literature, Department of Molecular Biology and Genetics, Inonu University, Malatya, 44280, Turkey.
| | | | - H Ozgur Ozdemirel
- Faculty of Science, Department of Biology, Hacettepe University, Ankara, 06800, Turkey
| | - Beril Erdem Tuncdemir
- Faculty of Science, Department of Biology, Hacettepe University, Ankara, 06800, Turkey
| | - Saadet Alan
- Faculty of Medicine, Department of Medical Pathology, Inonu University, Malatya, 44000, Turkey
| | - Hatice Mergen
- Faculty of Science, Department of Biology, Hacettepe University, Ankara, 06800, Turkey
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5
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Austin GI, Park H, Meydan Y, Seeram D, Sezin T, Lou YC, Firek BA, Morowitz MJ, Banfield JF, Christiano AM, Pe'er I, Uhlemann AC, Shenhav L, Korem T. Contamination source modeling with SCRuB improves cancer phenotype prediction from microbiome data. Nat Biotechnol 2023; 41:1820-1828. [PMID: 36928429 PMCID: PMC10504420 DOI: 10.1038/s41587-023-01696-w] [Citation(s) in RCA: 15] [Impact Index Per Article: 7.5] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/17/2022] [Accepted: 01/23/2023] [Indexed: 03/18/2023]
Abstract
Sequencing-based approaches for the analysis of microbial communities are susceptible to contamination, which could mask biological signals or generate artifactual ones. Methods for in silico decontamination using controls are routinely used, but do not make optimal use of information shared across samples and cannot handle taxa that only partially originate in contamination or leakage of biological material into controls. Here we present Source tracking for Contamination Removal in microBiomes (SCRuB), a probabilistic in silico decontamination method that incorporates shared information across multiple samples and controls to precisely identify and remove contamination. We validate the accuracy of SCRuB in multiple data-driven simulations and experiments, including induced contamination, and demonstrate that it outperforms state-of-the-art methods by an average of 15-20 times. We showcase the robustness of SCRuB across multiple ecosystems, data types and sequencing depths. Demonstrating its applicability to microbiome research, SCRuB facilitates improved predictions of host phenotypes, most notably the prediction of treatment response in melanoma patients using decontaminated tumor microbiome data.
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Affiliation(s)
- George I Austin
- Department of Computer Science, Columbia University, New York, NY, USA
- Program for Mathematical Genomics, Department of Systems Biology, Columbia University Irving Medical Center, New York, NY, USA
| | - Heekuk Park
- Division of Infectious Diseases, Columbia University Irving Medical Center, New York, NY, USA
| | - Yoli Meydan
- Program for Mathematical Genomics, Department of Systems Biology, Columbia University Irving Medical Center, New York, NY, USA
| | - Dwayne Seeram
- Division of Infectious Diseases, Columbia University Irving Medical Center, New York, NY, USA
| | - Tanya Sezin
- Department of Dermatology, Columbia University Irving Medical Center, New York, NY, USA
| | - Yue Clare Lou
- Department of Plant and Microbial Biology, University of California, Berkeley, CA, USA
| | - Brian A Firek
- Department of Surgery, University of Pittsburgh School of Medicine, Pittsburgh, PA, USA
| | - Michael J Morowitz
- Department of Surgery, University of Pittsburgh School of Medicine, Pittsburgh, PA, USA
| | - Jillian F Banfield
- Department of Earth and Planetary Science, University of California, Berkeley, CA, USA
- Department of Environmental Science, Policy, and Management, University of California, Berkeley, CA, USA
- Innovative Genomics Institute, University of California, Berkeley, CA, USA
- Chan Zuckerberg Biohub, San Francisco, CA, USA
| | - Angela M Christiano
- Department of Dermatology, Columbia University Irving Medical Center, New York, NY, USA
- Department of Genetics and Development, Columbia University Irving Medical Center, New York, NY, USA
| | - Itsik Pe'er
- Department of Computer Science, Columbia University, New York, NY, USA
- Program for Mathematical Genomics, Department of Systems Biology, Columbia University Irving Medical Center, New York, NY, USA
- Data Science Institute, Columbia University, New York, NY, USA
| | - Anne-Catrin Uhlemann
- Division of Infectious Diseases, Columbia University Irving Medical Center, New York, NY, USA
| | - Liat Shenhav
- Center for Studies in Physics and Biology, Rockefeller University, New York, NY, USA.
| | - Tal Korem
- Program for Mathematical Genomics, Department of Systems Biology, Columbia University Irving Medical Center, New York, NY, USA.
