Open research questions in Cancer Genomics and Diagnostics
720 gap statements mined from Cancer Genomics and Diagnostics papers in our 7.9M-paper local library, which holds 3,381 papers on the topic — drawn mostly from each paper's own stated research gap, future-work, challenge and limitation notes, and its abstract. The ones listed below are a selection still marked open; each names the study that raised it, with a DOI link where the paper has one.
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What the literature leaves open
One challenge is the methodological heterogeneity between studies, which can influence apparent biomarker performance. Another challenge is the presence of biological and clinical confounders, such as hematuria, which can alter the relative abundance of tumor-derived molecules. The paper also identifies the need for standardization and clinical validation as a major challenge.
Urinary DNA Extraction in Uro-Oncology and Selected Non-Urological Malignancies: A Narrative Review · 2026 · DOIThere is a need for standardized preanalytical workflows in liquid biopsy testing. Pre-analytical variability can affect clinical interpretation. There is a lack of comparison between different automated extraction methods for cfDNA extraction.
Comparative evaluation of two automated magnetic-bead cfDNA extraction workflows in early colorectal cancer · 2026 · DOICurrent methods for genetic mutation detection in colorectal cancer have limitations in terms of sensitivity, time consumption, and cost. There is a need for a rapid, cost-effective, and high-throughput detection method for KRAS mutations.
Analysis of Colorectal Cancer Gene Mutations and Application of Long Blocker Displacement Amplification Technology for High-Throughput Mutation Detection · 2025 · DOILimited sensitivity and specificity of serum alpha-fetoprotein for HCC diagnosis and monitoring. Need for a more accurate and reliable diagnostic tool for HCC. Gap in understanding the clinical potential of cell-free DNA and circulating tumor cells in HCC diagnosis and treatment monitoring.
Cell-Free DNA Versus Circulating Tumor Cells: A Pilot Study of Alpha-Fetoprotein Analysis for Diagnosis and Treatment Monitoring in Hepatocellular Carcinoma · 2025 · DOILimited less invasive approaches for EGFR mutation profiling. Need for novel methods to detect EGFR mutations in CTCs.
Establishment of a Flow Cytometry Protocol for Binarily Detecting Circulating Tumor Cells with EGFR Mutation · 2025 · DOIThe lack of standardization in procedures for detecting circulating nucleic acids. The need for optimizing detection limits and establishing clinical utility across disease stages. The challenge of developing effective methods for early detection and monitoring of CRC.
Recent Technologies towards Diagnostic and Therapeutic Applications of Circulating Nucleic Acids in Colorectal Cancers · 2024 · DOIAlthough these effects have been characterized for selected TFs and mutagenic processes, their prevalence across TFs and cancer types remains poorly understood.
Cancer genomics studies have widely demonstrated the impact of CIN on tumour genome evolution over a timescale of years, but the acute (daily) impact of CIN as a mutational force in cancer remains poorly explored.
Despite growing evidence, its clinical utility in urogenital cancers remains insufficiently defined.
Advancing Precision Oncology: The Role of Molecular and Genetic Markers in Liquid Biopsy for Urogenital Cancers · 2026 · DOIAlthough previous pan-cancer studies have characterized the molecular landscape of cancer, the effects of individual somatic mutations across different tissues remain insufficiently explored.
While circulating tumor DNA(ctDNA) and circulating tumor cells (CTC) have been widely studied in blood, their role in peritoneal lavage fluid (PLF) remains unexplored.
Effectiveness of circulating tumor cells and circulating tumor DNA in peritoneal lavage fluid for predicting metachronous peritoneal metastasis of gastric cancer · 2025 · DOIThe impact of MTAP alterations in gastrointestinal (GI) cancers remains unknown although hypothetically druggable.
Research on the distribution and nature of extrachromosomal DNA molecules (EcDNAm) in early LC is scarce.
The detection rate of KRAS mutations in plasma, especially in early lesions, remains unclear, with reports showing a detection rate of approximately 10%5.
While similar strategies have shown favorable early results for specific sarcoma subtypes, LP-WGS has not been evaluated for applicability to the broader population of patients who have a sarcoma.
Can a Liquid Biopsy Detect Circulating Tumor DNA With Low-passage Whole-genome Sequencing in Patients With a Sarcoma? A Pilot Evaluation · 2024 · DOIFurthermore, it remains unclear whether CIN levels above a certain threshold in BC tumors could adversely affect tumor growth, or if lower to moderate levels of CIN might be associated with a more favorable prognosis for BC patients compared to elevated levels.
The lack of understanding of the genomic characterization and therapeutic targets in Chinese breast cancer patients. The need to investigate the age-associated germline mutation genes and their therapeutic effects.
