Experiments

Searchable full-text extractions: founding hypothesis, core claims, experimental setups, key results and statistics — pulled out of each paper as structure. Search a cell line, an assay or an entity (e.g. HUH7) and find every paper that worked with it. This corpus stands on its own: most entries carry no reproduction assessment (yet).

• Multimodal-based analysis of single-cell ATAC-seq data enables highly accurate delineation of clinically relevant tumor cell subpopulations.

  PMID 41530870 · PMC12888741 · Genome medicine · 2026 · 8 claims · 8 setups

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  MAAS integrates chromatin accessibility, CNVs, and SNVs from scATAC-seq data to identify functional tumor cell subpopulations

  tumor pediatric b-cell glioblastoma scatac-seq bulk gene

• Assessment of algorithms for high throughput detection of genomic copy number variation in oligonucleotide microarray data.

  PMID 17910767 · PMC2148068 · BMC bioinformatics · 2007 · 8 claims · 4 setups

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  Different CNV analysis software packages produce highly variable numbers and types of candidate CNVs from the same data

  normalized individuals subset same affymetrix fluorescent snp

• High resolution discovery and confirmation of copy number variants in 90 Yoruba Nigerians.

  PMID 19900272 · PMC3091319 · Genome biology · 2009 · 7 claims · 4 setups

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  Custom whole-genome scan arrays (~200 bp resolution) discover CNV regions not previously reported in the literature

  yoruba selected subset whole-genome targeted pcr

• Global variation in copy number in the human genome.

  PMID 17122850 · PMC2669898 · Nature · 2006 · 8 claims · 6 setups

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  A first-generation CNV map of the human genome was constructed from 270 HapMap individuals across four populations, identifying 1,447 CNV regions covering ~360 Mb (12%) of the genome.

  hapmap subset blood snp array karyotyping

• Deciphering the Immune Microenvironment at the Forefront of Tumor Aggressiveness by Constructing a Regulatory Network with Single-Cell and Spatial Transcriptomic Data.

  PMID 38254989 · PMC10815467 · Genes · 2024 · 7 claims · 8 setups

  Has reproduction · 85

  High expression of transcription factors FOXA1 and EZH2 in malignant cells at the invasive front plays a key role in driving tumor progression

  breast er+ epithelial malignant scrna-seq spatial copy

• Development and validation of an oxidative phosphorylation based prognostic model revealing tumor progression and immune microenvironment in lung adenocarcinoma.

  PMID 41670771 · PMC12996521 · Discover oncology · 2026 · 8 claims · 8 setups

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  OXPHOS activity is significantly elevated in LUAD tumor tissue compared to adjacent normal tissue

  tcga-luad geo lung single-cell bulk ssgsea cibersort

• Development and validation of a gemcitabine sensitivity-related long noncoding RNA signature for predicting the prognosis and subtypes of bladder cancer.

  PMID 41809777 · PMC12968932 · Translational andrology and urology · 2026 · 8 claims · 8 setups

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  A 37-GSRlncRNA prognostic signature stratifies BLCA patients into low- and high-risk groups with significant differences in survival, pathway enrichment, immune infiltration, and mutational profiles

  tcga-blca blca paired wgcna differential machine

• QuantiSNP: an Objective Bayes Hidden-Markov Model to detect and accurately map copy number variation using SNP genotyping data.

  PMID 17341461 · PMC1874617 · Nucleic acids research · 2007 · 8 claims · 7 setups

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  QuantiSNP (OB-HMM) provides probabilistic quantification of copy number states and significantly improves accuracy of segmental aneuploidy identification and breakpoint mapping relative to existing tools (BeadStudio/Illumina)

  genomic same pseudo-normal artificially snp fish molecular

• The promise and reality of personal genomics.

  PMID 19723346 · PMC2768970 · Genome biology · 2009 · 7 claims · 6 setups

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  Despite being the most complete and accurate individually sequenced human genome to date, AK1 sequencing still misses a substantial fraction of variants, showing sequencing technology remains far from complete/reliable.

  ak1 six whole-genome copy-number genotyping-based

• Dasatinib resensitizes BRAF/MEK inhibitor efficacy in patient-derived xenografts from patients with progression on BRAF/MEK inhibitor treatment.

  PMID 41704766 · PMC12907876 · iScience · 2026 · 8 claims · 6 setups

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  Genomic mutation and copy-number status show weak correlation with total/phospho-protein expression and pathway activation in melanoma PDX and TCGA samples

  pdx discovery cutaneous nsg reverse-phase targeted rppa

• Genomics Define Malignant Transformation in Myeloma Precursor Conditions.