- Department of Obstetrics and Gynecology, Columbia University Irving Medical Center, New York, NY, USA.
- CIFAR Azrieli Global Scholars program, CIFAR, Toronto, Canada.
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6
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Colbert LE, El Alam MB, Wang R, Karpinets T, Lo D, Lynn EJ, Harris TA, Elnaggar JH, Yoshida-Court K, Tomasic K, Bronk JK, Sammouri J, Yanamandra AV, Olvera AV, Carlin LG, Sims T, Delgado Medrano AY, Napravnik TC, O'Hara M, Lin D, Abana CO, Li HX, Eifel PJ, Jhingran A, Joyner M, Lin L, Ramondetta LM, Futreal AM, Schmeler KM, Mathew G, Dorta-Estremera S, Zhang J, Wu X, Ajami NJ, Wong M, Taniguchi C, Petrosino JF, Sastry KJ, Okhuysen PC, Martinez SA, Tan L, Mahmud I, Lorenzi PL, Wargo JA, Klopp AH. Tumor-resident Lactobacillus iners confer chemoradiation resistance through lactate-induced metabolic rewiring. Cancer Cell 2023; 41:1945-1962.e11. [PMID: 37863066 PMCID: PMC10841640 DOI: 10.1016/j.ccell.2023.09.012] [Citation(s) in RCA: 82] [Impact Index Per Article: 41.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 11/10/2022] [Revised: 07/01/2023] [Accepted: 09/25/2023] [Indexed: 10/22/2023]
Abstract
Tumor microbiota can produce active metabolites that affect cancer and immune cell signaling, metabolism, and proliferation. Here, we explore tumor and gut microbiome features that affect chemoradiation response in patients with cervical cancer using a combined approach of deep microbiome sequencing, targeted bacterial culture, and in vitro assays. We identify that an obligate L-lactate-producing lactic acid bacterium found in tumors, Lactobacillus iners, is associated with decreased survival in patients, induces chemotherapy and radiation resistance in cervical cancer cells, and leads to metabolic rewiring, or alterations in multiple metabolic pathways, in tumors. Genomically similar L-lactate-producing lactic acid bacteria commensal to other body sites are also significantly associated with survival in colorectal, lung, head and neck, and skin cancers. Our findings demonstrate that lactic acid bacteria in the tumor microenvironment can alter tumor metabolism and lactate signaling pathways, causing therapeutic resistance. Lactic acid bacteria could be promising therapeutic targets across cancer types.
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Affiliation(s)
- Lauren E Colbert
- Department of Radiation Oncology, The University of Texas MD Anderson Cancer Center, Houston, TX 77030, USA.
