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).

• Adaptively inferring human transcriptional subnetworks.

  PMID 16760900 · PMC1681499 · Molecular systems biology · 2006 · 8 claims · 7 setups

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  A multivariate linear spline (MARS-based) model correlating PWM binding scores with log expression ratios can identify active cis-motif combinations in mammalian promoters without requiring gene clustering.

  liver proximal hela predicted microarray computational novo

• Creation of a Single Cell RNASeq Meta-Atlas to Define Human Liver Immune Homeostasis.

  PMID 34335581 · PMC8322955 · Frontiers in immunology · 2021 · 7 claims · 7 setups

  Has reproduction · 63

  Independent human liver immune scRNA-seq datasets can be combined into an integrated meta-atlas in which all datasets co-cluster, despite differing cell-type proportions between studies.

  liver combined normal differential scrna-seq integrated reference

• Molecular Classification Models for Triple Negative Breast Cancer Subtype Using Machine Learning.

  PMID 34575658 · PMC8472680 · Journal of personalized medicine · 2021 · 6 claims · 4 setups

  Has reproduction · 86

  A training gene set of 719 unique upregulated DEGs (subtype-specific) can be used to build ML models that classify TNBC into BLIA, BLIS, MES, and LAR subtypes.

  known tnbc unique unknown gene machine term

• Population genomics of human gene expression.

  PMID 17873874 · PMC2683249 · Nature genetics · 2007 · 8 claims · 8 setups

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  Gene expression levels in lymphoblastoid cell lines are a heritable trait

  ebv-transformed ceu lymphoblastoid unrelated genome-wide custom cis-eqtl

• 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

• A pharmacogene database enhanced by the 1000 Genomes Project.

  PMID 19745786 · PMC2935084 · Pharmacogenetics and genomics · 2009 · 7 claims · 4 setups

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  The database provides a convenient portal for immediate utilization of newly released 1000 Genomes Project (KGP) data in pharmacogenetic studies

  ceu hapmap lymphoblastoid genotype-phenotype whole-genome low-coverage

• Testing whether genetic variation explains correlation of quantitative measures of gene expression, and application to genetic network analysis.

  PMID 18444230 · PMC2729096 · Statistics in medicine · 2008 · 8 claims · 3 setups

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  A statistical test (delta method and Steiger-Browne optimal linear composites) is developed to test equality of the marginal correlation and the partial correlation of two gene expression traits conditional on a set of covariates.

  simulated real analytical simulation application

• Scalable Prediction of Acute Myeloid Leukemia Using High-Dimensional Machine Learning and Blood Transcriptomics.

  PMID 31918046 · PMC6992905 · iScience · 2020 · 8 claims · 8 setups

  Has reproduction · 96

  Data-driven, high-dimensional ML approaches that learn multivariate signatures directly from genome-wide transcriptomic data (no prior gene selection) yield accurate and robust AML classifiers.

  peripheral pbmc datasets hg-u133 gene bulk machine

• An integrated approach of immunogenomics and bioinformatics to identify new Tumor Associated Antigens (TAA) for mammary cancer immunological prevention.

  PMID 16351756 · PMC1866378 · BMC bioinformatics · 2005 · 8 claims · 6 setups

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  Meta-analysis of two independent BALB-neuT transcription profiling studies can identify new TAA candidates usable instead of or with Her2

  balb-neut normal breast probe microarray statistical enrichment

• Quadratic regression analysis for gene discovery and pattern recognition for non-cyclic short time-course microarray experiments.

  PMID 15850479 · PMC1127068 · BMC bioinformatics · 2005 · 8 claims · 8 setups

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  A step-down quadratic regression method (fitting quadratic, then linear, then null models per gene) identifies differentially expressed genes and classifies them into 9 temporal expression patterns using continuous time information.

  olfactory present same anova-significant microarray step-down peddada

• Transcription network construction for large-scale microarray datasets using a high-performance computing approach.

