Cited by 746Immune cells in cancerCancer Immunotherapy and BiomarkersImmunotherapy and Immune Responses

Tryptophan-derived microbial metabolites activate the aryl hydrocarbon receptor in tumor-associated macrophages to suppress anti-tumor immunity

Open access
Hezaveh, Kebria, Shinde, Rahul S., Klötgen, Andreas, Halaby, Marie Jo, Lamorte, Sara, Ciudad, M. Teresa, Quevedo, Rene, Neufeld, Luke +22 more·2022·Immunity

Abstract

The aryl hydrocarbon receptor (AhR) is a sensor of products of tryptophan metabolism and a potent modulator of immunity. Here, we examined the impact of AhR in tumor-associated macrophage (TAM) function in pancreatic ductal adenocarcinoma (PDAC). TAMs exhibited high AhR activity and Ahr-deficient macrophages developed an inflammatory phenotype. Deletion of Ahr in myeloid cells or pharmacologic inhibition of AhR reduced PDAC growth, improved efficacy of immune checkpoint blockade, and increased intra-tumoral frequencies of IFNγ+CD8+ T cells. Macrophage tryptophan metabolism was not required for this effect. Rather, macrophage AhR activity was dependent on Lactobacillus metabolization of dietary tryptophan to indoles. Removal of dietary tryptophan reduced TAM AhR activity and promoted intra-tumoral accumulation of TNFα+IFNγ+CD8+ T cells; provision of dietary indoles blocked this effect. In patients with PDAC, high AHR expression associated with rapid disease progression and mortality, as well as with an immune-suppressive TAM phenotype, suggesting conservation of this regulatory axis in human disease.

Integrity signals

Registry

Crossref · 10.1016/j.immuni.2022.01.006

Cites

Statistics

Nothing to recompute.

Claims the paper makes

0 of 25 cited sources checked · 0 supported · 0 flagged

  • Findingown data

    Deleting Ahr in myeloid cells reduces pancreatic ductal adenocarcinoma growth.

    “Deletion of Ahr in myeloid cells or pharmacologic inhibition of AhR reduced PDAC growth”
    • Also stated in: § Deletion of AhR drives inflammatory polarization of TAMs and CD8+ T cell infiltration in the PDAC TME · plain
      “tumor weight and the extent of invasive adenocarcinoma were decreased in Lyz2cre/+Ahrfl/fl mice”
    • Also stated in: § Deletion of AhR drives inflammatory polarization of TAMs and CD8+ T cell infiltration in the PDAC TME · plain
      “lack of AhR in TAMs reduces tumor burden across multiple PDAC tumor models”
    Quote in the paperSubstantial claim
  • Findingown data

    AhR inhibition improves survival in the autochthonous iKPC model of pancreatic ductal adenocarcinoma.

    “mice treated with AhR inhibitor had improved survival (Figure 2I), suggesting AhR inhibition can improve outcomes for both in situ pancreatic adenocarcinoma, as well as orthotopic tumors”
    Quote in the paperSubstantial claim
  • Findingown data

    Loss of Ahr reduces iNOS, CCL4, and TNFα detectable by CyTOF in all macrophage clusters.

    “loss of Ahr reduced iNOS, CCL4, and TNFα detectable by CyTOF in all macrophage clusters (clusters 12, 13, and 22), suggesting alteration in functional activity”
    Quote in the paperSubstantial claim
  • Findingown data

    Macrophage tryptophan metabolism is not required for the reduction in pancreatic ductal adenocarcinoma growth caused by AhR loss.

    “Macrophage tryptophan metabolism was not required for this effect.”
    Quote in the paperSubstantial claim
  • Findingown data

    Tumor-associated macrophages in pancreatic ductal adenocarcinoma show elevated aryl hydrocarbon receptor activity.

    “TAMs exhibited high AhR activity”
    • Also stated in: § Deletion of AhR drives inflammatory polarization of TAMs and CD8+ T cell infiltration in the PDAC TME · plain
      “there was an increased expression of the AhR-responsive gene Cyp1b1 in TAMs compared with the resident macrophages”
    Quote in the paperSubstantial claim
  • May combine two claims. 43
  • The quote only partly states this claim. 4
  • Classified as probably not a substantial claim. 22
  • May combine two claims.

    Findingown data

    Amp treatment increases fecal microbial alpha-diversity and OTUs and reduces the relative abundance of Lactobacillus, whereas Vanc reduces overall diversity but increases Lactobacillus abundance.