| | - Molly B El Alam
- Department of Radiation Oncology, The University of Texas MD Anderson Cancer Center, Houston, TX 77030, USA
| | - Rui Wang
- Department of Radiation Oncology, The University of Texas MD Anderson Cancer Center, Houston, TX 77030, USA
| | - Tatiana Karpinets
- Department of Genomic Medicine, The University of Texas MD Anderson Cancer Center, Houston, TX 77030, USA
| | - David Lo
- Department of Radiation Oncology, The University of Texas MD Anderson Cancer Center, Houston, TX 77030, USA
| | - Erica J Lynn
- Department of Radiation Oncology, The University of Texas MD Anderson Cancer Center, Houston, TX 77030, USA
| | - Timothy A Harris
- Department of Radiation Oncology, The University of Texas MD Anderson Cancer Center, Houston, TX 77030, USA
| | - Jacob H Elnaggar
- Department of Radiation Oncology, The University of Texas MD Anderson Cancer Center, Houston, TX 77030, USA; LSU School of Medicine, Louisiana State University, Baton Rouge, LA 70803, USA
| | - Kyoko Yoshida-Court
- Department of Radiation Oncology, The University of Texas MD Anderson Cancer Center, Houston, TX 77030, USA
| | - Katarina Tomasic
- Department of Radiation Oncology, The University of Texas MD Anderson Cancer Center, Houston, TX 77030, USA
| | - Julianna K Bronk
- Department of Radiation Oncology, The University of Texas MD Anderson Cancer Center, Houston, TX 77030, USA
| | - Julie Sammouri
- Department of Radiation Oncology, The University of Texas MD Anderson Cancer Center, Houston, TX 77030, USA
| | - Ananta V Yanamandra
- Department of Translational and Molecular Pathology, The University of Texas MD Anderson Cancer Center, Houston, TX 77030, USA
| | - Adilene V Olvera
- Departments of Infectious Diseases, Infection Control and Employee Health, The University of Texas MD Anderson Cancer Center, Houston, TX 77030, USA
| | - Lily G Carlin
- Departments of Infectious Diseases, Infection Control and Employee Health, The University of Texas MD Anderson Cancer Center, Houston, TX 77030, USA
| | - Travis Sims
- Department of Gynecologic Oncology and Reproductive Medicine, The University of Texas MD Anderson Cancer Center, Houston, TX 77030, USA
| | - Andrea Y Delgado Medrano
- Department of Radiation Oncology, The University of Texas MD Anderson Cancer Center, Houston, TX 77030, USA
| | - Tatiana Cisneros Napravnik
- Department of Radiation Oncology, The University of Texas MD Anderson Cancer Center, Houston, TX 77030, USA
| | - Madison O'Hara
- Department of Thoracic Head and Neck Medical Oncology at The University of Texas MD Anderson Cancer Center, Houston, TX 77030, USA
| | - Daniel Lin
- Department of Radiation Oncology, The University of Texas MD Anderson Cancer Center, Houston, TX 77030, USA
| | - Chike O Abana
- Department of Radiation Oncology, The University of Texas MD Anderson Cancer Center, Houston, TX 77030, USA
| | - Hannah X Li
- Department of Radiation Oncology, The University of Texas MD Anderson Cancer Center, Houston, TX 77030, USA
| | - Patricia J Eifel
- Department of Radiation Oncology, The University of Texas MD Anderson Cancer Center, Houston, TX 77030, USA
| | - Anuja Jhingran
- Department of Radiation Oncology, The University of Texas MD Anderson Cancer Center, Houston, TX 77030, USA
| | - Melissa Joyner
- Department of Radiation Oncology, The University of Texas MD Anderson Cancer Center, Houston, TX 77030, USA
| | - Lilie Lin
- Department of Radiation Oncology, The University of Texas MD Anderson Cancer Center, Houston, TX 77030, USA
| | - Lois M Ramondetta
- Department of Gynecologic Oncology and Reproductive Medicine, The University of Texas MD Anderson Cancer Center, Houston, TX 77030, USA
| | - Andrew M Futreal
- Department of Genomic Medicine, The University of Texas MD Anderson Cancer Center, Houston, TX 77030, USA
| | - Kathleen M Schmeler
- Department of Gynecologic Oncology and Reproductive Medicine, The University of Texas MD Anderson Cancer Center, Houston, TX 77030, USA
| | - Geena Mathew
- Department of Radiation Oncology, The University of Texas MD Anderson Cancer Center, Houston, TX 77030, USA
| | | | - Jianhua Zhang
- Department of Genomic Medicine, The University of Texas MD Anderson Cancer Center, Houston, TX 77030, USA
| | - Xiaogang Wu
- Department of Genomic Medicine, The University of Texas MD Anderson Cancer Center, Houston, TX 77030, USA
| | - Nadim J Ajami
- Department of Genomic Medicine, The University of Texas MD Anderson Cancer Center, Houston, TX 77030, USA; Platform for Innovative Microbiome and Translational Research, Department of Genomic Medicine, The University of Texas MD Anderson Cancer Center, Houston, TX 77030, USA
| | - Matthew Wong
- Department of Genomic Medicine, The University of Texas MD Anderson Cancer Center, Houston, TX 77030, USA; Platform for Innovative Microbiome and Translational Research, Department of Genomic Medicine, The University of Texas MD Anderson Cancer Center, Houston, TX 77030, USA
