Cited by 2,189Cancer Immunotherapy and BiomarkersImmunotherapy and Immune ResponsesT-cell and B-cell Immunology

Immune Checkpoint Inhibitors for the Treatment of Cancer: Clinical Impact and Mechanisms of Response and Resistance

Open access
Bagchi, Sreya, Yuan, Robert, Engleman, Edgar G.·2021·Annual Review of Pathology: Mechanisms of Disease

Abstract

Immune checkpoint inhibitors (ICIs) have made an indelible mark in the field of cancer immunotherapy. Starting with the approval of anti-cytotoxic T lymphocyte-associated protein 4 (anti-CTLA-4) for advanced-stage melanoma in 2011, ICIs—which now also include antibodies against programmed cell death 1 (PD-1) and its ligand (PD-L1)—quickly gained US Food and Drug Administration approval for the treatment of a wide array of cancer types, demonstrating unprecedented extension of patient survival. However, despite the success of ICIs, resistance to these agents restricts the number of patients able to achieve durable responses, and immune-related adverse events complicate treatment. Thus, a better understanding of the requirements for an effective and safe antitumor immune response following ICI therapy is needed. Studies of both tumoral and systemic changes in the immune system following ICI therapy have yielded insight into the basis for both efficacy and resistance. Ultimately, by building on these insights, researchers should be able to combine ICIs with other agents, or design new immunotherapies, to achieve broader and more durable efficacy as well as greater safety. Here, we review the history and clinical utility of ICIs, the mechanisms of resistance to therapy, and local and systemic immune cell changes associated with outcome.

Integrity signals

Registry

Crossref · 10.1146/annurev-pathol-042020-042741

Cites

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Statistics

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Claims the paper makes

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  • Premisecitation

    In a phase I trial of advanced ipilimumab-refractory melanoma, 26% of pembrolizumab-treated patients had complete or partial response.

    “In a phase I clinical trial of patients with advanced-stage, ipilimumab-refractory melanoma, 26% of participants treated with pembrolizumab, an anti-PD-1 antibody, demonstrated either a complete or partial response (57).”
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  • Interpretationnone given

    The composition of immune cells within tumors and in the periphery before and after therapy is among the most prominent predictive markers of ICI efficacy.

    “Perhaps the most prominent predictive markers of effective ICI therapy are the compositions of immune cells within tumors and in the periphery in patients prior to and after therapy.”
    Quote in the paperNot a substantial claim
  • Premisecitation

    Atezolizumab was initially approved for localized and metastatic urothelial carcinoma based on a phase II trial showing 10% overall response rate in patients progressing after platinum-based chemotherapy.

    “Atezolizumab was initially approved by the FDA for the treatment of localized and metastatic urothelial carcinoma on the basis of results of a phase II clinical trial that showed overall response rates of 10% in patients whose disease had progressed after platinumbased chemotherapy treatment (65).”
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  • Interpretationreasoning

    Peripheral immune responses are critical for favorable clinical outcomes after ICI therapy.

    “In fact, peripheral immune responses are critical in achieving favorable clinical outcomes.”
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  • Premisenone given

    ICIs activate not only T cells but also other innate and adaptive immune cells that cooperate against tumors.

    “ICIs work not only by invigorating T cells but also by activating other cells of the innate and adaptive arms, all of which function in concert to orchestrate an effective response against tumors.”
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    Premisecitation

    In a phase III trial of previously untreated unresectable stage III/IV melanoma, progression-free survival was highest with nivolumab plus ipilimumab, intermediate with nivolumab alone, and lowest with ipilimumab alone.

    “At the end of the trial, progression-free survival was highest in patients who received the combination therapy, followed by patients treated with nivolumab alone, and was lowest in patients treated with ipilimumab alone (59).”
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    Premisenone given

    Immune-related adverse events complicate ICI treatment and can be life-threatening.

    “immune-related adverse events complicate treatment.”
    • Also stated in: § PD-1 and PD-L1 · plain
      “a large proportion of ICI-treated patients develop immune-related adverse events (irAEs), some of which can be life-threatening.”
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    Premisecitation

    After TCR signaling, CTLA-4 moves to the cell surface and competes with CD28 for the same ligands with higher affinity, reducing costimulation.