  PMID 18366618 · PMC2386070 · BMC genomics · 2008 · 8 claims · 7 setups

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  RMT removes the random noise component of the gene expression correlation matrix by testing its eigenvalue statistics against a null hypothesis derived from a truly random correlation matrix

  yeast liver eight-node microarray k-means hybrid

• Geographical genomics of human leukocyte gene expression variation in southern Morocco.

  PMID 19966804 · PMC2798927 · Nature genetics · 2010 · 8 claims · 8 setups

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  Gene expression differs substantially between locations (up to 38% of transcripts), driven largely by a rural-versus-urban lifestyle contrast rather than ethnicity or gender.

  peripheral blood genotype randomly genome-wide population admixture

• Expression quantitative trait loci in sheep liver and muscle contribute to variations in meat traits.

  PMID 33461502 · PMC7812657 · Genetics, selection, evolution : GSE · 2021 · 7 claims · 6 setups

  Has reproduction · 90

  Many significant cis-eQTL (geQTL, eeQTL, sQTL) were detected in sheep liver and muscle at FDR < 0.01.

  sheep bulk whole-genome cis-eqtl

• Exploiting convergent phenotypes to derive a pan-cancer cisplatin response gene expression signature.

  PMID 37076665 · PMC10115855 · NPJ precision oncology · 2023 · 8 claims · 8 setups

  Has reproduction · 50

  A convergent-phenotype-based seed gene/co-expression method can extract consensus gene expression signatures predictive of response to chemotherapeutic drugs in the GDSC database

  epithelial-based tcga gdsc muscle-invasive differential co-expression signature

• Graph Random Forest: A Graph Embedded Algorithm for Identifying Highly Connected Important Features.

  PMID 37509188 · PMC10377046 · Biomolecules · 2023 · 8 claims · 3 setups

  Has reproduction · 89

  Graph Random Forest (GRF) embeds graph/network information directly into the decision-tree building process by splitting on features in the k-hop neighborhood of a data-driven head-splitting node.

  scale-free non-small embryonic simulation rna-seq

• COVID-19 lung disease shares driver AT2 cytopathic features with Idiopathic pulmonary fibrosis.

  PMID 35870428 · PMC9297827 · EBioMedicine · 2022 · 8 claims · 8 setups

  Has reproduction · 85

  COVID-19 lung disease resembles IPF at a fundamental level, recapitulating ViP/IPF gene expression patterns, an IL15-centric cytokine storm, and AT2 cytopathic changes (injury, DNA damage, transient progenitor-state arrest, senescence/SASP).

  lung covid-19 interaction pre-clinical composite single-cell kaplan-meier

• Newborn sex-specific transcriptome signatures and gestational exposure to fine particles: findings from the ENVIRONAGE birth cohort.

  PMID 28583124 · PMC5458481 · Environmental health : a global access science source · 2017 · 7 claims · 6 setups

  Has reproduction · 71

  Gestational PM2.5 exposure is associated with sex-specific gene expression changes in newborn cord blood, with major differences between boys and girls.

  cord maternal genes significant genome pm2.5 isolation

• Genome-wide survey of allele-specific splicing in humans.

  PMID 18518984 · PMC2427040 · BMC genomics · 2008 · 8 claims · 5 setups

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  A genome-wide computational scan identified 30,977 SNPs located within predicted splicing regulatory sequences (donor sites, acceptor sites, branch points, and ESEs)

  genome cdna hapmap computational est exon

• Benefit of using interaction effects for the analysis of high-dimensional time-response or dose-response data for two-group comparisons.

  PMID 38012163 · PMC10682470 · Scientific reports · 2023 · 5 claims · 1 setups

  Has reproduction · 92

  Interaction effects are often the mathematical equivalent of the biological research question in gene expression studies but are frequently not considered in practice.

  mice bulk

• Mathematical models in mammalian cell biology.

  PMID 18638360 · PMC2530880 · Genome biology · 2008 · 8 claims · 8 setups

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  A point mutation in the circadian Per2 gene causes familial advanced sleep phase syndrome (FASPS) via a phosphorylation defect that alters PER2 stability and subcellular localization.

  culture skin hela mammalian live-cell confocal phosphoprotein