| | - Cullen Taniguchi
- Department of Radiation Oncology, The University of Texas MD Anderson Cancer Center, Houston, TX 77030, USA
| | - Joseph F Petrosino
- Department of Molecular Virology and Microbiology, The Alkek Center for Metagenomics and Microbiome Research, Baylor College of Medicine, Houston, TX 77030, USA
| | - K Jagannadha Sastry
- Department of Thoracic Head and Neck Medical Oncology at The University of Texas MD Anderson Cancer Center, Houston, TX 77030, USA
| | - Pablo C Okhuysen
- Departments of Infectious Diseases, Infection Control and Employee Health, The University of Texas MD Anderson Cancer Center, Houston, TX 77030, USA
| | - Sara A Martinez
- Metabolomics Core Facility, Department of Bioinformatics and Computational Biology, The University of Texas MD Anderson Cancer Center, Houston, TX 77030, USA
| | - Lin Tan
- Metabolomics Core Facility, Department of Bioinformatics and Computational Biology, The University of Texas MD Anderson Cancer Center, Houston, TX 77030, USA
| | - Iqbal Mahmud
- Metabolomics Core Facility, Department of Bioinformatics and Computational Biology, The University of Texas MD Anderson Cancer Center, Houston, TX 77030, USA
| | - Philip L Lorenzi
- Metabolomics Core Facility, Department of Bioinformatics and Computational Biology, The University of Texas MD Anderson Cancer Center, Houston, TX 77030, USA
| | - Jennifer A Wargo
- Department of Genomic Medicine, The University of Texas MD Anderson Cancer Center, Houston, TX 77030, USA; LSU School of Medicine, Louisiana State University, Baton Rouge, LA 70803, USA; Platform for Innovative Microbiome and Translational Research, Department of Genomic Medicine, The University of Texas MD Anderson Cancer Center, Houston, TX 77030, USA; Department of Surgical Oncology, The University of Texas MD Anderson Cancer Center, Houston, TX 77030, USA
| | - Ann H Klopp
- Department of Radiation Oncology, The University of Texas MD Anderson Cancer Center, Houston, TX 77030, USA
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7
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Mathlouthi NEH, Oumarou Hama H, Belguith I, Charfi S, Boudawara T, Lagier JC, Ammar Keskes L, Grine G, Gdoura R. Colorectal Cancer Archaeome: A Metagenomic Exploration, Tunisia. Curr Issues Mol Biol 2023; 45:7572-7581. [PMID: 37754261 PMCID: PMC10527824 DOI: 10.3390/cimb45090477] [Citation(s) in RCA: 2] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/10/2023] [Revised: 05/27/2023] [Accepted: 05/30/2023] [Indexed: 09/28/2023] Open
Abstract
Colorectal cancer (CRC) is a serious public health problem known to have a multifactorial etiology. The association between gut microbiota and CRC has been widely studied; however, the link between archaea and CRC has not been sufficiently studied. To investigate the involvement of archaea in colorectal carcinogenesis, we performed a metagenomic analysis of 68 formalin-embedded paraffin fixed tissues from tumoral (n = 33) and healthy mucosa (n = 35) collected from 35 CRC Tunisian patients. We used two DNA extraction methods: Generead DNA FFPE kit (Qiagen, Germantown, MD, USA) and Chelex. We then sequenced the samples using Illumina Miseq. Interestingly, DNA extraction exclusively using Chelex generated enough DNA for sequencing of all samples. After data filtering and processing, we reported the presence of archaeal sequences, which represented 0.33% of all the reads generated. In terms of abundance, we highlighted a depletion in methanogens and an enrichment in Halobacteria in the tumor tissues, while the correlation analysis revealed a significant association between the Halobacteria and the tumor mucosa (p < 0.05). We reported a strong correlation between Natrialba magadii, Sulfolobus acidocaldarius, and tumor tissues, and a weak correlation between Methanococcus voltae and healthy adjacent mucosa. Here, we demonstrated the feasibility of archaeome analysis from formol fixed paraffin-embedded (FFPE) tissues using simple protocols ranging from sampling to data analysis, and reported a significant association between Halobacteria and tumor tissues in Tunisian patients with CRC. The importance of our study is that it represents the first metagenomic analysis of Tunisian CRC patients' gut microbiome, which consists of sequencing DNA extracted from paired tumor-adjacent FFPE tissues collected from CRC patients. The detection of archaeal sequences in our samples confirms the feasibility of carrying out an archaeome analysis from FFPE tissues using a simple DNA extraction protocol. Our analysis revealed the enrichment of Halobacteria, especially Natrialba magadii, in tumor mucosa compared to the normal mucosa in CRC Tunisian patients. Other species were also associated with CRC, including Sulfolobus acidocaldarius and Methanococcus voltae, which is a methanogenic archaea; both species were found to be correlated with adjacent healthy tissues.