    “Amp treatment increased fecal microbial alpha-diversity and operational taxonomic units compared with controls (Figure S3D), while reducing the relative abundance of Lactobacillus”
    • Also stated in: § Indole-producing microbiota drive suppression in the TME promoting tumor growth · plain
      “Vanc treatment, which reduced overall microbial diversity but increased the relative Lactobacillus abundance”
    Quote in the paperSubstantial claim
  • May combine two claims. The quote only partly states this claim.

    Findingown data

    Amp treatment, but not Vanc, reduces tumor weight and TAM AhR transcriptional activity.

    “Amp treatment, but not Vanc, reduced tumor weight.”
    • Also stated in: § Indole-producing microbiota drive suppression in the TME promoting tumor growth · hedged
      “the TAMs in Amp-treated mice showed increased expression of MHCII and PD-L1 (Figure 4C) and reduced expression of AhR-responsive genes (Cyp1a1, Cyp1b1, and Cyp1a2)”
    Quote in the paperSubstantial claim
  • May combine two claims.

    Findingown data

    AhR deletion reduces the percentage of TAMs in the CD45+ infiltrate but does not reduce their absolute numbers.

    “AhR deletion reduced the percentage of TAMs in the CD45+ infiltrate but did not reduce the absolute numbers of TAMs”
    Quote in the paperNot a substantial claim
  • May combine two claims.

    Findingown data

    Deleting AhR in tumor cells nullifies PDAC cell responses to AhR agonists in vitro but has no effect on tumor growth in vivo.

    “Deletion of AhR in tumor cells by CRISPR (Figure 2E) nullified PDAC cell responses to AhR agonists in vitro (Figure 2F); however, there was no effect on tumor growth in vivo compared with mock PDAC tumors”
    Quote in the paperSubstantial claim
  • May combine two claims.

    Findingown data

    Combining αPD-L1 IgG and AhR inhibition extends survival 2-fold compared with control and up to 50% higher than either therapy alone.

    “combining αPD-L1 IgG and AhR inhibition had the strongest effect by extending the survival 2-fold compared with the control treatment and by increasing the survival up to 50% higher than either therapy alone”
    Quote in the paperSubstantial claim
  • May combine two claims.

    Findingown data

    AhR deletion alters the expression of 416 genes in TAMs and decreases the immune-regulatory transcriptional signature, including reductions in Arg1 and Ido1.

    “Ahr deletion altered the expression of 416 genes”
    • Also stated in: § Deletion of AhR drives inflammatory polarization of TAMs and CD8+ T cell infiltration in the PDAC TME · plain
      “TAMs from Lyz2cre/+Ahrfl/fl tumors showed a decreased immune-regulatory transcriptional signature as compared with TAMs from control tumors, characterized by reductions in the expression of Arg1 and Ido1”
    Quote in the paperSubstantial claim
  • May combine two claims.

    Findingown data

    Removing dietary tryptophan reduces TAM AhR activity and promotes intra-tumoral accumulation of TNFα+IFNγ+CD8+ T cells.

    “Removal of dietary tryptophan reduced TAM AhR activity and promoted intra-tumoral accumulation of TNFα+IFNγ+CD8+ T cells”
    • Also stated in: § Trp and the indoles IAA and ILA in the diet promote immune suppression and pancreatic tumor growth · plain
      “lack of dietary Trp increased the number of TNFα+IFNγ+ and proliferating CD8+ T cells”
    Quote in the paperSubstantial claim
  • May combine two claims.

    Findingown data

    Mice gavaged with L. murinus have increased fecal ILA, larger tumors, decreased activated CD8+ T cells, and increased TAM Cyp1b1 and pro-tumor genes.

    “mice gavaged with L. murinus had increased fecal ILA”
    • Also stated in: § Indole-producing microbiota drive suppression in the TME promoting tumor growth · plain
      “Tumors in mice with L. murinus were larger than tumors in control germ-free mice”
    • Also stated in: § Indole-producing microbiota drive suppression in the TME promoting tumor growth · boosted
      “TAMs sorted from 14 day tumors showed that the presence of a L. murinus microbiome increased the expression of Cyp1b1 compared with controls, demonstrating that L. murinus microbiota correlate with increased AhR activity”
    Quote in the paperSubstantial claim
  • May combine two claims. The quote only partly states this claim.

    Findingown data

    In Lyz2cre/+Ahrfl/fl tumors, macrophage clusters 1 and 2 show significant transcriptional changes, with enrichment of interferon response pathways.