    “Once TCR signaling is induced, intracellularly stored CTLA-4 molecules traffic to the cell surface, where they can bind and compete for the same ligands as CD28, but with greater affinity, thereby dampening costimulation (7,8).”
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    Premisecitation

    PD-1 is expressed on most activated immune cells and is most highly upregulated on exhausted T cells.

    “Although PD-1 is expressed on the surface of most activated immune cells, such as macrophages, dendritic cells (DCs), Langerhans cells, B cells, and T cells, its expression is most highly upregulated on exhausted T cells (34,35).”
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    Premisenone given

    ICIs targeting PD-1 and PD-L1 have received FDA approval for many cancer types and extend patient survival.

    “ICIs-which now also include antibodies against programmed cell death 1 (PD-1) and its ligand (PD-L1)-quickly gained US Food and Drug Administration approval for the treatment of a wide array of cancer types, demonstrating unprecedented extension of patient survival.”
    Quote in the paperSubstantial claim
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    Premisecitation

    CTLA-4 is an inhibitory receptor expressed primarily by T cells that dampens T cell activity and is upregulated upon T cell activation.

    “CTLA-4, an inhibitory receptor expressed primarily by T cells, functions to dampen T cell activity and is upregulated upon T cell activation (1)(2)(3).”
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    Premisenone given

    ICIs release inhibitory brakes on T cells, causing robust immune activation and antitumor responses.

    “ICIs work by releasing the inhibitory brakes of T cells, resulting in robust activation of the immune system and productive antitumor immune responses.”
    Quote in the paperSubstantial claim
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    Premisecitation

    PD-L1 and PD-L2 expression increases in cancerous tissues and is linked to poor prognosis in many cancer types.

    “Subsequent human studies have consistently shown that PD-L1 and PD-L2 expression not only increases in cancerous tissues but is also linked to poor disease prognosis in many cancer types (50)(51)(52)(53)(54)(55)(56).”
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    Premisenone given

    Patients who never respond to ICIs have primary resistance.

    “Patients who never experience a therapeutic response are described as having primary resistance.”
    • Also stated in: § RESISTANCE TO IMMUNE CHECKPOINT INHIBITORS · plain
      “Primary resistance refers to those cases in which no initial response to checkpoint therapy was observed”
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    Interpretationcitation

    Combining ICIs may achieve maximum antitumor efficacy.

    “This stratification in progression-free survival hinted at the possibility of combining ICIs to achieve maximum antitumor efficacy.”
    Quote in the paperSubstantial claim
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    Premisecitation

    In that trial, 20% of patients whose tumors were completely cleared maintained response for the study duration, with median follow-up about 30 months.

    “Critically, analogous to what was observed in preclinical studies, the 20% of patients whose tumors were completely cleared maintained their response for the duration of the study, with a median follow-up time of approximately 30 months.”
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    Premisecitation

    Among melanoma patients, 60-70% do not have an objective response to anti-PD-1 therapy; of responders, 20-30% eventually relapse.

    “Even among patients with melanoma, which has one of the highest rates of response to ICI, 60-70% of patients do not experience an objective response to anti-PD-1 therapy; of those that do, 20-30% demonstrate eventual tumor relapse and progression (74,75).”
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    Premisecitation

    In preclinical models, anti-CTLA-4 response depends on Bacteroides species; germfree or antibiotic-treated mice do not respond, but response is rescued by B. fragilis gavage.

    “For example, in preclinical models, the therapeutic response to anti-CTLA-4 therapy was found to be dependent on Bacteroides species, as germfree mice or antibiotic-treated mice did not respond to anti-CTLA-4, but response was rescued through gavage of Bacteroides fragilis (99).”
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    Premisecitation

    PD-L1-negative tumors can occasionally respond to anti-PD-1, and high PD-L1 expression is not sufficient for response.

    “However, PD-L1-negative tumors can still occasionally respond to anti-PD-1 therapy, and high PD-L1 expression, although correlative, is by no means sufficient for generating a response following anti-PD-1 therapy, indicating that other factors are involved in determining response and nonresponse to ICIs (80)(81)(82).”
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    Premisecitation

    The cause of high mutational burden does not determine ICI response; melanoma and NSCLC with UV/carcinogen mutations respond as well as tumors with genomic instability or deficient mismatch repair.

