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. 2022 Mar 14;10(4):372–383. doi: 10.1158/2326-6066.CIR-20-0586

Table 1.

Critical questions to address in future investigations of resistance to ICIs.

Resistance node Critical questions
Oncogenes and oncoproteins How do functional “driver” mutations influence the immune repertoire and tumor immunogenicity?
Do driver mutations influence antigen presentation, CD8+ T-cell priming, and CD8+ T-cell tumor infiltration?
How do comutations in tumor suppressors influence response and/or resistance to therapy?
Is there a hierarchy among comutations, and are their effects direct or indirect?
Genetic and epigenetic dysfunction What is the combined frequency and degree of HLA class I loss across tumor histologies?
Are HLA class I loss patterns clustered by mechanisms of action? What are the triggers for loss?
How do tumors subvert HLA class I loss?
What is the timing of HLA class I loss in the context of a primary tumor vs. metastatic disease?
Loss of sufficient and suitable antigens Given HLA and antigen diversity, are there identifiable patterns that predict ICI resistance?
What features of the neoantigen-specific T-cell population are required for tumor clearance?
Do neoantigens need CD4+ (HLA class II) and CD8+ (HLA class I) to circumvent resistance?
Can epigenetic therapies reverse silencing and thereby boost neoantigen expression?
What is the role of mutation-based neoantigens and intra/intertumor heterogeneity?
Dysfunctional T-cell compartment Which cell subsets are the primary influencers of ICI resistance?
How is T-cell “activatability” shaped after exposure to immunotherapy?
Can the “state” of T-cell functionality be monitored continuously in vivo?
Can costimulation be measured in vivo?
What is the role for costimulatory pathways beyond CD28?
What is the role of 4-1BB signaling in T-cell anergy and antitumor immunity?
How can IFNγ sensitivity be utilized to identify patients who are potentially resistant to ICI?
What aspects of IFNγ signaling directly affect ICI resistance and its relationship to disease stage?
How interdependent are fluctuations in IFNγ signaling in the context of ICI resistance?
What characterizes the antigen repertoire against a “successful” CD8+ T-cell memory response?
Is there evidence of continual immunologic memory in long-term survivors?
How is immunologic memory generated and dependent on a persistent T-cell memory clone?
What interactions among immune subsets are needed to generate durable CD8+ T-cell memory?
Lack of inflammation in the TME Are the immune-excluded and immune-desert phenotypes sufficiently defined?
Does the tumor cell of origin affect the different mechanisms underlying the cold phenotypes?
Does the spatial positioning of immune cells dictate or influence resistance to ICI therapies?
What key influencers of trafficking and infiltration can be therapeutically targeted?
Are there dominant chemokine networks within TME that promote ICI resistance?
Are the mechanisms of immune exclusion uniquely influenced by various therapies?
Deregulated tumor immunometabolism How does therapy induce immune metabolic signature switching toward ICI resistance?
Does resistance involve modified mitochondrial biogenesis and immunometabolism plasticity?
Can longitudinal metabolic signatures of circulating cancer and immune cells predict resistance?
Can immunometabolism-based resistance be correlated with TME and immune infiltrate?
Influence of the microbiome Is the gut microbiome predictive of patient resistance to ICI treatment?
Can we modulate the gut microbiome to improve immune capacity and “fitness”?
Can specific clusters of microbes predict, prevent, and/or stop ICI resistance?
Does the gut microbiome affect toxicity to ICI?
Inept host immunity What is the impact of lymphocyte count and humoral factors (CRP and LDH) on ICI resistance?
How do subclinical chronic infections and inflammation shape resistance to immunotherapy?
What are the effects of hormones and prostaglandins?
How is immune capacity defined, and can it serve as a clinically meaningful measure of resistance?

Abbreviations: CRP, C-reactive protein; LDH, lactate dehydrogenase.