    “Macrophage clusters 1 and 2 showed a significant transcriptional change in Lyz2cre/+Ahrfl/fl tumors.”
    • Also stated in: § Macrophage AhR activity shapes the transcriptional landscape in PDAC · boosted
      “iGESA analysis of macrophage cluster 2 showed an even stronger enrichment of interferon response pathways in Lyz2-cre/+Ahrfl/fl tumors, including IFNγ, IRF8, IFI16, IFNβ, and the MYD88 pathway”
    Quote in the paperSubstantial claim
  • May combine two claims.

    Findingown data

    The frequency and number of CD8+ T cells increase within the tumor microenvironment of Lyz2cre/+Ahrfl/fl mice, and these cells shift from a naive to an effector/memory phenotype.

    “the frequency and number of CD8+ T cells were increased within the TME of Lyz2cre/+Ahrfl/fl mice”
    • Also stated in: § Deletion of AhR drives inflammatory polarization of TAMs and CD8+ T cell infiltration in the PDAC TME · plain
      “intra-tumoral CD8+ T cells from Lyz2cre/+Ahrfl/fl mice exhibited a change from a naive (CD62L+CD44lo) to an effector/memory (CD62LnegCD44hi) phenotype”
    Quote in the paperSubstantial claim
  • May combine two claims.

    Findingown data

    Depletion of CD8+ T cells abrogates the effect of macrophage Ahr deletion on tumor size, and IFNγ blockade rescues tumor growth to control levels.

    “Depletion of CD8+ T cells abrogated the effect of macrophage Ahr deletion on tumor size, showing that CD8+ T cells are needed for control of tumor growth”
    • Also stated in: § Macrophage AhR activity shapes the transcriptional landscape in PDAC · plain
      “IFNγ blockade in Lyz2cre/+Ahrfl/fl tumor-bearing mice rescued tumor growth to control levels”
    Quote in the paperSubstantial claim
  • May combine two claims.

    Findingown data

    In patients with pancreatic ductal adenocarcinoma, high AHR expression associates with rapid disease progression, mortality, and an immune-suppressive TAM phenotype.

    “In patients with PDAC, high AHR expression associated with rapid disease progression and mortality, as well as with an immune-suppressive TAM phenotype”
    Quote in the paperSubstantial claim
  • May combine two claims. The quote only partly states this claim.

    Findingown data

    L. reuteri and L. murinus cultures produce ILA and IAld, while L. johnsonii and L. intestinalis do not.

    “neither L. johnsonni nor L. intestinalis produced IAld or another AhR ligand indole lactic acid (ILA)”
    • Also stated in: § Indole-producing microbiota drive suppression in the TME promoting tumor growth · plain
      “ILA and IAld were produced by both L. reuteri and L. murinus cultures, with L. murinus showing higher relative production of both the metabolites compared with L. reuteri”
    Quote in the paperSubstantial claim
  • May combine two claims.

    Findingown data

    Amp treatment increases infiltration of activated CD8+ T cells and intra-tumoral IFNγ+TNFα+CD8+ T cells 5-fold compared with Vanc.

    “Amp treatment increased infiltration of activated CD8+ T cells”
    • Also stated in: § Indole-producing microbiota drive suppression in the TME promoting tumor growth · plain
      “intra-tumoral IFNγ+TNFα+CD8+ T cells increased 5-fold in Amp-treated mice compared with Vanc-treated groups”
    Quote in the paperSubstantial claim
  • May combine two claims.

    Findingown data

    Bifidobacterium species were not a significant part of the microbiome in the authors' mice, but the Bifidobacterium genus was enriched in short-term survivor human pancreatic ductal adenocarcinoma microbiome samples, though less than other taxa.

    “Bifidobacterium species were not a significant constituent of the microbiome in our mice; however, the Bifidobacterium genus was enriched in the microbiome of the STS in our human PDAC microbiome analysis, albeit to a much lesser extent when compared with other taxa.”
    Quote in the paperNot a substantial claim
  • May combine two claims.

    Findingown data

    Loss of the gut microbiome or removal of dietary tryptophan phenocopied macrophage Ahr deletion, and providing indoles rescued the effect.

    “In this report, we demonstrated that loss of the gut microbiome, or removal of dietary Trp phenocopied macrophage Ahr deletion; importantly, the effect could be rescued by provision of indoles.”
    Quote in the paperSubstantial claim
  • May combine two claims.

    Findingown data

    IAA and ILA supplementation abrogate the effect of a Trpneg diet, resulting in tumor weight comparable to Trp+ controls.

