Evidence map›Paper›PMID 35228752›Full record

SynthesisNature medicine2022

Intestinal microbiota signatures of clinical response and immune-related adverse events in melanoma patients treated with anti-PD-1.

John A McCulloch, Diwakar Davar, Richard R Rodrigues, Jonathan H Badger, Jennifer R Fang, Alicia M Cole, Ascharya K Balaji, Marie Vetizou, Stephanie M Prescott, Miriam R Fernandes and 21 more

Registry-linked trialOpen access · greenAbstract readMeta-Analysis
In one paragraph

Synthesis in Nature medicine, 2022. The graph could read no effect estimate from its abstract, so it casts no vote on the map. It is linked to trial NCT05443217 (Intestinal and Oral Microbiota Signatures of Clinical Response and Adverse Events in HCC Treated With Systemic Therapies), which is not on this map. Cited by 312 papers, 4 of them syntheses that pooled it.

0numbers the graph read from it
0cells of the map it votes in
312citing papers in PubMed, 4 pooled it
33.4field-weighted citation impact, top 1% of its field
1 · What the graph read from it

What it found

Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.

The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.

2 · The registry

The trial behind it

Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.

NCT05443217 unknown statusnot on this map

Intestinal and Oral Microbiota Signatures of Clinical Response and Adverse Events in HCC Treated With Systemic Therapies

TypeobservationalSponsorFirst Affiliated Hospital of Wenzhou Medical UniversityRan2022 to 2024Enrolled200ConditionsLiver Cancer, Microbiota, Adverse Event, PrognosisArmsquestionnaire survey
3 · Its place in the literature

Who cites it

312 citing papers in PubMed, 4 syntheses or guidelines pooled it, 413 citations in OpenAlex.

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252 more citing papers are in PubMed but not listed here.

4 · The record

Corrections and comments

5 · Who and what money

Authors and funding

31 authors at 5 institutions in 1 country.

John A McCulloch *Genetics and Microbiome Core, Laboratory of Integrative Cancer Immunology, Center for Cancer Research, National Cancer Institute, Bethesda, MD, USA.
Diwakar Davar *Department of Medicine and UPMC Hillman Cancer Center, University of Pittsburgh, Pittsburgh, PA, USA.
Richard R Rodrigues *Genetics and Microbiome Core, Laboratory of Integrative Cancer Immunology, Center for Cancer Research, National Cancer Institute, Bethesda, MD, USA.
Jonathan H BadgerGenetics and Microbiome Core, Laboratory of Integrative Cancer Immunology, Center for Cancer Research, National Cancer Institute, Bethesda, MD, USA.ORCID http://orcid.org/0000-0002-5662-423X
Jennifer R FangCancer Immunobiology Section, Laboratory of Integrative Cancer Immunology, Center for Cancer Research, National Cancer Institute, Bethesda, MD, USA.ORCID http://orcid.org/0000-0003-4930-4729
Alicia M ColeCancer Immunobiology Section, Laboratory of Integrative Cancer Immunology, Center for Cancer Research, National Cancer Institute, Bethesda, MD, USA.ORCID http://orcid.org/0000-0002-7792-2543
Ascharya K BalajiCancer Immunobiology Section, Laboratory of Integrative Cancer Immunology, Center for Cancer Research, National Cancer Institute, Bethesda, MD, USA.
Marie VetizouCancer Immunobiology Section, Laboratory of Integrative Cancer Immunology, Center for Cancer Research, National Cancer Institute, Bethesda, MD, USA.
Stephanie M PrescottCancer Immunobiology Section, Laboratory of Integrative Cancer Immunology, Center for Cancer Research, National Cancer Institute, Bethesda, MD, USA.ORCID http://orcid.org/0000-0002-0469-5255
Miriam R FernandesCancer Immunobiology Section, Laboratory of Integrative Cancer Immunology, Center for Cancer Research, National Cancer Institute, Bethesda, MD, USA.
Raquel G F CostaCancer Immunobiology Section, Laboratory of Integrative Cancer Immunology, Center for Cancer Research, National Cancer Institute, Bethesda, MD, USA.
Wuxing YuanGenetics and Microbiome Core, Laboratory of Integrative Cancer Immunology, Center for Cancer Research, National Cancer Institute, Bethesda, MD, USA.
Rosalba SalcedoCancer Immunobiology Section, Laboratory of Integrative Cancer Immunology, Center for Cancer Research, National Cancer Institute, Bethesda, MD, USA.
Erol BahadirogluCancer Immunobiology Section, Laboratory of Integrative Cancer Immunology, Center for Cancer Research, National Cancer Institute, Bethesda, MD, USA.
Soumen RoyCancer Immunobiology Section, Laboratory of Integrative Cancer Immunology, Center for Cancer Research, National Cancer Institute, Bethesda, MD, USA.
Richelle N DeBlasioDepartment of Medicine and UPMC Hillman Cancer Center, University of Pittsburgh, Pittsburgh, PA, USA.
Robert M MorrisonDepartment of Medicine and UPMC Hillman Cancer Center, University of Pittsburgh, Pittsburgh, PA, USA.ORCID http://orcid.org/0000-0002-8421-8183
Joe-Marc ChauvinDepartment of Medicine and UPMC Hillman Cancer Center, University of Pittsburgh, Pittsburgh, PA, USA.
Quanquan DingDepartment of Medicine and UPMC Hillman Cancer Center, University of Pittsburgh, Pittsburgh, PA, USA.
Bochra ZidiDepartment of Medicine and UPMC Hillman Cancer Center, University of Pittsburgh, Pittsburgh, PA, USA.
Ava LowinDepartment of Medicine and UPMC Hillman Cancer Center, University of Pittsburgh, Pittsburgh, PA, USA.
Saranya ChakkaDepartment of Medicine and UPMC Hillman Cancer Center, University of Pittsburgh, Pittsburgh, PA, USA.
Wentao GaoDepartment of Medicine and UPMC Hillman Cancer Center, University of Pittsburgh, Pittsburgh, PA, USA.
Ornella PaglianoDepartment of Medicine and UPMC Hillman Cancer Center, University of Pittsburgh, Pittsburgh, PA, USA.
Scarlett J ErnstDepartment of Medicine and UPMC Hillman Cancer Center, University of Pittsburgh, Pittsburgh, PA, USA.
Amy RoseDepartment of Medicine and UPMC Hillman Cancer Center, University of Pittsburgh, Pittsburgh, PA, USA.
Nolan K NewmanCollege of Pharmacy, Oregon State University, Corvallis, OR, USA.
Andrey MorgunCollege of Pharmacy, Oregon State University, Corvallis, OR, USA.
Hassane M ZarourDepartment of Medicine and UPMC Hillman Cancer Center, University of Pittsburgh, Pittsburgh, PA, USA. zarourhm@upmc.edu.ORCID http://orcid.org/0000-0003-2525-2688
Giorgio TrinchieriCancer Immunobiology Section, Laboratory of Integrative Cancer Immunology, Center for Cancer Research, National Cancer Institute, Bethesda, MD, USA. trinchig@mail.nih.gov.ORCID http://orcid.org/0000-0001-5892-7464
Amiran K DzutsevCancer Immunobiology Section, Laboratory of Integrative Cancer Immunology, Center for Cancer Research, National Cancer Institute, Bethesda, MD, USA. amiran.dzutsev@nih.gov.ORCID http://orcid.org/0000-0003-0749-4149
National Cancer Institute · USUPMC Hillman Cancer Center · USFrederick National Laboratory for Cancer Research · USOregon State University · USUniversity of Pittsburgh · US

