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).

• Prioritized mass spectrometry increases the depth, sensitivity and data completeness of single-cell proteomics.

  PMID 37012480 · PMC10172113 · Nature methods · 2023 · 8 claims · 5 setups

  Has reproduction · 90

  pSCoPE (prioritized precursor selection via MaxQuant.Live) increases sensitivity, data completeness, and proteome coverage more than twofold over shotgun single-cell proteomics

  bulk hek293 single-cell bone prioritized single-cell spike-in

• B-RAF and N-RAS mutations are preserved during short time in vitro propagation and differentially impact prognosis.

  PMID 17311103 · PMC1794595 · PloS one · 2007 · 5 claims · 4 setups

  Full-text index only

  B-RAF and N-RAS mutation status is well preserved (strongly concordant) between tumor tissue biopsies and corresponding short-term in vitro propagated cell lines.

  tumor biopsy-derived metastatic pcr direct survival

• Mutation analysis of genes that control the G1/S cell cycle in melanoma: TP53, CDKN1A, CDKN2A, and CDKN2B.

  PMID 15819981 · PMC1097717 · BMC cancer · 2005 · 7 claims · 4 setups

  Full-text index only

  TP53 gene shows heterozygous defects in 8 of 39 (20.5%) melanoma tumors, including novel point mutations and novel SNPs in intronic sequences

  metastatic melanoma genomic pcr-sscp sequencing pcr

• Pathway signatures derived from on-treatment tumor specimens predict response to anti-PD1 blockade in metastatic melanoma.

  PMID 34654806 · PMC8519947 · Nature communications · 2021 · 6 claims · 8 setups

  Has reproduction · 100

  A pathway-based super signature from on-treatment samples (PASS-ON) predicts anti-PD1 response with high accuracy (validation AUC 0.85-0.89, combined AUC 0.88) and outperforms existing signatures across all four datasets.

  metastatic pathway bulk gene elastic-net

• Circulating mucosal-associated invariant T cells identify patients responding to anti-PD-1 therapy.

  PMID 33723257 · PMC7961017 · Nature communications · 2021 · 7 claims · 7 setups

  Has reproduction · 70

  Proportions of activated and proliferating CD8+ T cells (cluster C16/activated EM) are significantly higher in responders before and during therapy

  pbmc cd3+cd8+ pbmc-derived metastatic high-dimensional single-cell polychromatic

• TFAP2 paralogs facilitate chromatin access for MITF at pigmentation and cell proliferation genes.

  PMID 35580127 · PMC9159589 · PLoS genetics · 2022 · 8 claims · 8 setups

  Has reproduction · 95

  Pigmentation genes are only expressed in mitfa-expressing zebrafish melanocyte-lineage cells that also express tfap2 paralogs

  gfp+ sk-mel-28 tfap2a single-cell crispr atac-seq

• Machine learning-based identification of an immunotherapy-related signature to enhance outcomes and immunotherapy responses in melanoma.

  PMID 39355255 · PMC11442245 · Frontiers in immunology · 2024 · 8 claims · 8 setups

  Has reproduction · 69

  66 consensus immunotherapy prognostic genes (CITPGs) were identified from the intersection of WGCNA modules, immunotherapy responder-vs-non-responder DEGs, and tumor-vs-normal DEGs

  melanoma tcga-skcm prjeb23709 microarray wgcna differential consensus

• Analysis of Tumor-Infiltrating T-Cell Transcriptomes Reveal a Unique Genetic Signature across Different Types of Cancer.

  PMID 36232369 · PMC9569723 · International journal of molecular sciences · 2022 · 8 claims · 8 setups

  Has reproduction · 87

  Common genes shared across five cancer types differ from those found in nonmalignant tissue-resident T-cells for each subset (CD4-T, CD8-T, Treg)

  breast lung colorectal melanoma single-cell gene reactome

• scATD: a high-throughput and interpretable framework for single-cell cancer drug resistance prediction and biomarker identification.

  PMID 40501071 · PMC12159290 · Briefings in bioinformatics · 2025 · 8 claims · 6 setups

  Has reproduction · 62

  scATD enables high-throughput single-cell drug sensitivity prediction for new patients without model parameter retraining via bidirectional Bi-AdaIN style transfer

  panglaodb cancer geo gse137829 single-cell bulk

• DAGFormer: A graph-based domain adaptation approach for single-cell cancer drug response prediction.

  PMID 41417875 · PMC12795466 · PLoS computational biology · 2025 · 7 claims · 5 setups

  Has reproduction

  DAGFormer constructs cellular neighbor graphs using diverse topological strategies to represent intercellular interactions for drug response prediction

  pan-cancer jhu006 scc47 pc9 bulk scrna-seq

• Germline mutations of the INK4a-ARF gene in patients with suspected genetic predisposition to melanoma.

  PMID 14735200 · PMC2409576 · British journal of cancer · 2004 · 8 claims · 2 setups

  Full-text index only

  Seven germline INK4a-ARF changes (five novel) were found in 7 of 89 patients (8%) suspected of genetic predisposition to melanoma.

  genomic pcr real-time

• Wx: a neural network-based feature selection algorithm for transcriptomic data.

  PMID 31324856 · PMC6642261 · Scientific reports · 2019 · 8 claims · 8 setups

  Has reproduction · 50

  The Wx algorithm ranks genes using a DI score reflecting each gene's classification power for distinguishing two groups.

  tcga gse72056 gse40419 gse103322 bulk single-cell rna-seq

• Pan-cancer evaluation of regulated cell death to predict overall survival and immune checkpoint inhibitor response.

  PMID 38538696 · PMC10973470 · NPJ precision oncology · 2024 · 8 claims · 8 setups

  Full-text index only

  RCD score, defined as the sum of ssGSEA scores of 18 RCD signatures, quantifies overall RCD signaling in a sample

  tcga gtex scrna-seq cancer bulk scrna-seq transcriptomic