    “both IAA and ILA supplementation abrogated the effect of a Trpneg diet, resulting in tumor weight that was comparable with that of the dietary Trp+ controls”
    Quote in the paperSubstantial claim
  • May combine two claims. The quote only partly states this claim.

    Findingown data

    In the dietary Trpneg group, TAMs decrease as a percentage of the immune infiltrate and show decreased MHCII expression, which is rescued by IAA or ILA supplementation.

    “In the dietary Trpneg group, TAMs decreased as a percentage of the immune infiltrate and showed decreased expression of MHCII compared with controls”
    • Also stated in: § Trp and the indoles IAA and ILA in the diet promote immune suppression and pancreatic tumor growth · plain
      “Supplementation of the diet with IAA or ILA rescued this effect”
    Quote in the paperSubstantial claim
  • May combine two claims.

    Findingown data

    iGSEA showed that indole-treated macrophage cultures increased enrichment of pathways linked to pancreatic ductal adenocarcinoma growth and metastasis and reduced enrichment of genes linked to negative regulation of pancreatic ductal adenocarcinoma proliferative potential.

    “iGSEA enrichment analysis of the differentially expressed genes in the PDO co-cultured with control macrophages versus IAA-treated macrophages showed that indole-treated macrophage cultures increased enrichment of pathways associated with PDAC growth and metastasis and reduced enrichment of genes associated with negative regulation of PDAC proliferative potential”
    Quote in the paperSubstantial claim0 of 1 sources checked
    • cites Lourenço and Coffer, 2017

      Not checked in the free run.

  • May combine two claims.

    Findingown data

    When AHR expression was divided into quartiles, the lowest quartile had the best overall survival, while the other quartiles did not differ in overall survival.

    “we observed the best OS in the lowest AHR quartile (Q1), whereas the other expression quartiles did not show differential OS”
    Quote in the paperSubstantial claim
  • May combine two claims.

    Findingown data

    In the Riquelme intra-tumoral microbiome dataset, L. reuteri prevalence was higher in short-term survivors than long-term survivors, with 5 of 21 short-term survivors showing relative abundance above 2% and no long-term survivors showing detectable L. reuteri after filtering.

    “We found an increased prevalence of L. reuteri in STS over LTS, with 5/21 STS patients displaying a relative abundance of L. reuteri above 2%, whereas none of the LTS patients displayed any detectable relative abundance of L. reuteri upon filtering.”
    Quote in the paperSubstantial claim
  • May combine two claims.

    Findingown data

    Lack of dietary Trp increases the number of TNFα+IFNγ+ and proliferating CD8+ T cells, an effect reversed by dietary IAA or ILA.

    “lack of dietary Trp increased the number of TNFα+IFNγ+ and proliferating CD8+ T cells, an effect that was reversed by dietary IAA or ILA”
    Quote in the paperSubstantial claim
  • May combine two claims.

    Findingown data

    Indole-producing Lactobacilli greatly increased tumor size, increased MDSC numbers, and reduced activated CD8+ T cells and TNFα production.

    “The fact that indole-producing Lactobacilli drastically increase tumor size, with an increase in MDSC numbers and a reduction in activated CD8+ T cells and TNFα production”
    Quote in the paperSubstantial claim
  • May combine two claims.

    Findingown data

    Macrophage AhR function increased Arg1 and Il10 expression in tumor-associated macrophages and reduced IFNγ expression in CD8+ T cells.

    “We found that macrophage AhR function promotes the expression of Arg1 and Il10 in TAMs and inhibits IFNγ expression in CD8+ T cells.”
    Quote in the paperSubstantial claim
  • May combine two claims.

    Interpretationown data

    AhR is a central driver of TAM function and suppression of inflammatory T cell maturation, and its inhibition improves responses to immune checkpoint blockade.

    “Hence, the data show that AhR is a central driver of TAM function, and suppression of inflammatory T cell maturation, and its inhibition improves responses to immune checkpoint blockade.”
    Quote in the paperSubstantial claim
  • May combine two claims.

    Interpretationown data

    AhR is a key driver of the TAM pro-tumor phenotype, and its abrogation shifts TAM polarization to a proinflammatory state.

    “Thus, the data suggest that AhR is a key driver of the TAM pro-tumor phenotype, and when AhR function is abrogated, TAM phenotypic polarization is shifted to a proinflammatory state.”
    Quote in the paperSubstantial claim
  • May combine two claims.

    Premisecitation

    The microbiota can promote or inhibit tumor progression in pancreatic ductal adenocarcinoma and affect the cellular composition of the tumor microenvironment.