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Affiliation(s)
- Nour El Houda Mathlouthi
- Laboratoire de Recherche Toxicologie Microbiologie Environnementale et Santé (LR17ES06), Faculté des Sciences de Sfax, Université de Sfax, Sfax 3000, Tunisia
| | - Hamadou Oumarou Hama
- IHU Méditerranée Infection, UMR MEPHI, 19-21, Bd. Jean Moulin, 13005 Marseille, France
| | - Imen Belguith
- Laboratoire de Recherche de Génétique Moléculaire Humaine, Faculté de Médecine de Sfax, Université de Sfax, Avenue Majida BOULILA, Sfax 3029, Tunisia
| | - Slim Charfi
- Department of Pathology, CHU Habib Bourguiba, Sfax 3029, Tunisia
| | - Tahya Boudawara
- Department of Pathology, CHU Habib Bourguiba, Sfax 3029, Tunisia
| | | | - Leila Ammar Keskes
- Laboratoire de Recherche de Génétique Moléculaire Humaine, Faculté de Médecine de Sfax, Université de Sfax, Avenue Majida BOULILA, Sfax 3029, Tunisia
| | - Ghiles Grine
- IHU Méditerranée Infection, UMR MEPHI, 19-21, Bd. Jean Moulin, 13005 Marseille, France
- Institut de Recherche pour le Développement (IRD), Aix-Marseille University, Microbes Evolution Phylogeny and Infections (MEPHI), 13005 Marseille, France
| | - Radhouane Gdoura
- Laboratoire de Recherche Toxicologie Microbiologie Environnementale et Santé (LR17ES06), Faculté des Sciences de Sfax, Université de Sfax, Sfax 3000, Tunisia
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Niccolai E, Baldi S, Nannini G, Gensini F, Papi L, Vezzosi V, Bianchi S, Orzalesi L, Ramazzotti M, Amedei A. Breast cancer: the first comparative evaluation of oncobiome composition between males and females. Biol Sex Differ 2023; 14:37. [PMID: 37277847 PMCID: PMC10243058 DOI: 10.1186/s13293-023-00523-w] [Citation(s) in RCA: 10] [Impact Index Per Article: 5.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 09/29/2022] [Accepted: 05/25/2023] [Indexed: 06/07/2023] Open
Abstract
BACKGROUND Emerging evidence suggests that breast microbiota dysbiosis contributes to cancer initiation, progression, prognosis and treatment efficacy. Anyway, available data are referred only to female patients, and studies on males are completely missing. Male breast cancer (MBC) is 70-100 times less frequent, but the mortality rate adjusted to incidence is higher in men than in females. Currently, MBC diagnostic approaches and treatments have generally been extrapolated from the clinical experience gained in women, while few studies focus on characterizing male cancer biology. Taking into account the rising importance of the oncobiome field and the need of MBC targeted studies, we explored the breast cancer oncobiome of male and female patients. METHODS 16S rRNA gene sequencing was performed in 20 tumor and 20 non-pathological adjacent FFPE breast tissues from male and female patients. RESULTS We documented, for the first time, the presence of a sexually dimorphic breast-associated microbiota, here defined as "breast microgenderome". Moreover, the paired analysis of tumor and non-pathological adjacent tissues suggests the presence of a cancer-associated dysbiosis in male patients, with surrounding tissue conserving a healthier microbiome, whereas in female patients, the entire breast tissue is predisposed to cancer development. Finally, the phylum Tenericutes, especially the genera Mesoplasma and Mycobacterium, could to be involved in breast carcinogenesis, in both sexes, deserving further investigation, not only for its role in cancer development but even as potential prognostic biomarker. CONCLUSIONS Breast microbiota characterization can enhance the understanding of male breast cancer pathogenesis, being useful for detection of new prognostic biomarkers and development of innovative personalized therapies, remarking the relevant gender differences.
