Cited by 3,140Cancer Immunotherapy and BiomarkersGut microbiota and healthT-cell and B-cell Immunology

The commensal microbiome is associated with anti-PD-1 efficacy in metastatic melanoma patients

Open access
Matson, Vyara, Fessler, Jessica, Bao, Riyue, Chongsuwat, Tara, Zha, Yuanyuan, Alegre, Maria-Luisa, Luke, Jason J., Gajewski, Thomas F.·2018·Science

Abstract

Good bacteria help fight cancer Resident gut bacteria can affect patient responses to cancer immunotherapy (see the Perspective by Jobin). Routy et al. show that antibiotic consumption is associated with poor response to immunotherapeutic PD-1 blockade. They profiled samples from patients with lung and kidney cancers and found that nonresponding patients had low levels of the bacterium Akkermansia muciniphila . Oral supplementation of the bacteria to antibiotic-treated mice restored the response to immunotherapy. Matson et al. and Gopalakrishnan et al. studied melanoma patients receiving PD-1 blockade and found a greater abundance of “good” bacteria in the guts of responding patients. Nonresponders had an imbalance in gut flora composition, which correlated with impaired immune cell activity. Thus, maintaining healthy gut flora could help patients combat cancer. Science , this issue p. 91 , p. 104 , p. 97 ; see also p. 32

Integrity signals

Registry

Crossref · 10.1126/science.aao3290

Cites

55 of 55 references verified0 citation errors · 0 not checkable

Statistics

Nothing to recompute.

Claims the paper makes

6 of 13 cited sources checked · 6 supported · 0 flagged · accuracy not yet measured

  • Premisecitation

    Two additional studies identified an association of the commensal microbiome with anti-PD-1 mAb efficacy in different solid cancers.

    “Two additional studies have identified an association of the commensal microbiome with anti–PD-1 mAb efficacy in different solid cancers (7,14).”
    Quote in the paperNot a substantial claim1 of 2 sources checked
    • cites [7] source
    • cites [14] source
      Experimental — accuracy not yet measured
  • Findingown data

    Interferon-γ ELISPOT of ex vivo SIY-stimulated splenocytes indicated an increased frequency of activated T cells from responder microbiota-reconstituted mice 3 weeks after B16.SIY inoculation.

    “To determine whether the difference in tumor control could be attributed to host immunity, interferon-γ (IFN-γ) enzyme-linked immunosorbent spot (ELISPOT) of ex vivo SIY-stimulated splenocytes was performed and indicated an increased frequency of activated T cells from R microbiota-reconstituted mice 3 weeks after inoculation with B16.SIY melanoma cells (Fig. 3C).”
    Quote in the paperSubstantial claim
  • Findingown data

    In metastatic melanoma patients before anti-PD-1 therapy, commensal microbial composition is significantly associated with clinical response.

    “A significant association was observed between commensal microbial composition and clinical response.”
    • Also stated in: § Abstract · hedged
      “Together, our data suggest that the composition of the commensal microbiota in patients is associated with therapeutic efficacy of anti–PD-1 monoclonal antibody (mAb).”
    Quote in the paperSubstantial claim
  • Findingown data

    After removing OTUs present in less than 10% of samples, 16S sequencing revealed 62 OTUs of different abundance between responders and nonresponders (P < 0.05, unadjusted, permutation test with QIIME).

    “After removing OTUs present in less than 10% of the samples, the 16S sequencing revealed 62 OTUs of different abundance in R versus NR [P < 0.05, unadjusted, permutation test with Quantitative Insights Into Microbial Ecology (QIIME)] (table S2).”
    Quote in the paperSubstantial claim
  • Findingown data

    The summation quantitative PCR score for the 10 species was significantly higher in responders (P = 0.004).

    “Quantitative PCR results for these 10 species were integrated into a summation quantitative PCR score for each patient, which was significantly higher in responders (P = 0.004) (Fig. 2D).”
    Quote in the paperSubstantial claim
  • Classified as probably not a substantial claim. 10
  • May combine two claims. 17
  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Premisecitation

    Prior work in mice indicated some commensals have potential to be immune-inhibitory, for example through induction of FoxP3+ regulatory T cells.