    “The underlying cause of the high mutational burden is not important for determining whether a tumor will respond to ICIs, as melanoma and NSCLC, which acquire mutations through UV-and carcinogen-induced DNA damage, respectively, respond just as well to ICIs as do tumors that acquire mutations through genomic instability or deficient mismatch repair (74,80,87).”
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    Premisecitation

    MHC I downregulation via transcriptional repression is associated with primary resistance to anti-CTLA-4 but not anti-PD-1; anti-PD-1 response depends more on MHC II expression linked to an IFN-γ-regulated gene module.

    “In another study, MHC I downregulation via transcriptional repression was associated with primary resistance to anti-CTLA-4 therapy but not to anti-PD-1 therapy, and the response to anti-PD-1 was more dependent on MHC II expression linked to an IFN-γ-regulated module of genes (97).”
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    Premisenone given

    Some patients who receive ICIs do not respond (primary resistance), while others respond initially but eventually relapse (acquired resistance).

    “Some patients who receive ICIs do not respond to treatment (primary resistance), while others respond to initial therapy but eventually relapse (acquired resistance).”
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    Premisecitation

    Mutations in SWI-SNF chromatin remodeling complex genes may sensitize human tumors to ICIs, and epigenetic modulators can potentiate ICI response by increasing chemokines that recruit CD8+ T cells.

    “Several studies have demonstrated that mutations in genes involved in the SWI-SNF chromatin remodeling complex may sensitize human tumors to ICIs and that treatment with an epigenetic modulator can potentiate the ICI-mediated antitumor response through increased production of chemokines responsible for recruiting CD8 + T cells (104-107).”
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    Premisecitation

    Response rates to ICIs vary widely across cancers, from >80% in refractory Hodgkin's lymphoma to little or no response in mismatch repair-proficient colorectal cancer, with many indications at 20-40%.

    “Response rates to ICI treatment vary widely among different cancers, ranging from greater than 80% in patients with refractory Hodgkin's lymphoma to little or no response in patients with mismatch repair-proficient colorectal cancer (76, 77); many tumor indications fall within a response rate range of 20% to 40% (78).”
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    Premisecitation

    Durvalumab and avelumab are approved for urothelial carcinoma, and avelumab is approved for Merkel cell carcinoma.

    “Apart from atezolizumab, durvalumab and avelumab are also approved for use in patients with urothelial carcinoma (70)(71)(72), and avelumab is approved for use in patients with Merkel cell carcinoma (73).”
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    Interpretationcitation

    Tumors with absent or low PD-L1 expression are more likely to be resistant to anti-PD-1/PD-L1, supported by response rates up to 10% in PD-L1-low melanoma and NSCLC versus 40-50% in high PD-L1.

    “Thus, it stands to reason that tumors with absent or low expression of PD-L1 are more likely to exhibit resistance to anti-PD-1 and anti-PD-L1 therapies, and this assertion is supported by response rates of only up to 10% in patients with PD-L1-low melanoma and patients with NSCLC treated with anti-PD-1 compared with 40-50% in patients with high PD-L1 expression (74,80).”
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    Premisecitation

    ICI-treated patients who received antibiotics have decreased overall survival and progression-free survival.

    “This idea is further supported by reports of decreased overall survival and progression-free survival in ICI-treated patients who received antibiotics (101-103).”
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    Premisecitation

    IFN-γ is important for initiating and maintaining antitumor responses by promoting CD8+ cytotoxic T cell activity, Th1 skewing, antiproliferative/proapoptotic effects, and MHC I upregulation on tumor cells.

    “Interferon-γ (IFN-γ) is an important cytokine for initiating and maintaining a potent antitumor response not only through promoting CD8 + cytotoxic T cell activity and skewing toward a Th1 response but also through exerting antiproliferative, proapoptotic effects and inducing major histocompatibility complex class I (MHC I) upregulation in tumor cells (90,91).”
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    Premisecitation

    Presence of CD8+PD-1hi T cells in tumors of melanoma and NSCLC patients prior to anti-PD-1 administration was predictive of treatment response and correlated with overall survival.

    “the presence of CD8 + PD-1 hi T cells in the tumors of patients with melanoma and patients with NSCLC prior to anti-PD-1 administration was predictive of treatment response and correlated with overall survival (146, 147).”
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    Premisecitation

    In untreated melanoma, anti-CTLA-4 caused grade 3 or 4 immune-related adverse events in 27.3% of patients, while anti-PD-1 caused such severe events in 16.3%.

