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Nutrition As a Predictor of Microbiome Injury in Allo-HCT [Meeting Abstract]
Dai, A; Adintori, P A; Docampo, M D; Zuanelli, Brambilla C; Buchan, M L; Gomes, A L C; Burgos, da Silva M D; Markey, K A; Devlin, S M; Clurman, A; Slingerland, J B; Johnson, A J; Knights, D; Jenq, R R; Giralt, S A; Perales, M -A; van, den Brink M; Schluter, J; Peled, J U
Background Intestinal microbiome disruption is a risk factor for poor outcomes after allogeneic hematopoietic cell transplantation (allo-HCT), but the factors that contribute to microbiome injury are not well understood. We hypothesized that nutrition contributes to microbiome composition during allo-HCT. Methods Along with 16S profiling of collected fecal samples, we monitored daily inpatient nutritional intake using a customized real-time survey instrument. Data were quality-controlled by a dietitian and matched to the Food and Nutrient Database for Dietary Studies (FNDDS). Results 97 adult patients received conditioning regimens that were 68% ablative, 22% reduced, and 10% nonmyeloablative; 35% patients had acute myeloid leukemia and 35% had myelodysplastic/myeloproliferative neoplasms, while 10% had non-Hodgkin's lymphoma. Grafts were T-cell depleted in 49% and cord blood in 7%. The remaining had unmodified bone marrow or peripheral blood stem cell. 5 patients had enteral nutrition during the treatment. 22,614 food entries from 5,230 meals were collected during inpatient admissions. Among 800 sequenced stool samples, 329 were collected following exposure to an empiric antibiotic. The hierarchical organization of the FNDDS vocabulary facilitated application of alpha and beta diversities to diet data, as well as analysis of food items (e.g., chicken), which have been reported to more closely associate with microbiome composition than macronutrients (e.g., fat). Nutritional diversity declined from admission until day 3 (A). Clusters of dietary patterns were revealed by ordination with unweighted UniFrac distance applied, in which highly diverse diets clustered together (B). We observed a correlation between total calories consumed and fecal alpha diversity (r = 0.23, P < 0.001) and the relative fecal abundance of the genus Blautia (r = 0.31, P < 0.001), which we have previously associated with protection from lethal graft versus host disease (GVHD). In contrast, calorie intake was inversely associated with the fecal relative abundance of genus Enterococcus (r = -0.15, P < 0.001), a genus we have reported exacerbates GVHD. Similar associations with microbiome features were observed for fiber. To gain insight into which types of foods are associated with microbiome injury, we constructed a Bayesian multilevel model to evaluate relationships between microbiota diversity and the amount consumed of different food groups in the two days preceding each stool sample. This model controlled for conditioning intensity, exposure to empiric antibiotics, enteral nutrition, and total parenteral nutrition. Empiric antibiotics refer to the ones for neutropenic fever such as piperacillin/tazobactam, carbapenems, cefepime, linezolid and for C. difficile such as oral vancomycin, and metronidazole. A random intercept term per patient to accommodate repeated measurements from the same patient and a random intercept term for each week relative to HCT were incorporated in the model. Intake of sugars, sweets and beverages was associated with low fecal microbiota alpha diversity (C). The model predicts that, on average, consumption of 100g sugars and sweets over two days would result in a biologically meaningful decline of diversity by 1.13-fold in inverse Simpson units. Interestingly, fruits, a food type enriched in simple sugars, trended toward associations with lower diversity as well. Conclusion Consumption of sugars and sweets is associated with lower fecal microbiota alpha diversity in allo-HCT. We