    “prior work in mice has indicated that some commensals have the potential to be immune-inhibitory—for example, through the induction of FoxP3+ regulatory T cells (11,12).”
    Quote in the paperNot a substantial claim2 of 2 sources checked
  • Probably not a substantial claim: may not pass S3 (load-bearing). May combine two claims.

    Premisecitation

    Tumor-intrinsic activation of the Wnt/β-catenin pathway and deletion or mutation of Pten lead to deficient T cell infiltration into the tumor microenvironment and resistance to checkpoint blockade immunotherapy.

    “Tumor-intrinsic activation of the Wnt/β-catenin pathway (15) and deletion or mutation of Pten (16) have been shown to lead to deficient T cell infiltration into the tumor microenvironment and resistance to checkpoint blockade immunotherapy.”
    Quote in the paperNot a substantial claim1 of 2 sources checked
    • cites [15] source
    • cites [16] source
  • Probably not a substantial claim: may not pass S3 (load-bearing). May combine two claims.

    Findingcitation

    Response rate was 38%, in line with published clinical data of anti-PD-1 therapy in metastatic melanoma patients.

    “There were 16 responders (from here on, referred to as R) and 26 nonresponders (NR), yielding a response rate of 38%, which is in line with published clinical data of anti–PD-1 therapy in metastatic melanoma patients (5, 6).”
    Quote in the paperNot a substantial claim2 of 2 sources checked
  • May combine two claims.

    Findingown data

    Anti-PD-L1 was markedly efficacious in mice colonized with responder microbiota yet completely ineffective in nonresponder-derived mice.

    “Anti–PD-L1 was markedly efficacious in mice colonized with R microbiota yet completely ineffective in NR-derived mice (Fig. 3F), demonstrating a profound impact of the commensal microbiota on immunotherapy efficacy in vivo.”
    Quote in the paperSubstantial claim
  • May combine two claims.

    Findingown data

    A ratio of beneficial to non-beneficial OTUs over 1.5 was associated with clinical response; all patients with ratio over 1.5 showed clinical response.

    “When plotted against the absolute change in tumor size as assessed with RECIST, a clean correlation was observed so that patients with a ratio over 1.5 all showed clinical response (Fig. 2E).”
    Quote in the paperSubstantial claim
    • Rests on an assumption: OTUs more abundant in responders are beneficial and those more abundant in nonresponders are non-beneficial.
  • Probably not a substantial claim: may not pass S3 (load-bearing). May combine two claims.

    Findingown data

    Exome sequencing showed a trend of higher nonsynonymous somatic mutation frequency in responders, as did PD-L1 and PD-1 mRNA levels and baseline CD8+ T cell counts, but these trends did not reach statistical significance.

    “Exome sequencing followed by enumeration of nonsynonymous somatic mutations showed a trend of higher frequency in R, as did levels of PD-L1 and PD-1 mRNA (fig. S6, C to E) and enumeration of baseline CD8+ T cells by means of immunohistochemistry (fig. S6F). Although these trends not reaching statistical significance level of 0.05 were likely limited by sample size, the microbiota parameters still”
    Quote in the paperNot a substantial claim
  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Findingown data

    Potential species matches were identified for 43 of the original 63 OTUs.

    “Potential species matches were identified for 43 of the original 63 OTUs (table S4).”
    Quote in the paperNot a substantial claim
  • May combine two claims.

    Findingown data

    Quantitative PCR of fecal DNA from reconstituted mice recapitulated patient results; six validated PCR reactions showed the same enrichment pattern as in patients.

    “Interrogation of fecal DNA from these mice by means of quantitative PCR recapitulated the results from our analysis of patients. Of the PCR reactions validated in patients, six were observed in re-constituted mice, with the same pattern of enrichment as was seen in patients (Fig. 2G).”
    Quote in the paperSubstantial claim
  • May combine two claims.

    Findingown data

    Two of three mouse cohorts reconstituted with responder fecal material had slower baseline tumor growth, and two of three cohorts reconstituted from nonresponder material showed faster baseline tumor growth.

    “Two of three mouse cohorts reconstituted with R fecal material had slower baseline tumor growth, and two of the three cohorts reconstituted from NR showed faster baseline tumor growth.”
    Quote in the paperSubstantial claim
  • May combine two claims.

    Findingown data

    The tumor microenvironment of responder microbiota-reconstituted mice had a significantly greater number of SIY-specific CD8+ T cells, but not FoxP3+CD4+ regulatory T cells.