Funding

VECTOR CORE FACILITYP30CA047904 · NCI · UNIVERSITY OF PITTSBURGH AT PITTSBURGH · PI CHRISTOPHER J. BAKKENIST · 1988 to 2026
$158.0M
Project 5: Microenvironment manipulation using anti-angiogenics to improve immunotherapy in melanomaP50CA254865 · NCI · UNIVERSITY OF PITTSBURGH AT PITTSBURGH · PI WANG, HONG · 2021 to 2025
$10.4M
Neoadjuvant Immunotherapy with Intratumoral CPG and PD-1 Blockade in MelanomaR01CA257265 · NCI · UNIVERSITY OF PITTSBURGH AT PITTSBURGH · PI DAVAR, DIWAKAR, ZAROUR, HASSANE M · 2021 to 2025
$2.6M
Fecal Microbiota Transplant and PD-1 blockade in MelanomaR01CA222203 · NCI · UNIVERSITY OF PITTSBURGH AT PITTSBURGH · PI ZAROUR, HASSANE M · 2018 to 2022
$2.5M
Targeting TIGIT and PD-1 in MelanomaR01CA228181 · NCI · UNIVERSITY OF PITTSBURGH AT PITTSBURGH · PI ZAROUR, HASSANE M · 2018 to 2022
$1.8M
NCI NIH HHS P30 CA047904NCI NIH HHS P50 CA254865NCI NIH HHS R01 CA222203NCI NIH HHS R01 CA228181NCI NIH HHS R01 CA257265
6 · The paper itself

Abstract

Ample evidence indicates that the gut microbiome is a tumor-extrinsic factor associated with antitumor response to anti-programmed cell death protein-1 (PD-1) therapy, but inconsistencies exist between published microbial signatures associated with clinical outcomes. To resolve this, we evaluated a new melanoma cohort, along with four published datasets. Time-to-event analysis showed that baseline microbiota composition was optimally associated with clinical outcome at approximately 1 year after initiation of treatment. Meta-analysis and other bioinformatic analyses of the combined data show that bacteria associated with favorable response are confined within the Actinobacteria phylum and the Lachnospiraceae/Ruminococcaceae families of Firmicutes. Conversely, Gram-negative bacteria were associated with an inflammatory host intestinal gene signature, increased blood neutrophil-to-lymphocyte ratio, and unfavorable outcome. Two microbial signatures, enriched for Lachnospiraceae spp. and Streptococcaceae spp., were associated with favorable and unfavorable clinical response, respectively, and with distinct immune-related adverse effects. Despite between-cohort heterogeneity, optimized all-minus-one supervised learning algorithms trained on batch-corrected microbiome data consistently predicted outcomes to programmed cell death protein-1 therapy in all cohorts. Gut microbial communities (microbiotypes) with nonuniform geographical distribution were associated with favorable and unfavorable outcomes, contributing to discrepancies between cohorts. Our findings shed new light on the complex interaction between the gut microbiome and response to cancer immunotherapy, providing a roadmap for future studies.

Indexed as

Gastrointestinal MicrobiomeMelanomaMicrobiotaBacteriaHumansImmunotherapy

Identifiers

PMID35228752
PMCPMC10246505
OpenAlexW4214737502

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Registered trials

Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.