hypothesize that initial insults to diverse microbial communities are exacerbated by simple sugars, which can be exploited by the remaining organisms as readily available nutrients. These results highlight the importance of developing evidence-based nutritional recommendations in allo-HCT. [Formula presented] Disclosures: Adintori: Vidafuel Inc.: Current holder of stock options in a privately-held company. Buchan: Savor Health: Current Employment. Gomes: Xbiome: Current Employment. Johnson: Diversigen: Consultancy. Knights: Diversigen: Consultancy. Jenq: Microbiome DX: Consultancy; Merck: Consultancy; Prolacta: Consultancy, Membership on an entity's Board of Directors or advisory committees; Kaleido: Consultancy, Current holder of stock options in a privately-held company, Membership on an entity's Board of Directors or advisory committees, Research Funding; Seres: Consultancy, Current holder of stock options in a privately-held company, Membership on an entity's Board of Directors or advisory committees, Patents & Royalties, Research Funding; LisCure: Consultancy, Membership on an entity's Board of Directors or advisory committees; MaaT Pharma: Consultancy, Membership on an entity's Board of Directors or advisory committees; Karius: Consultancy. Giralt: GSK: Membership on an entity's Board of Directors or advisory committees; PFIZER: Membership on an entity's Board of Directors or advisory committees; SANOFI: Membership on an entity's Board of Directors or advisory committees; JAZZ: Membership on an entity's Board of Directors or advisory committees; AMGEN: Membership on an entity's Board of Directors or advisory committees; JENSENN: Membership on an entity's Board of Directors or advisory committees; BMS: Membership on an entity's Board of Directors or advisory committees; CELGENE: Membership on an entity's Board of Directors or advisory committees; Actinnum: Membership on an entity's Board of Directors or advisory committees. Perales: NexImmune: Honoraria; Servier: Honoraria; MorphoSys: Honoraria; Novartis: Honoraria, Other; Nektar Therapeutics: Honoraria, Other; Miltenyi Biotec: Honoraria, Other; Merck: Honoraria; Medigene: Honoraria; Takeda: Honoraria; Sellas Life Sciences: Honoraria; Kite/Gilead: Honoraria, Other; Karyopharm: Honoraria; Incyte: Honoraria, Other; Equilium: Honoraria; Cidara: Honoraria; Celgene: Honoraria; Bristol-Myers Squibb: Honoraria; Omeros: Honoraria. van den Brink: Priothera: Research Funding; Da Volterra: Other: has consulted, received honorarium from or participated in advisory boards; Jazz Pharmaceuticals: Honoraria; Pharmacyclics: Other; Seres: Other: Honorarium, Intellectual Property Rights, Research Fundingand Stock Options; Wolters Kluwer: Patents & Royalties; Pluto Therapeutics: Current holder of stock options in a privately-held company, Other: has consulted, received honorarium from or participated in advisory boards; Amgen: Honoraria; Frazier Healthcare Partners: Honoraria; Forty-Seven, Inc.: Honoraria; Notch Therapeutics: Honoraria; Nektar Therapeutics: Honoraria; GlaskoSmithKline: Other: has consulted, received honorarium from or participated in advisory boards; Kite Pharmaceuticals: Other; Novartis (Spouse): Other: has consulted, received honorarium from or participated in advisory boards; Juno Therapeutics: Other; MagentaTherapeutics: Honoraria; Ceramedix: Other: has consulted, received honorarium from or participated in advisory boards; Rheos: Honoraria; DKMS (nonprofit): Other; Therakos: Honoraria; Merck & Co, Inc: Honoraria; Synthekine (Spouse): Other: has consulted, received honorarium from or participated in advisory boards; Lygenesis: Other: has consulted, received honorarium from or participated in advisory boards; WindMILTherapeutics: Honoraria. Schluter: Postbiotics Plus LLC: Other: cofounder. Peled: MaaT Pharma: Consultancy; CSL Behring: Consultancy; DaVolterra: Consultancy; Seres Therapeutics: Research Funding.