    “Analysis of the tumor microenvironment also showed a significantly greater number of SIY–specific CD8+ T cells, but not of FoxP3+CD4+ regulatory T cells, in these mice (Fig. 3, D and E), which is consistent with increased priming of tumor antigen-specific CD8+ T cells.”
    Quote in the paperSubstantial claim
  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Findingown data

    BLAST search of the 63 OTUs against NCBI returned multiple species with ≥98% identity for most OTUs.

    “A BLAST search of the 63 OTUs against the NCBI database of bacterial sequences returned for most OTUs multiple species with ≥98% identity (table S3).”
    Quote in the paperNot a substantial claim
  • May combine two claims.

    Findingown data

    B16.SIY melanoma tumor growth in germ-free mice was similar to that in specific pathogen-free mice, and colonization of germ-free mice with feces from SPF mice did not affect baseline growth rate.

    “we found that B16.SIY melanoma tumor growth in GF mice was similar to that in specific pathogen–free (SPF) mice (both from Taconic), and colonization of GF mice with feces from Taconic SPF mice did not affect this baseline growth rate (fig. S8).”
    Quote in the paperSubstantial claim
  • May combine two claims.

    Findingown data

    One Bifidobacteriaceae OTU was significantly more abundant in responders, and a second had borderline significance (P = 0.058) and was included.

    “One Bifidobacteriaceae OTU was significantly more abundant in R, and a second Bifidobacteriaceae OTU (559527) had borderline significance (P = 0.058, unadjusted) and was included in the analyses (total = 63 OTUs).”
    Quote in the paperSubstantial claim
  • May combine two claims.

    Findingown data

    Groups C and D, which did not show the same tumor control pattern as their human donors, had large microbiota composition differences from the original donors; their Bray-Curtis dissimilarity index was highest at 0.7 versus 0.5 to 0.6 for other groups.

    “Groups C and D, which did not show the same pattern of tumor control as the therapeutic outcome in the original human donors, showed a large degree of difference of microbiota composition from the original human donors (fig. S9). In agreement, a binary Bray-Curtis dissimilarity index for each donor/recipient pair was highest, at 0.7, for cohorts C and D versus 0.5 to 0.6 for the rest of the groups”
    Quote in the paperSubstantial claim
  • May combine two claims.

    Findingown data

    Akkermansia muciniphila OTU (185186) was detected by 16S sequencing in four patients, all responders, but statistical analysis of the entire cohort was limited by the number of samples above detection threshold.

    “For example, Akkermansia muciniphila OTU (185186), in line with the study of anti–PD-1 efficacy in epithelial cancers by Routy et al. (7), was detected by means of 16S sequencing in four patients, and all were responders, but statistical analysis of the entire cohort is limited by the number of samples above the detection threshold.”
    Quote in the paperNot a substantial claim0 of 1 sources checked
    • cites [7] source
  • May combine two claims.

    Interpretationown data

    Reconstitution of germ-free mice with human fecal material often recapitulates the microbial composition and phenotype of the human donor, but in some cases high drift changes phenotype.

    “We conclude that whereas reconstitution of GF mice with human fecal material often recapitulates the microbial composition and the phenotype of the human donor, in some cases there is a high degree of drift so that some bacteria expand and others contract to a degree that is sufficient to change phenotype.”
    Quote in the paperSubstantial claim
  • May combine two claims.

    Study design and conductown data

    No major differences in patient characteristics were observed between responders and nonresponders, except a borderline difference in prior smoking history.

    “No major differences in patient characteristics were observed in R versus NR, except a borderline difference in prior (but not current) smoking history (table S1).”
    Quote in the paperNot a substantial claim
  • Classified as probably not a substantial claim. May combine two claims.

    Interpretationreasoning

    Decreased regulatory T cells, increased Batf3 DCs, and augmented TH1 responses would be expected to improve immune-mediated tumor control.

    “Decreased regulatory T cells, increased Batf3 DCs, and augmented TH1responses would all be expected to improve immune-mediated tumor control.”
    Quote in the paperSubstantial claim
  • Classified as probably not a substantial claim.

    Study design and conductnone given

    Clinical response was determined in a blinded manner from biomarker results using RECIST version 1.1.