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Affiliation(s)
- Elena Niccolai
- Department of Experimental and Clinical Medicine, University of Florence, Largo Brambilla 3, 50134, Florence, Italy.
| | - Simone Baldi
- Department of Experimental and Clinical Medicine, University of Florence, Largo Brambilla 3, 50134, Florence, Italy
| | - Giulia Nannini
- Department of Experimental and Clinical Medicine, University of Florence, Largo Brambilla 3, 50134, Florence, Italy
| | - Francesca Gensini
- Department of Biomedical, Experimental and Clinical Sciences "Mario Serio", University of Florence, Florence, Italy
| | - Laura Papi
- Department of Biomedical, Experimental and Clinical Sciences "Mario Serio", University of Florence, Florence, Italy
| | - Vania Vezzosi
- Division of Pathological Anatomy, Department of Health Sciences, University of Florence, Florence, Italy
| | - Simonetta Bianchi
- Division of Pathological Anatomy, Department of Health Sciences, University of Florence, Florence, Italy
| | - Lorenzo Orzalesi
- Department of Experimental and Clinical Medicine, University of Florence, Largo Brambilla 3, 50134, Florence, Italy
| | - Matteo Ramazzotti
- Department of Biomedical, Experimental and Clinical Sciences "Mario Serio", University of Florence, Florence, Italy
| | - Amedeo Amedei
- Department of Experimental and Clinical Medicine, University of Florence, Largo Brambilla 3, 50134, Florence, Italy.
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Chang J, Li X, Xia Q, Yang S, Zhang H, Yang H. Potential values of formalin-fixed paraffin-embedded tissues for intratumoral microbiome analysis in breast cancer. Heliyon 2023; 9:e16267. [PMID: 37265628 PMCID: PMC10230216 DOI: 10.1016/j.heliyon.2023.e16267] [Citation(s) in RCA: 4] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/21/2023] [Revised: 05/06/2023] [Accepted: 05/11/2023] [Indexed: 06/03/2023] Open
Abstract
Breast cancer (BC) tissues have been proved to harbor microorganisms, which could potentially contribute to oncogenesis. Formalin-fixed paraffin-embedded (FFPE) tissues are the most widespread clinical samples in BC research. To verify the potential of FFPE tissues in microbiological analysis, we analyzed the microbial communities of FFPE and fresh frozen (FF) tumor samples from 30 participants diagnosed with BC deploying 16S rRNA sequencing. The operational taxonomic units (OTUs) analysis showed that 78.55% of OTUs in FFPE samples were consistent with FF samples. The composition of core bacteria did not change much, and there is also no difference in alpha diversity between FFPE and FF (without unclassified bacteria). Taxonomic variation results show that Firmicutes and Bacteroidota phyla, and their major classes, maintained the same proportion under two preservation methods. In addition, the major class Gammaproteobacteria, as well as its dominant orders Burkholderiales and Pseudomonadales all showed no significant difference in paired analysis. Moreover, the Proteobacteria and Actinobacteriota phyla showed no significant difference between FFPE and FF samples after subtracting unclassified bacteria. Therefore, premised with the intrinsic tumor heterogeneity and unclassified bacteria, there are potential values of FFPE tissues for intratumoral microbiome analysis in breast cancer.