Copyright
EMBASE:2016086732
ISSN: 0006-4971
CID: 5098622
Gut microbiome dysbiosis during COVID-19 is associated with increased risk for bacteremia and microbial translocation
Venzon, Mericien; Bernard-Raichon, Lucie; Klein, Jon; Axelrad, Jordan; Hussey, Grant; Sullivan, Alexis; Casanovas-Massana, Arnau; Noval, Maria; Valero-Jimenez, Ana; Gago, Juan; Wilder, Evan; Team, Yale Impact Research; Iwasaki, Akiko; Thorpe, Lorna; Littman, Dan; Dittmann, Meike; Stapleford, Kenneth; Shopsin, Bo; Torres, Victor; Ko, Albert; Cadwell, Ken; Schluter, Jonas
The microbial populations in the gut microbiome have recently been associated with COVID-19 disease severity. However, a causal impact of the gut microbiome on COVID-19 patient health has not been established. Here we provide evidence that gut microbiome dysbiosis is associated with translocation of bacteria into the blood during COVID-19, causing life-threatening secondary infections. Antibiotics and other treatments during COVID-19 can potentially confound microbiome associations. We therefore first demonstrate that the gut microbiome is directly affected by SARS-CoV-2 infection in a dose-dependent manner in a mouse model, causally linking viral infection and gut microbiome dysbiosis. Comparison with stool samples collected from 97 COVID-19 patients at two different clinical sites also revealed substantial gut microbiome dysbiosis, paralleling our observations in the animal model. Specifically, we observed blooms of opportunistic pathogenic bacterial genera known to include antimicrobial-resistant species in hospitalized COVID-19 patients. Analysis of blood culture results testing for secondary microbial bloodstream infections with paired microbiome data obtained from these patients suggest that bacteria translocate from the gut into the systemic circulation of COVID-19 patients. These results are consistent with a direct role for gut microbiome dysbiosis in enabling dangerous secondary infections during COVID 19.
PMCID:8328072
PMID: 34341786
ISSN: n/a
CID: 5080792
Author Correction: Compilation of longitudinal microbiota data and hospitalome from hematopoietic cell transplantation patients
Liao, Chen; Taylor, Bradford P; Ceccarani, Camilla; Fontana, Emily; Amoretti, Luigi A; Wright, Roberta J; Gomes, Antonio L C; Peled, Jonathan U; Taur, Ying; Perales, Miguel-Angel; van den Brink, Marcel R M; Littmann, Eric; Pamer, Eric G; Schluter, Jonas; Xavier, Joao B
PMID: 33893321
ISSN: 2052-4463
CID: 4852802
A metagenomics approach to investigate microbiome sociobiology
Andersen, Sandra B; Schluter, Jonas
PMID: 33593943
ISSN: 1091-6490
CID: 4786782
Microbial dysbiosis is associated with aggressive histology and adverse clinical outcome in B-cell non-Hodgkin lymphoma
Diefenbach, Catherine S; Peters, Brandilyn A; Li, Huilin; Raphael, Bruce; Moskovits, Tibor; Hymes, Kenneth; Schluter, Jonas; Chen, J; Bennani, N Nora; Witzig, Thomas E; Ahn, Jiyoung
B-cell non-Hodgkin lymphoma cell survival depends on poorly understood immune evasion mechanisms. In melanoma, the composition of the gut microbiota (GMB) is associated with immune system regulation and response to immunotherapy. We investigated the association of GMB composition and diversity with lymphoma biology and treatment outcome. Patients with diffuse large B-cell lymphoma (DLBCL), marginal zone (MZL), and follicular lymphoma (FL) were recruited at Mayo Clinic, Minnesota, and Perlmutter Cancer Center, NYU Langone Health. The pretreatment GMB was analyzed using 16S ribosomal RNA gene sequencing. We examined GMB compositions in 3 contexts: lymphoma patients (51) compared with healthy controls (58), aggressive (DLBCL) (8) compared with indolent (FL, MZL) (18), and the association of GMB with immunochemotherapy treatment outcomes (8 responders, 6 nonresponders). Respectively, we found that the pretreatment GMB in lymphoma patients had a distinct composition compared with healthy controls (P < .001); GMB compositions in DLBCL patients were significantly different than indolent patients (P = .01) with a trend toward reduced microbial diversity in DLBCL patients (P = .08); and pretreatment GMB diversity and composition were significant predictors of treatment responses (P = .01). The impact of these pilot results is limited by our small sample size, and should be considered a proof of principle. If validated, our results could lead toward improved treatment outcomes by improving medication stewardship and informing which GMB-targeted therapies should be tested to improve patient outcomes.