    “Clinical response rate was determined in a blinded manner from biomarker results by using Response Evaluation Criteria In Solid Tumors (RECIST) version 1.1.”
    Quote in the paperSubstantial claim
  • May combine two claims.

    Interpretationown data

    Germ-free mice have reduced spontaneous immune-mediated tumor control, making them suitable recipients for human-derived microbiota.

    “These results suggest a reduced spontaneous immune-mediated tumor control inherent to GF mice, which makes them suitable recipients for human-derived microbiota, with an opportunity to detect improved antitumor immunity depending on microbial composition.”
    Quote in the paperSubstantial claim
  • May combine two claims.

    Premisecitation

    Increased frequency of Batf3-lineage dendritic cells and greater TH1 responses were found with bacteria identified as more abundant in responders.

    “An increased frequency of the Batf3-lineage dendritic cells (DCs) and greater T helper cell 1 (TH1) responses were also found with bacteria currently identified to be more abundant in responders (13).”
    Quote in the paperSubstantial claim0 of 1 sources checked
    • cites [13] source
  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Premisecitation

    Germline polymorphisms in immune regulatory genes have the potential to influence the magnitude of spontaneous anti-tumor T cell responses.

    “Germline polymorphisms in immune regulatory genes also have the potential to influence the magnitude of spontaneous anti-tumor T cell responses (17).”
    Quote in the paperNot a substantial claim0 of 1 sources checked
    • cites [17] source
  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Interpretationreasoning

    The list of species is likely an underestimate of the total number of entities showing differential abundance because of the stringency of the composite analysis.

    “This list of species is likely an underestimate of the total number of entities showing differential abundance in R versus NR because of the stringency of this composite analysis.”
    Quote in the paperNot a substantial claim
23 of 23
  • The paper relies on this without support.

    OTUs more abundant in responders are beneficial and those more abundant in nonresponders are non-beneficial.

    “the total numbers of potentially “beneficial” and “non-beneficial” OTUs were scored for each patient (fig. S5), and a ratio was calculated.”
    “a ratio of “beneficial” OTUs to “nonbeneficial” OTUs was the strongest predictor of clinical response.”
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Authors
Matson, V., Fessler, J., Bao, R., Chongsuwat, T., Zha, Y., Alegre, M.-L., Luke, J. J., & Gajewski, T. F.
Affiliations
University of Chicago (US)
Corresponding author
  • Matson, Vyara
  • Fessler, Jessica
  • Bao, Riyue
  • Gajewski, Thomas F.
Venue
Science
Published
2018-01-05
Volume
359
Issue
6371
Pages
104-108
ISSN
  • 0036-8075 (ISSN-L)
  • 1095-9203
OpenAlex
W2782333299
Cited by
3,107
References
55
Citations by year
2026: 342 · 2025: 355 · 2024: 351 · 2023: 406 · 2022: 440 · 2021: 403 · 2020: 366 · 2019: 280 · 2018: 158 · 2017: 1 · 2013: 1
FWCI
113.20
Type
journal article
Language
en
Open access
Locations
  • Science (publishedVersion)
  • PubMed (publishedVersion)
  • Europe PMC (PubMed Central) (acceptedVersion)
  • PubMed Central (acceptedVersion)
Funders
  • National Cancer Institute (T32 CA009594)
  • Melanoma Research Alliance (CA210098)
  • University of Chicago Medicine Comprehensive Cancer Center
Topics
  • Health Sciences › Medicine › Oncology › Cancer Immunotherapy and Biomarkers
  • Life Sciences › Biochemistry, Genetics and Molecular Biology › Molecular Biology › Gut microbiota and health
  • Life Sciences › Immunology and Microbiology › Immunology › T-cell and B-cell Immunology
Keywords
gut microbiota, anti-PD-1 therapy, metastatic melanoma, Akkermansia muciniphila, antibiotic use, cancer immunotherapy response, gut dysbiosis, lung cancer, kidney cancer, immune cell activity
MeSH terms
Gastrointestinal Microbiome, Bifidobacterium longum, Animals, Antibodies, Monoclonal, Feces, Humans, Immunotherapy, Melanoma, RNA, Ribosomal, 16S, Skin Neoplasms, T-Lymphocytes, Enterococcus faecium, Mice, Programmed Cell Death 1 Receptor

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