    “In patients with untreated melanoma, treatment with anti-CTLA-4 led to grade 3 or 4 irAEs in 27.3% of patients and treatment with anti-PD-1 led to such severe irAEs in only 16.3% of patients (59).”
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  • May combine two claims.

    Interpretationreasoning

    The association between vitiligo and improved outcomes may be stronger than for other immune-related adverse events because the autoimmune reaction targets shared antigens between healthy melanocytes and melanoma cells, making vitiligo a surrogate for antitumor response.

    “This association may be stronger than those with other irAE manifestations due to the autoimmune reaction targeting shared antigens between healthy melanocytes and the melanoma cells, allowing the occurrence of vitiligo to serve as a surrogate measure of the developing antitumor response.”
    Quote in the paperSubstantial claim
  • Probably not a substantial claim: may not pass S3 (load-bearing). May combine two claims.

    Interpretationnone given

    Significant effort has been devoted to understanding primary resistance, whereas studies of acquired resistance have begun only recently.

    “Although significant effort has been devoted to understanding the mechanisms of primary resistance, studies of acquired resistance have begun only recently.”
    Quote in the paperNot a substantial claim
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    Premisecitation

    Increased lymphocyte counts in the blood are associated with favorable treatment outcome and increased overall survival in melanoma patients treated with immune checkpoint inhibitors.

    “increased lymphocyte counts in the blood are associated not only with favorable treatment outcome but also with increased overall survival in patients with melanoma treated with ICIs (132-135).”
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    Premisecitation

    There are exceptions where immunosuppression may negatively impact outcomes, indicating a need for better understanding of the interplay between antitumor response and immunosuppressive agents.

    “However, there are exceptions, indicating that better understanding of the interplay between the developing antitumor response following ICI therapy and the use of immunosuppressive agents is needed (117, 122, 123).”
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    Premisecitation

    A subset of peripheral effector-memory-like CD4+ T cells was associated with effective immunotherapy and could initiate an antitumor response upon adoptive transfer to untreated tumor-bearing mice.

    “a subset of peripheral effector-memorylike CD4 + T cells was associated with effective immunotherapy and could initiate an antitumor response upon adoptive transfer to untreated tumor-bearing mice (131).”
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    Premisecitation

    In melanoma patients, CD45RA+ naive CD8+ T cells negatively correlated with ipilimumab response, while CD45RA- CD8+ T cells and CD8+ effector memory cells were more abundant in responders.

    “Whereas CD45RA + naive CD8 + T cells negatively correlated with response with ipilimumab treatment, CD45RA -CD8 + T cells and CD8 + T effector memory cells (CD45RA -CCR7 -) were more abundant in responsive patients (137).”
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    Premisecitation

    Anti-CTLA-4 and anti-PD-1 therapies differ in immune-related adverse event organ presentation: anti-CTLA-4 causes more hypophysitis and severe colitis, while anti-PD-1 causes more pneumonitis, thyroiditis, and nephritis.

    “anti-CTLA-4 resulting in more hypophysitis and more severe colitis cases and anti-PD-1 resulting in more pneumonitis, thyroiditis, and nephritis cases (114, 118).”
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    Interpretationcitation

    The differences in immune-related adverse event organ presentation may result from different mechanisms of T cell inhibition: CTLA-4 functions more proximally to T cell activation, and PD-1 functions at later stages in the periphery.

    “These differences may be the result of the different mechanisms of T cell inhibition by CTLA-4 and PD-1, as the former is understood to function more proximally to T cell activation and the latter is thought to function at later stages in the periphery (119).”
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    Interpretationcitation

    During tumor rejection, proliferating immune cells were present in draining lymph nodes but not in the tumor, suggesting that peripheral immune response is important for maintaining and activating antitumor immune cells.

    “The tumor rejection phase was characterized by proliferating immune cells in the draining lymph nodes but not in the tumor, suggesting that the immune response in the periphery is important for maintaining and activating immune cells participating in the antitumor response.”
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    Premisecitation

    In melanoma, higher frequency of memory CD45RA- CD4+ T cells at baseline was associated with favorable response to ipilimumab, while increased naive CD45RA+ CD4+ T cells correlated with nonresponders.

