ReviewAdvanced drug delivery reviews2021
Lack of predictive tools for conventional and targeted cancer therapy: Barriers to biomarker development and clinical translation.
Review in Advanced drug delivery reviews, 2021. The graph could read no effect estimate from its abstract, so it casts no vote on the map. It is linked to trial NCT06787053 (Selecting Hypoxic Tumours for Treatment Modification), which is not on this map. Cited by 36 papers.
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.
Selecting Hypoxic Tumours for Treatment Modification
Who cites it
36 citing papers in PubMed.
- A modular framework for antibody-drug conjugate biomarkers.Nature reviews. Clinical oncology · 2026Review
- From virtual screening to cell-based assays: structure-guided identification of EGFR-targeting perimidine derivatives with anticancer activity.Naunyn-Schmiedeberg's archives of pharmacology · 2026Article
- Article
- Impact of single freeze-thaw cycles on human serum proteins: Implications for mass spectrometry biomarker validation.iScience · 2026Article
- Fusion of Clinical and Deep Learning Features for Predicting Pembrolizumab Monotherapy Response in Advanced Non-Small Cell Lung Cancer.Journal of clinical medicine · 2026Article
- The Trifecta of Polo-Like Kinases, Cancer, and the Immune System: Emerging Intersections and Therapeutic Insights.Molecular cancer research : MCR · 2026Review
- The central role of EMT in tumor progression: mechanistic drivers, biomarker discovery, and therapeutic horizons.Frontiers in pharmacology · 2026Review
- Research Trends and Development Dynamics of qPCR-based Biomarkers: A Comprehensive Bibliometric Analysis.Molecular biotechnology · 2026Review
- An integrated bulk and single-cell transcriptomic analysis reveals stemness-driven immune regulation and therapeutic vulnerability in colorectal cancer.Journal of Cancer · 2026Article
- Liquid biopsy in breast cancer: current biomarker platforms and clinical applications.Exploration of targeted anti-tumor therapy · 2026Review
- Epigenetics: the master switch of nasopharyngeal carcinoma invasion and metastasis.Frontiers in immunology · 2026Review
- Analytical Techniques as Indicators of Biomarkers in Proteomics Cancer Diagnosis.Anti-cancer agents in medicinal chemistry · 2026Review
- Article
- Prognostic Value of Primary Total Glossectomy in Tongue Cancer: A Systematic Review and Meta-Analysis of Survival Outcomes.Diagnostics (Basel, Switzerland) · 2025Review
- Cancer Metastasis: Therapeutic Challenges and Opportunities.Medical oncology (Northwood, London, England) · 2025Review
- Toward Personalized Medicine in Parkinson's Disease: A Scoping Review of Biomarkers, Genetics, and Treatment Stratification.Journal of clinical practice and research · 2025Review
- A Comprehensive Oncological Biomarker Framework Guiding Precision Medicine.Biomolecules · 2025Review
- Overcoming translational barriers in RNA-protein docking: enhancing computational accuracy for targeted drug discovery.Future medicinal chemistry · 2025Review
- Exploring Mechanical Features of 3D Head and Neck Cancer Models.Journal of functional biomaterials · 2025Review
- Polymerase Chain Reaction Chips for Biomarker Discovery and Validation in Drug Development.Micromachines · 2025Review
Corrections and comments
PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.
Authors and funding
6 authors.
Funding
Abstract
Predictive tools, utilising biomarkers, aim to objectively assessthe potentialresponse toa particular clinical intervention in order to direct treatment.Conventional cancer therapy remains poorly served by predictive biomarkers, despite being the mainstay of treatment for most patients. In contrast, targeted therapy benefits from a clearly defined protein target for potential biomarker assessment. We discuss potential data sources of predictive biomarkers for conventional and targeted therapy, including patient clinical data andmulti-omicbiomarkers (genomic, transcriptomic and protein expression).Key examples, either clinically adopted or demonstrating promise for clinical translation, are highlighted. Following this, we provide an outline of potential barriers to predictive biomarker development; broadly discussing themes of approaches to translational research and study/trial design, and the impact of cellular and molecular tumor heterogeneity. Future avenues of research are also highlighted.
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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.