    “Thus, the microbiota can promote or inhibit tumor progression in PDAC, impacting the TME cellular composition.”
    Quote in the paperSubstantial claim0 of 1 sources checked
    • cites Riquelme et al., 2019 source

      Not checked in the free run.

  • May combine two claims.

    Interpretationown data

    Indole-producing bacteria increase AhR transcriptional responses and promote an immunosuppressive tumor microenvironment in pancreatic ductal adenocarcinoma.

    “the data show that indole-producing bacteria increase AhR transcriptional responses and promote an immunosuppressive TME in PDAC”
    Quote in the paperSubstantial claim
  • May combine two claims.

    Interpretationown data

    Amp-sensitive microbes may promote tumor growth and immune suppression in pancreatic ductal adenocarcinoma.

    “These data suggest that Amp-sensitive microbes may promote tumor growth and immune suppression in PDAC.”
    Quote in the paperSubstantial claim
  • Probably not a substantial claim: may not pass S3 (load-bearing). May combine two claims.

    Premisecitation

    Indoles are essential for mucosal barrier integrity and suppression of inflammation through activation of AhR.

    “Indoles are essential for mucosal barrier integrity and suppression of inflammation by activation of the transcriptional regulator AhR”
    Quote in the paperNot a substantial claim0 of 1 sources checked
    • cites Monteleone et al., 2011 source

      Not checked in the free run.

  • May combine two claims.

    Interpretationown data

    The presence of indole-producing bacteria in the gastrointestinal tract contributes to tumor growth, and increased tumor weight in L. m/r mice is due to TAM AhR activity.

    “suggesting that the presence of indole-producing bacteria in the GIT contributes to tumor growth”
    • Also stated in: § Indole-producing microbiota drive suppression in the TME promoting tumor growth · hedged
      “suggesting that the increased tumor weight in L. m/r mice is due to TAM AhR activity”
    Quote in the paperSubstantial claim
  • Probably not a substantial claim: may not pass S3 (load-bearing). May combine two claims.

    Study design and conductnone given

    Metabolites with peak heights below 5000 or retention-time variability above 30% CV were excluded from further metabolomic analysis.

    “Metabolites with low peak heights (<5000) and peaks with variable retention times (>30% CV) were excluded from further analysis.”
    Quote in the paperNot a substantial claim
  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Premisecitation

    Other researchers have reported that pancreatic ductal adenocarcinoma tumor cells can produce L-Kyn through an IDO- or TDO-dependent mechanism that drives AhR activity.

    “others have reported PDAC tumor cells can produce L-Kyn via an IDO- or TDO-dependent mechanism driving AhR activity (Wang et al., 2020)”
    Quote in the paperNot a substantial claim0 of 1 sources checked
    • cites Wang et al., 2020 source

      Not checked in the free run.

  • May combine two claims.

    Interpretationown data

    IAA activates AhR and promotes an immunosuppressive tumor-associated macrophage phenotype.

    “suggesting that IAA activates AhR and drives an immunosuppressive TAM phenotype (Figure 5F)”
    Quote in the paperSubstantial claim
  • Classified as probably not a substantial claim.

    Study design and conductown data

    Cell types were assigned to clusters using known surface markers uniquely expressed in the cluster and significant at FDR < 0.05.

    “Different cell types were assigned to clusters based on known surface markers uniquely expressed in the particular cluster and found as a significant marker (FDR < 0.05).”
    Quote in the paperSubstantial claim
  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Study design and conductnone given

    For flow cytometric analysis, at least 105 events were collected per sample.

    “For flow cytometric analysis at least 105 events were collected on the LSR Fortessa flow cytometer (BD Biosciences).”
    Quote in the paperNot a substantial claim
  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Interpretationreasoning

    The discrepancy between the authors' findings and reports of IDO/TDO-driven AhR activity likely reflects variable contributions of the microbiome and IDO to the tumor microenvironment in heterogeneous pancreatic ductal adenocarcinoma.

    “This dichotomy with our current study is likely reflective of the diverse and variable role of the microbiome versus IDO in shaping the TME in a heterogeneous disease, such as PDAC.”
    Quote in the paperNot a substantial claim
  • May combine two claims.

    Interpretationown data

    AHR expression correlates with poor outcomes and reduced immune signatures in human pancreatic ductal adenocarcinoma, and indole-exposed human macrophages support pancreatic ductal adenocarcinoma organoid growth in an AhR-dependent way, suggesting analogous function in human disease.