    “a higher frequency of memory CD45RA -CD4 + T cells in the blood of patients with melanoma at baseline was associated with a favorable response to ipilimumab, whereas an increased presence of naive CD45RA + CD4 + T cells correlated with nonresponders (137).”
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    Premisecitation

    Some studies found that high TCR diversity in peripheral blood and tumors prior to immune checkpoint inhibitor therapy is predictive of effective treatment, while others found that increases in TCR clonality are a sign of effective therapy.

    “some studies have found that high TCR diversity in peripheral blood and tumors prior to ICI therapy is predictive of effective treatment, others have pointed to ICI therapy-associated increases in TCR clonality, that is, enrichment of T cells with the same TCRs, as a sign of effective therapy (150, 157-161).”
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  • May combine two claims.

    Interpretationreasoning

    It is unlikely that quantifying a single cell population or parameter will accurately predict response or nonresponse to immune checkpoint inhibitor treatment, and a more holistic approach encompassing multiple cell types is necessary.

    “it is unlikely that quantifying a single cell population or parameter will accurately predict response or nonresponse to ICI treatment, and a more holistic approach encompassing multiple cell types will be necessary.”
    Quote in the paperSubstantial claim
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    Interpretationreasoning

    Immune checkpoint inhibitor therapy may bring about similar tumoral and systemic changes in immune cells, suggesting that circulating immune cells may provide a window into changes in immune cells in the tumor.

    “this study nonetheless points to the possibility that ICI therapy brings about similar tumoral and systemic changes in immune cells, suggesting that circulating immune cells may provide a window into changes in immune cells in the tumor.”
    Quote in the paperSubstantial claim
  • Probably not a substantial claim: may not pass S3 (load-bearing). May combine two claims.

    Premisecitation

    One study suggested that anti-CTLA-4 mainly induces proliferation of ICOS+ CD4+ effector T cells, while anti-PD-1 is primarily associated with reinvigoration of CD8+PD-1hi T cells.

    “One study, for example, has suggested that anti-CTLA-4 induces mainly proliferation of ICOS + CD4 + effector T cells and that anti-PD-1 is associated primarily with reinvigoration CD8 + PD-1 hi T cells (175).”
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  • May combine two claims.

    Interpretationreasoning

    The negative role for tissue macrophages and MDSCs in immune checkpoint inhibitor treatment is well established, while understanding of the role of circulating monocytes remains blurred.

    “whereas the negative role for tissue macrophages and MDSCs in ICI treatment is well established, our understanding of the role of circulating monocytes remains blurred.”
    Quote in the paperSubstantial claim
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    Premisecitation

    Increased frequency of circulating monocytes at baseline predicts superior immune checkpoint inhibitor responses, unlike macrophages and MDSCs in tumors and other tissues.

    “an increased frequency of circulating monocytes at baseline, unlike macrophages and MDSCs in tumors and other tissues, predicts superior ICI responses (174).”
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    Premisecitation

    A DC vaccine for advanced prostate cancer and chimeric antigen receptor T cells for several hematological malignancies have received FDA approval.

    “A DC vaccine for the treatment of advanced prostate cancer and chimeric antigen receptor T cells for the treatment of several hematological malignancies are among other immunotherapies that have also received FDA approval (176, 177).”
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  • Classified as probably not a substantial claim.

    Premisenone given

    The role of systemic immunity is not well understood in these other immunotherapies.

    “the role of systemic immunity is not well understood in these modalities.”
    Quote in the paperSubstantial claim
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  • The paper relies on this without support.

    Lymphocytes, especially CD8+ T cells and NK cells, are critical for antitumor immunity.

    “A paradigm in the field of tumor immunology is that lymphocytes, especially CD8 + T cells and NK cells, are critical for antitumor immunity.”
  • The paper relies on this without support.

    For any T cell to become activated and acquire effector functions, its TCR must recognize its cognate antigen presented on an MHC molecule.

    “For any T cell to become activated and acquire effector functions, its TCR must recognize its cognate antigen presented on an MHC molecule.”
  • The paper relies on this without support.

    The antigen specificity of a T cell is determined by its TCR, and each cell expresses multiple copies of only a single TCR, making T cells highly specific.