PMID: 33635332
ISSN: 2473-9537
CID: 4795112
Compilation of longitudinal microbiota data and hospitalome from hematopoietic cell transplantation patients
Liao, Chen; Taylor, Bradford P; Ceccarani, Camilla; Fontana, Emily; Amoretti, Luigi A; Wright, Roberta J; Gomes, Antonio L C; Peled, Jonathan U; Perales, Miguel-Angel; van den Brink, Marcel R M; Littmann, Eric; Pamer, Eric G; Schluter, Jonas; Xavier, Joao B
The impact of the gut microbiota in human health is affected by several factors including its composition, drug administrations, therapeutic interventions and underlying diseases. Unfortunately, many human microbiota datasets available publicly were collected to study the impact of single variables, and typically consist of outpatients in cross-sectional studies, have small sample numbers and/or lack metadata to account for confounders. These limitations can complicate reusing the data for questions outside their original focus. Here, we provide comprehensive longitudinal patient dataset that overcomes those limitations: a collection of fecal microbiota compositions (>10,000 microbiota samples from >1,000 patients) and a rich description of the "hospitalome" experienced by the hosts, i.e., their drug exposures and other metadata from patients with cancer, hospitalized to receive allogeneic hematopoietic cell transplantation (allo-HCT) at a large cancer center in the United States. We present five examples of how to apply these data to address clinical and scientific questions on host-associated microbial communities.
PMID: 33654104
ISSN: 2052-4463
CID: 4801442
The gut microbiota is associated with immune cell dynamics in humans
Schluter, Jonas; Peled, Jonathan U; Taylor, Bradford P; Markey, Kate A; Smith, Melody; Taur, Ying; Niehus, Rene; Staffas, Anna; Dai, Anqi; Fontana, Emily; Amoretti, Luigi A; Wright, Roberta J; Morjaria, Sejal; Fenelus, Maly; Pessin, Melissa S; Chao, Nelson J; Lew, Meagan; Bohannon, Lauren; Bush, Amy; Sung, Anthony D; Hohl, Tobias M; Perales, Miguel-Angel; van den Brink, Marcel R M; Xavier, Joao B
The gut microbiota influences development1-3 and homeostasis4-7 of the mammalian immune system, and is associated with human inflammatory8 and immune diseases9,10 as well as responses to immunotherapy11-14. Nevertheless, our understanding of how gut bacteria modulate the immune system remains limited, particularly in humans, where the difficulty of direct experimentation makes inference challenging. Here we study hundreds of hospitalized-and closely monitored-patients with cancer receiving haematopoietic cell transplantation as they recover from chemotherapy and stem-cell engraftment. This aggressive treatment causes large shifts in both circulatory immune cell and microbiota populations, enabling the relationships between the two to be studied simultaneously. Analysis of observed daily changes in circulating neutrophil, lymphocyte and monocyte counts and more than 10,000 longitudinal microbiota samples revealed consistent associations between gut bacteria and immune cell dynamics. High-resolution clinical metadata and Bayesian inference allowed us to compare the effects of bacterial genera in relation to those of immunomodulatory medications, revealing a considerable influence of the gut microbiota-together and over time-on systemic immune cell dynamics. Our analysis establishes and quantifies the link between the gut microbiota and the human immune system, with implications for microbiota-driven modulation of immunity.
PMID: 33239790
ISSN: 1476-4687
CID: 4680892
Microbe-derived short chain fatty acids butyrate and propionate are associated with protection from chronic GVHD
Markey, Kate A; Schluter, Jonas; Gomes, Antonio Lc; Littmann, Eric; Pickard, Amanda; Taylor, Bradford P; Giardina, Paul A; Weber, Daniela; Dai, Anqi; Docampo, Melissa; Armijo, Gabriel K; Slingerland, Ann; Slingerland, John; Nichols, Katherine B; Brereton, Daniel G; Clurman, Annelie; Ramos, Ruben J; Rao, Arka; Bush, Amy T; Bohannon, Lauren; Covington, Megan; Lew, Meagan V; Rizzieri, David A; Chao, Nelson J; Maloy, Molly; Cho, Christina; Politikos, Ioannis; Giralt, Sergio; Taur, Ying; Pamer, Eric; Holler, Ernst; Perales, Miguel-Angel; Ponce, Doris M; Devlin, Sean M; Xavier, Joao; Sung, Anthony; Peled, Jonathan U; Cross, Justin R; van den Brink, Marcel Rm
Studies of the relationship between the gastrointestinal microbiota and outcomes in allogeneic hematopoietic stem cell transplantation (allo-HCT) have, thus far, largely focused on early complications, predominantly infection and acute graft-versus-host disease (GVHD). We examined the potential relationship of the microbiome with chronic GVHD (cGVHD) by analyzing stool and plasma samples collected late after allo-HCT using a case-control study design. We found lower circulating concentrations of the microbe-derived short-chain fatty acids (SCFA) propionate and butyrate in day 100 plasma samples from patients who developed cGVHD, compared with those who remained free of this complication in the initial case-control cohort of transplant patients, and in a further cross-sectional cohort from an independent transplant center. An additional cross-sectional patient cohort from a third transplant center was analyzed, however serum was available - rather than plasma - and the differences in SCFA observed in the plasma samples were not recapitulated. In sum, our findings from the primary case-control cohort, and one of two cross-sectional cohorts explored, suggest that the gastrointestinal microbiome may exert immunomodulatory effects in allo-HCT patients at least in part due to control of systemic concentrations of microbe-derived short chain fatty acids.