Age-related genomic characterization and therapeutic targets in Chinese breast cancer: insights from prospective targeted sequencing and clinical data analysis · 2026 · DOIThe limited understanding of tumor biology and its implications for treatment decisions. The need for a comprehensive review of the literature on tumor biology assessment in colorectal liver metastasis. The gap in current research on the role of genetic mutations and circulating tumor DNA in assessing tumor biology.
Critical Evaluation of Treatment Response, Driver Mutations, and Circulating Tumor DNA as Markers of Tumor Biology in Colorectal Liver Metastasis · 2026 · DOISimply knowing a circle is elongated is insufficient; understanding its transcriptional and epigenetic activity is paramount.
The paper discusses the need for more research on the integration of these emerging technologies to address the challenges and limitations associated with their implementation.
Integrating Artificial Intelligence, Circulating Tumor DNA, and Real-World Evidence to Optimize Hematologic Clinical Trials: Toward Adaptive and Learning Trial Designs · 2026 · DOIMethodological heterogeneity, - Biological and clinical confounders, - Limited attention to variability in urine collection timing, input volume, centrifugation, fractionation, preservation, storage temperature, processing delay, freeze-thaw exposure, extraction chemistry, elution volume, DNA quantification, and downstream…
Urinary DNA Extraction in Uro-Oncology and Selected Non-Urological Malignancies: A Narrative Review · 2026 · DOIBroader external and prospective validation is required before clinical implementation - Evidence remains insufficient to support routine MRD-guided treatment decisions - Limited actionability of recurrent HCC alterations currently restricts routine treatment-guiding…
Use-case-driven development - Prospective utility studies - Longitudinal and multimodal interpretation - Integration with established diagnostic…
Further investigation of the therapeutic effects of age-associated germline mutation genes. Development of targeted therapies based on the study's findings.
Age-related genomic characterization and therapeutic targets in Chinese breast cancer: insights from prospective targeted sequencing and clinical data analysis · 2026 · DOIThe transformation of breast cancer diagnostics from a single IHC-based assessment to a multi-omics, longitudinal pipeline is the hallmark of modern precision Gholipour Maralan Egyptian Journal of Medical Human Genetics (2026)…
The multi-omic transformation of breast cancer diagnostics: a comprehensive narrative of the transition from immunohistochemistry to liquid biopsy and next-generation sequencing · 2026 · DOI
Most-cited papers in Cancer Genomics and Diagnostics
- Signatures of mutational processes in human cancer · Nature · 2013 · 8,873 citations
- The genomic and transcriptomic architecture of 2,000 breast tumours reveals novel subgroups · Nature · 2012 · 5,324 citations
- Mutational heterogeneity in cancer and the search for new cancer-associated genes · Nature · 2013 · 4,914 citations
- Age-Related Clonal Hematopoiesis Associated with Adverse Outcomes · New England Journal of Medicine · 2014 · 4,523 citations
- Visualizing and interpreting cancer genomics data via the Xena platform · Nature Biotechnology · 2020 · 3,988 citations
- The landscape of somatic copy-number alteration across human cancers · Nature · 2010 · 3,565 citations
- The repertoire of mutational signatures in human cancer · Nature · 2020 · 3,379 citations
- Clonal Hematopoiesis and Blood-Cancer Risk Inferred from Blood DNA Sequence · New England Journal of Medicine · 2014 · 3,288 citations
- Isolation of rare circulating tumour cells in cancer patients by microchip technology · Nature · 2007 · 3,149 citations
- The cancer genome · Nature · 2009 · 3,007 citations
Most recent work
- Liquid biopsy in cancer diagnosis and prognosis: a paradigm shift in precision oncology · Frontiers in Molecular Biosciences · 2026
- Liquid Biopsy in Early Screening of Cancers: Emerging Technologies and New Prospects · Biomedicines · 2026
- EcDNA-borne structural variants drive oncogenic fusion transcript amplification · Cell · 2026
- Isolation and typing techniques for circulating tumor cells · Biomarker Research · 2026
- Minimal residual disease in solid tumors: Clinical applications and future directions · Cancer · 2026
- Benchmarking long-read RNA-sequencing technologies with LongBench: a cross-platform reference dataset profiling cancer cell lines with bulk and single-cell approaches · bioRxiv · 2026
- The Pathologic Response Evaluation and Detection in Circulating Tumor-DNA Study: Ultrasensitive Circulating Tumor-DNA Assessment of Breast Cancer Minimal Residual Disease · Journal of Clinical Oncology · 2026
- Artificial intelligence-powered liquid biopsy in cancer: a paradigm shift in cancer detection and personalized care · Cancer Cell International · 2026
- Real-world clinical utility of tumor whole-genome sequencing in solid cancers · Nature Medicine · 2026
- Decoding Glioblastoma Through Liquid Biopsy: Molecular Insights and Clinical Prospects · Cells · 2026
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