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Affiliation(s)
- Jing Chang
- School of Life Sciences, Northwestern Polytechnical University, 127th Youyi Rd., Xi'an 710072, Shaanxi, China
- Medical Service Office, Affiliated Cancer Hospital of Zhengzhou University, 127th Dongming Rd., Zhengzhou 450000, Henan, China
| | - Xiang Li
- School of Life Sciences, Northwestern Polytechnical University, 127th Youyi Rd., Xi'an 710072, Shaanxi, China
- Center of Special Environmental Biomechanics & Biomedical Engineering, Northwestern Polytechnical University, 127th Youyi Rd., Xi'an 710072, Shaanxi, China
| | - Qingxin Xia
- Department of Pathology, Affiliated Cancer Hospital of Zhengzhou University, 127th Dongming Rd., Zhengzhou 450000, Henan, China
| | - Shumin Yang
- Medical Service Office, Affiliated Cancer Hospital of Zhengzhou University, 127th Dongming Rd., Zhengzhou 450000, Henan, China
| | - He Zhang
- Department of Pathology, Affiliated Cancer Hospital of Zhengzhou University, 127th Dongming Rd., Zhengzhou 450000, Henan, China
| | - Hui Yang
- School of Life Sciences, Northwestern Polytechnical University, 127th Youyi Rd., Xi'an 710072, Shaanxi, China
- Center of Special Environmental Biomechanics & Biomedical Engineering, Northwestern Polytechnical University, 127th Youyi Rd., Xi'an 710072, Shaanxi, China
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Are intratumoral microbiota involved in the progression of intraductal papillary mucinous neoplasms of the pancreas? Surgery 2023; 173:503-510. [PMID: 36404180 DOI: 10.1016/j.surg.2022.10.003] [Citation(s) in RCA: 2] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/25/2022] [Revised: 08/16/2022] [Accepted: 10/03/2022] [Indexed: 11/19/2022]
Abstract
BACKGROUND Microbiota have been reported to influence the development of various gastrointestinal neoplasms through the mechanism of sustained inflammation; however, few data are available regarding their influence on intraductal papillary mucinous neoplasms. The aim of this study was to assess the association between specific microbiota and the clinicopathologic characteristics of intraductal papillary mucinous neoplasms of the pancreas. METHODS DNA was extracted from formalin-fixed, paraffin-embedded samples of 30 patients who underwent pancreatectomy for intraductal papillary mucinous neoplasm, and polymerase chain reaction was used to create sequence libraries using the primer set for the V3 and V4 region of 16S recombinant DNA. Filtered sequence reads were then processed into operational taxonomic units with a 97% identity threshold and the relative abundance of bacteria compared between the 2 groups using operational taxonomic units. RESULTS There was a trend toward fewer Firmicutes and more Proteobacteria and Fusobacteria in the relative abundance of main duct operational taxonomic units than in branch duct operational taxonomic units. The relative abundances of Bacteroidetes (P < .01) and Fusobacteria (P = .04) were significantly higher in invasive intraductal papillary mucinous neoplasms than in noninvasive intraductal papillary mucinous neoplasms. The relative abundance of the intestinal type was significantly lower in Firmicutes than the relative abundance of the nonintestinal type (P = .04). Notably, main duct operational taxonomic units with the intestinal subtype were affected by increased proportions of Proteobacteria and Fusobacteria, and Fusobacteria were abundant in the intestinal type of invasive main duct operational taxonomic units. CONCLUSION Intratumoral microbiota may be involved in the progression of operational taxonomic units.