PMID: 32430495
ISSN: 1528-0020
CID: 4444252
Antibiotic-Induced Shifts in Fecal Microbiota Density and Composition during Hematopoietic Stem Cell Transplantation
Morjaria, Sejal; Schluter, Jonas; Taylor, Bradford P; Littmann, Eric R; Carter, Rebecca A; Fontana, Emily; Peled, Jonathan U; van den Brink, Marcel R M; Xavier, Joao B; Taur, Ying
Dramatic microbiota changes and loss of commensal anaerobic bacteria are associated with adverse outcomes in hematopoietic cell transplantation (HCT) recipients. In this study, we demonstrate these dynamic changes at high resolution through daily stool sampling and assess the impact of individual antibiotics on those changes. We collected 272 longitudinal stool samples (with mostly daily frequency) from 18 patients undergoing HCT and determined their composition by multiparallel 16S rRNA gene sequencing as well as the density of bacteria in stool by quantitative PCR (qPCR). We calculated microbiota volatility to quantify rapid shifts and developed a new dynamic systems inference method to assess the specific impact of antibiotics. The greatest shifts in microbiota composition occurred between stem cell infusion and reconstitution of healthy immune cells. Piperacillin-tazobactam caused the most severe declines among obligate anaerobes. Our approach of daily sampling, bacterial density determination, and dynamic systems modeling allowed us to infer the independent effects of specific antibiotics on the microbiota of HCT patients.
PMCID:6704593
PMID: 31262981
ISSN: 1098-5522
CID: 4298182
The impact of early-life sub-therapeutic antibiotic treatment (STAT) on excessive weight is robust despite transfer of intestinal microbes
Schulfer, Anjelique F; Schluter, Jonas; Zhang, Yilong; Brown, Quincy; Pathmasiri, Wimal; McRitchie, Susan; Sumner, Susan; Li, Huilin; Xavier, Joao B; Blaser, Martin J
The high-fat, high-calorie diets of westernized cultures contribute to the global obesity epidemic, and early life exposure to antibiotics may potentiate those dietary effects. Previous experiments with mice had shown that sub-therapeutic antibiotic treatment (STAT)-even restricted to early life-affected the gut microbiota, altered host metabolism, and increased adiposity throughout the lifetime of the animals. Here we carried out a large-scale cohousing experiment to investigate whether cohousing STAT and untreated (Control) mice would transfer the STAT-perturbed microbiota and transmit its impact on weight. We exposed pregnant dams and their young offspring to either low-dose penicillin (STAT) or water (Control) until weaning, and then followed the offspring as they grew and endured a switch from normal to high-fat diet at week 17 of life. Cohousing, which started at week 4, rapidly approximated the microbiota within cages, lowering the weight of STAT mice relative to non-cohoused mice. The effect, however, varied between cages, and was restricted to the first 16 weeks when diet consisted of normal chow. Once mice switched to high-fat diet, the microbiota α- and β-diversity expanded and the effect of cohousing faded: STAT mice, again, were heavier than control mice independently of cohousing. Metabolomics revealed serum metabolites associated with STAT exposure, but no significant differences were detected in glucose or insulin tolerance. Our results show that cohousing can partly ameliorate the impact of STAT on the gut microbiota but not prevent increased weight with high-fat diet. These observations have implications for microbiota therapies aimed to resolve the collateral damage of antibiotics and their load on human obesity.
PMID: 30651608
ISSN: 1751-7370
CID: 3595352