    “The observation that AHR expression correlates with poor outcomes and reduced immune signatures in human PDAC and indole-exposed human Mφ support PDAC organoid growth in an AhR-dependent mechanism suggests analogous function in human disease.”
    Quote in the paperSubstantial claim
  • May combine two claims.

    Interpretationown data

    Macrophage AhR is a central driver of tumor-associated macrophage function, responding to multiple inputs to produce an immune-suppressive phenotype in the tumor microenvironment.

    “This study, along with the data from our paper, strongly supports the prediction that macrophage AhR is a central driver of TAM function responding to multiple inputs to drive an immune-suppressive phenotype in the TME.”
    Quote in the paperSubstantial claim
  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Premisecitation

    A single fecal microbiota transplant from melanoma patients responsive to αPD-1 therapy into αPD-1-refractory recipients promoted CD8+ T cell accumulation and acquired responsiveness to αPD1 therapy.

    “a recent report has shown that a single FMT from melanoma patients responsive to αPD-1 therapy to αPD-1 refractive recipients promoted the accumulation of CD8+ T cells and acquired responsiveness to αPD1 therapy (Davar et al., 2021)”
    Quote in the paperNot a substantial claim0 of 1 sources checked
    • cites Davar et al., 2021 source

      Not checked in the free run.

  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Study design and conductnone given

    Microbiome data were filtered to remove OTUs with low counts or variance using default parameters.

    “Data were filtered to remove OTUs with low counts or variance using default parameters.”
    Quote in the paperNot a substantial claim
  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Study design and conductnone given

    Metabolite peak heights were normalized using the mean of the nearest quality control samples.

    “Metabolite peak heights were normalized using the mean of nearest QC samples.”
    Quote in the paperNot a substantial claim
  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Study design and conductnone given

    Bacterial species were identified by 16S sequence alignment against NCBI with at least 99.5% identity.

    “Bacterial species were identified by alignment of the 16S sequence using BLASTn against the NCBI database with an alignment of at least 99.5%.”
    Quote in the paperNot a substantial claim
  • May combine two claims.

    Interpretationown data

    Low AHR expression may be beneficial for survival, while even moderate AHR expression may worsen outcomes.

    “the relationship of AHR to OS suggests that low AHR expression may be beneficial for survival, but even moderate expression may negatively impact outcomes”
    Quote in the paperSubstantial claim
  • May combine two claims.

    Interpretationreasoning

    Targeting immune responses to the microbiome could meaningfully affect therapy, either by augmenting microbiome manipulation or by inhibiting responses to microbial metabolites.

    “Our results suggest that targeting immunologic responses to the microbiome could have meaningful impact on therapy, augmenting microbiome manipulation approaches or potentially bypassing the need to manipulate the microbiome by precise inhibition of the response to microbial metabolites.”
    Quote in the paperNot a substantial claim
  • May combine two claims.

    Interpretationown data

    AHR is highly expressed in subsets of alternatively activated tumor-associated macrophages in pancreatic ductal adenocarcinoma and is linked to myeloid gene set enrichment across tissues.

    “Thus, AHR is highly expressed in subsets of alternatively activated TAMs in the PDAC TME and is associated with gene set enrichment in myeloid cells across tissue types.”
    Quote in the paperSubstantial claim
  • Probably not a substantial claim: may not pass S3 (load-bearing). May combine two claims.

    Study design and conductown data

    The 16S rRNA gene sequencing run included a single-species control, a mock community, and a template-free negative control.

    “A single-species (Pseudomonas aeruginosa DNA), a mock community (Zymo Microbial Standard: https://www.zymoresearch.de/zymobiomics-community-standard) and a template-free negative control were included in the sequencing run.”
    Quote in the paperNot a substantial claim
  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Premisecitation

    The local tumor microbiota in pancreatic ductal adenocarcinoma influences survival independently of immune therapy.

    “The local tumor microbiota in PDAC influences survival independent of immune therapy (Riquelme et al., 2019).”
    Quote in the paperNot a substantial claim0 of 1 sources checked
    • cites Riquelme et al., 2019 source

      Not checked in the free run.

  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Study design and conductnone given

    Quality control samples for metabolomics were prepared by pooling 10 μl from each sample.

    “Quality control (QC) samples were prepared by pooling 10 μl of each sample.”
    Quote in the paperNot a substantial claim
  • Probably not a substantial claim: may not pass S3 (load-bearing). May combine two claims.

    Study design and conductnone given

    All 16S rRNA gene amplification reactions were performed in triplicate, pooled, and verified on a 1% agarose TBE gel.