  PMID 41061199 · PMC12614327 · Journal of clinical oncology : official journal of the American Society of Clinical Oncology · 2026 · 7 claims · 5 setups

  Has reproduction · 78

  Genomic profiling can identify malignant transformation in MGUS/SMM patients, distinguishing 'genomic MM' from 'genomic MGUS' despite identical clinical/morphologic presentation

  cd138+ mgus whole-exome whole-genome copy-number

• Fast, accurate, and racially unbiased pan-cancer tumor-only variant calling with tabular machine learning.

  PMID 36611079 · PMC9825621 · NPJ precision oncology · 2023 · 8 claims · 8 setups

  Has reproduction

  Tree-based (XGBoost, LightGBM) and deep-learning (TabNet) tabular ML classifiers achieve state-of-the-art somatic vs germline classification in tumor-only WES samples, outperforming PureCN.

  tcga same metastatic tumor-only whole-exome wes copy-number

• Relative impact of nucleotide and copy number variation on gene expression phenotypes.

  PMID 17289997 · PMC2665772 · Science (New York, N.Y.) · 2007 · 8 claims · 5 setups

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  SNPs and CNVs capture largely non-overlapping signals of genetic variation affecting gene expression

  lymphoblastoid same computational subset gene snp array

• Personalized copy number and segmental duplication maps using next-generation sequencing.

  PMID 19718026 · PMC2875196 · Nature genetics · 2009 · 5 claims · 5 setups

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  mrFAST maps short reads to all possible locations in the reference genome, enabling read-depth-based prediction of absolute copy number in both unique and duplicated sequence, including discrimination between highly identical gene paralogs.

  genomes genomic interphase na18507 whole-genome array fluorescence

• DNA methylation biomarkers-based pan-cancer classifier: predictive modeling for cancer classification.

  PMID 42152108 · PMC13185202 · Genome medicine · 2026 · 8 claims · 5 setups

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  Relatively simple ML models (logistic regression) outperform complex algorithms such as deep neural networks for methylation-based cancer classification

  validation cns healthy genes methylation copy-number gene-set

• Novel fatty acid metabolism-related molecular subtyping and prognostic signature for breast cancer.

  PMID 41674979 · PMC12885896 · Translational cancer research · 2026 · 8 claims · 8 setups

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  A FAM-related gene prognostic model (FAMGM) built using CoxBoost and random survival forest was identified as the optimal model among 101 machine learning combinations, based on highest average C-index across TCGA-BRCA and GSE96058 cohorts

  tcga-brca gse96058 brca breast bulk single-cell spatial

• 5-methylcytosine RNA modification regulators-based patterns and features of immune microenvironment in acute myeloid leukemia.

  PMID 38277218 · PMC10911375 · Aging · 2024 · 8 claims · 8 setups

  Has reproduction · 93

  m5C regulators are differentially expressed between AML and normal samples and correlate with AML prognosis

  tcga aml gse12417 bulk mutation methylation

• Hypoxia-associated genes as predictors of outcomes in gastric cancer: a genomic approach.

  PMID 40129974 · PMC11931070 · Frontiers in immunology · 2025 · 8 claims · 8 setups

  Has reproduction · 96

  A prognostic model built from five H1-specific hypoxia-associated transcription factors (EHF, EIF1AD, GLA, KEAP1, MAGED2) predicts overall survival in STAD, with high-risk patients showing significantly worse OS.

  gastric gene scrna-seq tcga single-cell wgcna cell-cell

• Single-molecule sequencing of an individual human genome.

  PMID 19668243 · PMC4117198 · Nature biotechnology · 2009 · 8 claims · 7 setups

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  Single-molecule sequencing without cloning, amplification or ligation can sequence an individual human genome on one instrument by a single operator in four runs

  genome staphylococcus single-molecule snp sanger

• Migratory Tumor Cells Cooperate with Cancer Associated Fibroblasts in Hormone Receptor-Positive and HER2-Negative Breast Cancer.

  PMID 38892065 · PMC11172245 · International journal of molecular sciences · 2024 · 8 claims · 8 setups

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  HR+/HER2-BC tumor epithelial cells comprise four single-cell-defined functional (SC-f) subtypes: migratory, secretory, proliferating, and dysfunctional.

  hr+ epcam-sorted tumor tcga-brca droplet sidr-seq bulk