ArticleFrontiers in immunology2022
Integration of transcriptomics, proteomics, and metabolomics data to reveal HER2-associated metabolic heterogeneity in gastric cancer with response to immunotherapy and neoadjuvant chemotherapy.
Article in Frontiers in immunology, 2022. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 88 papers, 8 of them syntheses that pooled it.
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88 citing papers in PubMed, 8 syntheses or guidelines pooled it, 115 citations in OpenAlex.
- Prognostic value of body adipose tissue parameters in cancer patients treated with immune checkpoint inhibitors.Frontiers in immunology · 2025Pooled it
- Baseline (derived) neutrophil-lymphocyte ratio associated with survival in gastroesophageal junction or gastric cancer treated with ICIs.Frontiers in oncology · 2025Pooled it
- Metabolomic profiling of upper GI malignancies in blood and tissue: a systematic review and meta-analysis.Journal of cancer research and clinical oncology · 2024Pooled it
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- Clinical utility of the pan-immune-inflammation value in breast cancer patients.Frontiers in oncology · 2023Pooled it
- Prognostic nutritional index as a prognostic biomarker for gastrointestinal cancer patients treated with immune checkpoint inhibitors.Frontiers in immunology · 2023Pooled it
- HER2 in Gastric Cancer: A Comprehensive Analysis Combining Meta-Analysis and DCE-MRI Radiomics.Cancer control : journal of the Moffitt Cancer CenterPooled it
- Comprehensive characterization of extracellular matrix-related genes in PAAD identified a novel prognostic panel related to clinical outcomes and immune microenvironment: A silico analysis withFrontiers in immunology · 2022Trial
- Glycolysis‑driven immunosuppression in gastric cancer: Metabolic crosstalk between tumor cells and the immune microenvironment (Review).International journal of oncology · 2026Review
- GNAS drives gastric cancer progression via pyrimidine metabolic reprogramming and immune-microenvironment remodeling.Apoptosis : an international journal on programmed cell death · 2026Article
- Acquired resistance of cancer therapies: Mechanisms and perspectives.Chinese medical journal · 2026Review
- Targeting sialic acid metabolism: a therapeutic strategy against gastric cancer driven by WZ35.Cellular oncology (Dordrecht, Netherlands) · 2026Article
- Precision immunotherapy for head and neck cancer: therapeutic combinations, biomarker strategies, and translational challenges.Molecular cancer · 2026Review
- Tumor-on-chip's alliance with molecular pathology against metastatic disease.Journal of biomedical science · 2026Review
- Relationship Between Cumulative Exposure of Lactate Dehydrogenase Concentrations and Major Adverse Cardiac and Cerebrovascular Events in Hypertensive Patients: A Retrospective Cohort Study from Northwest China.Journal of inflammation research · 2026Article
- Metabolic reprogramming as a key regulator in Helicobacter pylori-infected gastric cancer.Gastric cancer : official journal of the International Gastric Cancer Association and the Japanese Gastric Cancer Association · 2026Review
- Urinary metabolomics and proteomics for early detection of gastric cancer: insights from a two-center multicenter study.Frontiers in oncology · 2026Article
- Multiomics Analysis of Nucleotide Metabolism Highlights the Important Role of Adenylate Kinase 4 in Pancreatic Cancer.Human mutation · 2026Article
- Mapping the rapid growth of multi-omics in tumor immunotherapy: Bibliometric evidence of technology convergence and paradigm shifts.Human vaccines & immunotherapeutics · 2025Article
28 more citing papers are in PubMed but not listed here.
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Authors and funding
10 authors at 2 institutions in 1 country.
Funding
No grant is acknowledged in the PubMed record.
Abstract
Background: Currently available prognostic tools and focused therapeutic methods result in unsatisfactory treatment of gastric cancer (GC). A deeper understanding of human epidermal growth factor receptor 2 (HER2)-coexpressed metabolic pathways may offer novel insights into tumour-intrinsic precision medicine. Methods: The integrated multi-omics strategies (including transcriptomics, proteomics and metabolomics) were applied to develop a novel metabolic classifier for gastric cancer. We integrated TCGA-STAD cohort (375 GC samples and 56753 genes) and TCPA-STAD cohort (392 GC samples and 218 proteins), and rated them as transcriptomics and proteomics data, resepectively. 224 matched blood samples of GC patients and healthy individuals were collected to carry out untargeted metabolomics analysis. Results: In this study, pan-cancer analysis highlighted the crucial role of ERBB2 in the immune microenvironment and metabolic remodelling. In addition, the metabolic landscape of GC indicated that alanine, aspartate and glutamate (AAG) metabolism was significantly associated with the prevalence and progression of GC. Weighted metabolite correlation network analysis revealed that glycolysis/gluconeogenesis (GG) and AAG metabolism served as HER2-coexpressed metabolic pathways. Consensus clustering was used to stratify patients with GC into four subtypes with different metabolic characteristics (i.e. quiescent, GG, AAG and mixed subtypes). The GG subtype was characterised by a lower level of ERBB2 expression, a higher proportion of the inflammatory phenotype and the worst prognosis. However, contradictory features were found in the mixed subtype with the best prognosis. The GG and mixed subtypes were found to be highly sensitive to chemotherapy, whereas the quiescent and AAG subtypes were more likely to benefit from immunotherapy. Conclusions: Transcriptomic and proteomic analyses highlighted the close association of HER-2 level with the immune status and metabolic features of patients with GC. Metabolomics analysis highlighted the co-expressed relationship between alanine, aspartate and glutamate and glycolysis/gluconeogenesis metabolisms and HER2 level in GC. The novel integrated multi-omics strategy used in this study may facilitate the development of a more tailored approach to GC therapy.
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