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Immunohistochemical Differentiation between Western and East Asian Types of CagA-Positive Helicobacter pylori in Gastric Biopsy Samples. Can J Gastroenterol Hepatol 2022; 2022:1371089. [PMID: 36419567 PMCID: PMC9678484 DOI: 10.1155/2022/1371089] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 06/24/2022] [Revised: 10/09/2022] [Accepted: 10/13/2022] [Indexed: 11/13/2022] Open
Abstract
BACKGROUND Cag A-positive Helicobacter pylori isolated from human gastric mucosa is categorized as a Western or East Asian allele-type based on whether the cagA gene encodes an EPIYA-C or EPIYA-D motif. We aimed to differentiate between the 2 types of H. pylori by immunohistochemistry (IHC) using formalin-fixed paraffin-embedded (FFPE) gastric biopsy samples. MATERIALS AND METHODS We developed 2 monoclonal antibodies (mAbs) that detect either the EPIYA-C or EPIYA-D motif of the H. pylori CagA protein by IHC using FFPE tissues. FFPE tissue sections from 30 Japanese and 39 Brazilian gastric biopsy samples with H. pylori infection confirmed by Giemsa staining (moderate/severe in the Sydney classification system) were examined by IHC with the novel mAbs followed by polymerase chain reaction (PCR) for EPIYA-C or EPIYA-D using DNA extracted from adjacent tissue sections. RESULTS Differentiation among Western and East Asian types and CagA-negative H. pylori was successful in most (97%) samples by IHC with the novel mAbs and commercially available mAbs that react with a species-specific lipopolysaccharide or a common CagA motif of H. pylori. The detection status of EPIYA-C/D motifs by IHC with the novel mAbs was consistent with the PCR results in 61 (88%) of 69 samples: EPIYA-C(+)/D(-) in zero Japanese and 26 Brazilian samples, EPIYA-C(-)/D(+) in 26 Japanese and 1 Brazilian sample, and EPIYA-C(-)/D(-) in 1 Japanese and 7 Brazilian samples. The detection sensitivity and specificity of IHC with each novel mAb compared with the PCR results were, respectively, 84% and 97% for EPIYA-C, and 97% and 95% for EPIYA-D. CONCLUSIONS The novel mAbs specific to each EPIYA-C or EPIYA-D motif differentiated between Western and East Asian types of CagA-positive H. pylori by IHC using FFPE tissues. Applying these novel mAbs to large numbers of archived pathology samples will contribute to elucidating the association of these allele types with gastric cancer.
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Cruz-Flores R, López-Carvallo JA, Cáceres-Martínez J, Dhar AK. Microbiome analysis from formalin-fixed paraffin-embedded tissues: Current challenges and future perspectives. METHODS IN MICROBIOLOGY 2022; 196:106476. [PMID: 35490989 DOI: 10.1016/j.mimet.2022.106476] [Citation(s) in RCA: 13] [Impact Index Per Article: 4.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 03/24/2022] [Revised: 04/22/2022] [Accepted: 04/22/2022] [Indexed: 12/14/2022]
Abstract
Formalin-fixed paraffin-embedded (FFPE) tissues stored in thousands of human and animal pathology laboratories around the globe represent mines of stored genetic information. In recent years, the use of FFPE tissues as a viable source of DNA for diverse genetic studies has attracted attention for interrogating microbiomes from this sample type. These studies have proven that 16S rRNA amplicon sequencing-based microbiome studies are possible from FFPE samples but present some particular challenges. In this review, we summarize all aspects of microbiome studies from FFPE tissues including the challenges associated with working highly degraded DNA, best practices for reducing environmental contamination, and we propose solutions to address these issues. Finally, we discuss how the combination of FFPE microbiome studies and Laser Capture Microdissection and/or Laser Microdissection could enable to determine the spatial heterogeneity underlying complex bacterial communities.
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Affiliation(s)
- Roberto Cruz-Flores
- Centro de Investigación Científica y de Educación Superior de Ensenada (CICESE), Carretera Ensenada-Tijuana No. 3918, Zona Playitas, 22860 Ensenada, Baja California, Mexico.
| | - Jesús Antonio López-Carvallo
- Centro de Investigación Científica y de Educación Superior de Ensenada (CICESE), Carretera Ensenada-Tijuana No. 3918, Zona Playitas, 22860 Ensenada, Baja California, Mexico
| | - Jorge Cáceres-Martínez
- Centro de Investigación Científica y de Educación Superior de Ensenada (CICESE), Carretera Ensenada-Tijuana No. 3918, Zona Playitas, 22860 Ensenada, Baja California, Mexico
| | - Arun K Dhar
- Aquaculture Pathology Laboratory, School of Animal & Comparative Biomedical Sciences, The University of Arizona, Tucson, AZ, United States of America
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