ReviewExperimental hematology & oncology2022
Heterogeneity of the tumor immune microenvironment and its clinical relevance.
Review in Experimental hematology & oncology, 2022. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 187 papers, 1 of them a synthesis that pooled it.
What it found
Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.
The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.
The trial behind it
Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.
Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.
Who cites it
187 citing papers in PubMed, 1 synthesis or guideline pooled it.
- The prognostic significance of LncRNA BLACAT1 overexpression in various tumors: a meta-analysis.Frontiers in genetics · 2024Pooled it
- Anlotinib plus camrelizumab and chemotherapy as first-line treatment in patients with advanced esophageal squamous cell carcinoma.Scientific reports · 2025Trial
- B cells in cancer: functions, mechanisms and therapeutic advances.Signal transduction and targeted therapy · 2026Review
- The Translational Paradox of Cancer Nanomedicine: Biological, Pharmacokinetic, and Manufacturing Barriers to Clinical Success.Biology · 2026Review
- microRNAs as Regulators of the Immune Response and Their Potential Therapeutic Applications in Cancer.Non-coding RNA · 2026Review
- Immunoediting and precision biomarkers in prostate cancer: The emerging role of liquid biopsy, immune contexture and HLA genotype (Review).International journal of oncology · 2026Review
- A machine learning-derived intratumoral heterogeneity-related signature predicts the prognosis for and therapeutic response in patients with skin cutaneous melanoma.Translational cancer research · 2026Article
- Spatially organized regulated cell death-immune coupling in solid tumors: integrating spatial omics with actionable regulated cell death biology.Molecular cancer · 2026Review
- The Genetic Landscape of Colorectal Cancer: From Molecular Alterations to Therapeutic Decision Pathways.Cancers · 2026Review
- Tumor Plasticity and Microenvironmental Crosstalk as Drivers of Metastasis and Therapy Resistance.MedComm · 2026Review
- Innate Immune Cells in Non-Small Cell Lung Cancer: Roles in Tumor Progression and Therapeutic Responses.Cancer innovation · 2026Review
- Engineering Polymeric Nano-PROTAC for Targeted Protein Degradation and Cancer Therapy.Polymer science & technology (Washington, D.C.) · 2026Review
- Integrative spatial multi-omics reveals the tumor ecosystem: From mechanistic insights to therapeutic strategies.iScience · 2026Review
- Liposomal drug delivery for lung cancer therapy: progress, challenges, and future perspectives.Molecular cancer · 2026Review
- Data-intensive immune network modelling for One Health.Briefings in bioinformatics · 2026Review
- Granzyme B, HIF-1α, VEGFA and SerpinB9 in the local tumour immune system of immune-stimulated slice cultures of head and neck cancer.BMC cancer · 2026Article
- Targeting cytokine/chemokine signaling to convert immunologically cold tumors into hot: Emerging strategies in cancer immunotherapy.Acta pharmaceutica Sinica. B · 2026Review
- Bioprinted Tumor Microenvironment Models Reveal Immune Evasion and Guide CAR-NK Therapeutic Strategies.Advanced science (Weinheim, Baden-Wurttemberg, Germany) · 2026Article
- CKAP5: Unraveling Its Crucial Function in Liver Hepatocellular Carcinoma Progression and Prognosis.Digestive diseases and sciences · 2026Article
- Dynamic systemic immune-inflammation index predicts survival after neoadjuvant immunotherapy in gastric cancer: A multicenter study.iScience · 2026Article
127 more citing papers are in PubMed but not listed here.
Corrections and comments
PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.
Authors and funding
5 authors.
Funding
Abstract
During the course of tumorigenesis and subsequent metastasis, malignant cells gradually diversify and become more heterogeneous. Consequently, the tumor mass might be infiltrated by diverse immune-related components, including the cytokine/chemokine environment, cytotoxic activity, or immunosuppressive elements. This immunological heterogeneity is universally presented spatially or varies temporally along with tumor evolution or therapeutic intervention across almost all solid tumors. The heterogeneity of anti-tumor immunity shows a profound association with the progression of disease and responsiveness to treatment, particularly in the realm of immunotherapy. Therefore, an accurate understanding of tumor immunological heterogeneity is essential for the development of effective therapies. Facilitated by multi-regional and -omics sequencing, single cell sequencing, and longitudinal liquid biopsy approaches, recent studies have demonstrated the potential to investigate the complexity of immunological heterogeneity of the tumors and its clinical relevance in immunotherapy. Here, we aimed to review the mechanism underlying the heterogeneity of the immune microenvironment. We also explored how clinical assessments of tumor heterogeneity might facilitate the development of more effective personalized therapies.
Indexed as
Identifiers
What OpenQuestion holds
Registered trials
Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.