    “All amplification reactions were done in triplicate, pooled together, and checked on a 1% agarose TBE gel.”
    Quote in the paperNot a substantial claim
  • Probably not a substantial claim: may not pass S2 (checkable), S3 (load-bearing).

    Interpretationreasoning

    The link between AhR, immune function, indoles, and microbiome constituents may provide useful prognostic information for predicting patient outcomes.

    “The link we identified between AhR, immune function, indoles, and microbiome constituents may provide useful prognostics for predicting patient outcomes.”
    Quote in the paperNot a substantial claim
  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Study design and conductown data

    All RNA samples used for sequencing had RIN values above 8.

    “All samples had RIN above 8.”
    Quote in the paperNot a substantial claim
  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Interpretationreasoning

    The use of defined, cultured mouse feces-isolated bacteria may affect dissemination from the gut to the tumor.

    “our use of defined, cultured mouse feces-isolated bacteria may impact dissemination from the gut to the tumor”
    Quote in the paperNot a substantial claim
  • May combine two claims.

    Interpretationown data

    AhR gene signatures correlate with fewer T cell transcriptional signatures and a cold tumor, whereas reduced AhR signatures predict more cytolytic CD8+ T cells and inflammation.

    “Thus, the data show that AhR gene signatures correlate with a paucity of T cells transcriptional signatures in the TME and a cold tumor overall, whereas reduced AhTSs predicts increased cytolytic CD8+ T cell presence and inflammation.”
    Quote in the paperSubstantial claim
  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Study design and conductnone given

    Cells with fewer than 200 detected genes or more than 5% mitochondrial transcripts were excluded from single-cell analysis.

    “We excluded cells with less than 200 detected genes or > 5% mitochondrial transcripts.”
    Quote in the paperNot a substantial claim
  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Premisecitation

    A prior report suggested that the microbiome can promote tumor growth through TLR-dependent local innate inflammation with Bifidobacterium enrichment.

    “A recent report suggested that the microbiome can promote tumor growth by TLR-dependent stimulation of innate inflammation locally with enrichment of Bifidobacterium (Pushalkar et al., 2018).”
    Quote in the paperNot a substantial claim0 of 1 sources checked
    • cites Pushalkar et al., 2018 source

      Not checked in the free run.

  • Probably not a substantial claim: may not pass S3 (load-bearing). May combine two claims.

    Premisecitation

    In glioblastoma multiforme, tumor-associated macrophage AhR function drives CD39 expression and impairs T cell responses.

    “Recently, a role for TAM AhR function was also identified in glioblastoma multiforme (GBM), driving CD39 expression and impairing T cell responses (Takenaka et al., 2019).”
    Quote in the paperNot a substantial claim0 of 1 sources checked
    • cites Takenaka et al., 2019 source

      Not checked in the free run.

  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Study design and conductnone given

    Microbiome data were scaled using total sum scaling to remove variability between samples based on sequencing depth.

    “Data were scaled using Total sum scaling (TSS) to remove variability between samples based on sequencing depth.”
    Quote in the paperNot a substantial claim
  • May combine two claims.

    Premisecitation

    Fecal microbiota transplantation from long-term survivor pancreatic ductal adenocarcinoma patients reduced tumor burden in mice, whereas transplantation from short-term survivors had a detrimental effect on tumor burden.

    “FMT experiments suggested that, although microbiota from LTS patients reduced tumor PDAC burden in mice, FMTs from patients who survived less than 5 years post-surgery (matched STS) had a detrimental effect on tumor burden (Riquelme et al., 2019).”
    Quote in the paperSubstantial claim0 of 1 sources checked
    • cites Riquelme et al., 2019 source

      Not checked in the free run.

  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Study design and conductnone given

    The animal protocols were approved by the Princess Margaret Cancer Centre Animal Care Committee.

    “Protocols were approved by the Princess Margaret Cancer Centre Animal Care Committee.”
    Quote in the paperNot a substantial claim
60 of 60
  • The paper relies on this without support.

    The mT4 organoid line and KPC-derived tumor models adequately model human pancreatic ductal adenocarcinoma.

    “we used an orthotopic model of pancreatic cancer utilizing the mT4 organoid line cloned from a primary tumor isolated from Trp53+/LSL-R172H Kras+/LSL-G12D Pdx1-Cre (KPC) mice (Boj et al., 2015)”
  • The paper relies on this without support.

    The effects of dietary tryptophan removal are mediated by reduced indole production rather than other metabolic consequences.

    “Removal of Trp from the diet was well tolerated over the course of the experiment”
  • The paper relies on this without support.