    “The antigen specificity of a T cell is determined by its TCR, and because each cell expresses multiple copies of only a single TCR, T cells are highly specific in their response.”
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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?

  • Preclinical studies emphasizing the pivotal role of the PD-1/PD-L1 axis in suppressing effector T cell function led to FDA approval of nivolumab and pembrolizumab, monoclonal antibodies to PD-1, for various solid immunologically 'hot' cancers like melanoma, non-small cell lung cancer (NSCLC), and renal cell carcinoma.

    “Preclinical studies emphasizing the pivotal role of the PD-1/PD-L1 axis in suppressing effector T cell function led to FDA approval of nivolumab and pembrolizumab, monoclonal antibodies to PD-1, for various solid immunologically ‘hot’ cancers like melanoma, non-small cell lung cancer (NSCLC), and renal cell carcinoma (Bagchi et al., 2021).”

    From Microphysiological systems as models for immunologically ‘cold’ tumors (2024) · cites this paper as Bagchi et al., 2021

    Split into 2 atoms — 1 confirmed, 1 partially supported, 0 disputed, 0 misattributed, 0 unverifiable. Expand the claim to see per-atom verdicts.

    Experimental — accuracy not yet measured
  • Ipilimumab, the first FDA-approved monoclonal antibody targeting the negative immune checkpoint protein CTLA-4, enhances T cell activation and depletes Tregs in the tumor bed.

    “Ipilimumab, the first FDA-approved monoclonal antibody targeting the negative immune checkpoint protein CTLA-4, enhances T cell activation and depletes Tregs in the tumor bed (Bagchi et al., 2021).”

    From Microphysiological systems as models for immunologically ‘cold’ tumors (2024) · cites this paper as Bagchi et al., 2021

    The Introduction identifies ipilimumab as the first FDA-approved antibody against CTLA-4, and the CTLA-4 section describes blockade of this inhibitory receptor as a way to boost T-cell antitumor responses. The section on local and systemic immune responses reports that lower tumor Treg levels have been associated with responses to immune checkpoint inhibitors, but it does not establish that ipilimumab itself depletes Tregs in the tumor bed. (LLM, conf=0.88)

    Experimental — accuracy not yet measured
  • Some studies reported that there might be phosphotyrosine-independent cooperation among SHP2 and CTLA4 as alternated tyrosine CTLA4 could interact with SHP2 and inhibit TCRζ signaling pathways.

    “Some studies reported that there might be phosphotyrosine‐independent cooperation among SHP2 and CTLA4 as alternated tyrosine CTLA4 could interact with SHP2 and inhibit TCRζ signaling pathways [299, 300].”

Cites

Flagged first, then by citations

Research works printed but not linked: 1

  1. Yang YF, 1997, Cancer Res, 57, 4036

Cited by

Sorted by citations

Authors
Bagchi, S., Yuan, R., & Engleman, E. G.
Affiliations
Stanford Medicine (US)
Venue
Annual Review of Pathology: Mechanisms of Disease
Published
2021-01-24
Volume
16
Issue
1
Pages
223-249
ISSN
  • 1553-4006 (ISSN-L)
  • 1553-4014
OpenAlex
W3106005610
Cited by
2,189
References
176
Citations by year
2026: 259 · 2025: 425 · 2024: 548 · 2023: 514 · 2022: 377 · 2021: 64
FWCI
25.91
Type
journal article
Language
en
Open access
Locations
  • Annual Review of Pathology Mechanisms of Disease (publishedVersion)
  • PubMed (publishedVersion)
Funders
  • National Institutes of Health
  • National Cancer Institute (R01CA233958, U54CA209971, R01CA222969)
Topics
  • Health Sciences › Medicine › Oncology › Cancer Immunotherapy and Biomarkers
  • Life Sciences › Immunology and Microbiology › Immunology › Immunotherapy and Immune Responses
  • Life Sciences › Immunology and Microbiology › Immunology › T-cell and B-cell Immunology
Keywords
immune checkpoint inhibitors, cancer immunotherapy, CTLA-4, PD-1, PD-L1, immune resistance mechanisms, immune-related adverse events, antitumor immunity, combination immunotherapy, melanoma
MeSH terms
Immune Checkpoint Inhibitors, Animals, Humans, Immunotherapy, Neoplasms, Drug Resistance, Neoplasm

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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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