    How the local tumor microbiome or gut microbiome directly drives cancer progression remains unclear.

    “However, mechanisms directly linking either the local tumor or the gut microbiome to cancer progression are not well understood.”
  • The paper relies on this without support.

    AhR can induce expression of growth factors such as VEGF and TGFα.

    “Since AhR can induce expression of growth factors, including VEGF and TGFα”
  • The paper relies on this without support.

    CH223191 specifically inhibits AhR in the macrophage-organoid co-culture system.

    “addition of the AhR antagonist CH223191 to the macrophages prior to co-culture abrogated the increased growth effect”
5 of 5

Claims other papers make about this one

Each is checked against this paper’s own text: does it say what the citing paper says it does?

Self-check

Percentages, sums and reported differences re-computed from the paper’s own numbers.

Each contradiction between two passages listed here was confirmed by an independent check.

  • The iKPC inhibitor has two different identifiers

    Minor

    The results identify the AhR inhibitor as CH223191, while the iKPC dosing protocol calls it CH22319. The missing final digit leaves the reagent used in that experiment inconsistently identified.

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References 69 · Cited by 746

Authors
Hezaveh, K., Shinde, R. S., Klötgen, A., Halaby, M. J., Lamorte, S., Ciudad, M. T., Quevedo, R., Neufeld, L., Liu, Z. Q., Jin, R., Grünwald, B. T., Foerster, E. G., Chaharlangi, D., Guo, M., Makhijani, P., Zhang, X., Pugh, T. J., Pinto, D. M., Co, I. L., McGuigan, A. P., Jang, G. H., Khokha, R., Ohashi, P. S., O’Kane, G. M., Gallinger, S., Navarre, W. W., Maughan, H., Philpott, D. J., Brooks, D. G., & McGaha, T. L.
Affiliations
  • University Health Network (CA)
  • Helmholtz Centre for Infection Research (DE)
  • University of Toronto (CA)
  • Ontario Institute for Cancer Research (CA)
  • National Research Council Canada (CA)
  • Ronin Institute (US)
Corresponding author
McGaha, Tracy L.
Venue
Immunity
Publisher
Elsevier BV
Published
2022-02
Volume
55
Issue
2
Pages
324-340.e8
ISSN
1074-7613 (ISSN-L)
OpenAlex
W4210913993
Cited by
746
References
69
Citations by year
2026: 195 · 2025: 215 · 2024: 178 · 2023: 119 · 2022: 39
FWCI
52.62
Type
journal article
Language
en
Open access
Locations
  • Immunity (publishedVersion)
  • PubMed (publishedVersion)
  • PubMed Central (acceptedVersion)
  • NPARC (submittedVersion, cc-by)
Funders
  • University of Toronto
  • Canada First Research Excellence Fund
  • National Institutes of Health
  • Canadian Institutes of Health Research
  • National Cancer Institute (R01CA190449, R01CA255670, P30CA010815)
  • National Institute of Arthritis and Musculoskeletal and Skin Diseases (R01AR067763)
Topics
  • Life Sciences › Immunology and Microbiology › Immunology › Immune cells in cancer
  • Health Sciences › Medicine › Oncology › Cancer Immunotherapy and Biomarkers
  • Life Sciences › Immunology and Microbiology › Immunology › Immunotherapy and Immune Responses
Keywords
aryl hydrocarbon receptor, tumor-associated macrophages, tryptophan metabolism, indole, Lactobacillus, pancreatic ductal adenocarcinoma, antitumor immunity, immune checkpoint blockade, CD8+ T cells, dietary tryptophan, macrophage polarization
MeSH terms
Tumor-Associated Macrophages, Animals, Humans, Immune Tolerance, Indoles, Pancreatic Neoplasms, Prognosis, Tryptophan, Lymphocytes, Tumor-Infiltrating, Receptors, Aryl Hydrocarbon, CD8-Positive T-Lymphocytes, Carcinoma, Pancreatic Ductal, Mice, Tumor Microenvironment, Microbiota

About these checks

Registry, retraction, Cites and statistics results are computed, not judged, with one exception: a printed reference that no index lists is read once by a model before it counts as a citation error. Claims are extracted by a model and kept only when their quote appears verbatim in the text; each cited source is then checked, with a model’s help, for whether it says what the claim relies on. Those verdicts can be wrong — read the claim’s quote and the cited source before relying on one.

Claims read by deepseek-v4.1-flash under definition version 3 (extract-v3) on 2026-10-07.

Classified by jev-1.13-20260917 (gold-guideline-v0.2) on 2026-10-07.

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