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).

• spotter: a single-nucleotide resolution stochastic simulation model of supercoiling-mediated transcription and translation in prokaryotes.

  PMID 37602419 · PMC10516669 · Nucleic acids research · 2023 · 8 claims · 4 setups

  Has reproduction · 77

  spotter is the first simulation model to integrate transcription, DNA supercoiling, and translation simultaneously in a single stochastic framework for prokaryotes.

  coli simulated net-seq ribosome stochastic

• MoDLE: high-performance stochastic modeling of DNA loop extrusion interactions.

  PMID 36451166 · PMC9710047 · Genome biology · 2022 · 8 claims · 6 setups

  Has reproduction · 50

  MoDLE is a high-performance stochastic model/software for simulating DNA-DNA contacts generated by loop extrusion genome-wide

  h1-hesc five synthetic chip-seq stochastic molecular

• Deep learning linking mechanistic models to single-cell transcriptomics data reveals transcriptional bursting in response to DNA damage.

  PMID 41779826 · PMC12959883 · eLife · 2026 · 8 claims · 5 setups

  Full-text index only

  DeepTX is an interpretable, scalable deep learning inference framework that links mechanistic transcription models to scRNA-seq data to infer genome-wide transcriptional burst kinetics

  synthetic embryonic colorectal computational stochastic scrna-seq deep

• Functional module detection through integration of single-cell RNA sequencing data with protein-protein interaction networks.

  PMID 33138772 · PMC7607865 · BMC genomics · 2020 · 8 claims · 6 setups

  Has reproduction · 83

  scPPIN integrates scRNA-seq-derived p-values with PPINs to detect maximum-weight connected subgraphs (active/functional modules) via an exact Steiner-tree approach

  liver hepatocyte detected adipose single-cell differential protein-protein

• spliceJAC: transition genes and state-specific gene regulation from single-cell transcriptome data.

  PMID 36321549 · PMC9627675 · Molecular systems biology · 2022 · 8 claims · 8 setups

  Has reproduction · 53

  spliceJAC uses unspliced and spliced mRNA count matrices to construct cell state-specific gene-gene regulatory interaction (Jacobian) matrices from scRNA-seq data

  bistable three-gene emt circuits simulation mixed-state grn

• Caecilians maintain a functional long-wavelength-sensitive cone opsin gene despite signatures of relaxed selection and more than 200 million years of fossoriality.

  PMID 40990923 · PMC12687342 · Evolution; international journal of organic evolution · 2025 · 8 claims · 5 setups

  Has reproduction · 64

  The LWS opsin gene was identified in 13 species of caecilians spanning 8 of 10 recognized families

  caecilian caecilia archival lws pcr eye histology

• A mechanistic model captures the emergence and implications of non-genetic heterogeneity and reversible drug resistance in ER+ breast cancer cells.

  PMID 34316714 · PMC8271219 · NAR cancer · 2021 · 7 claims · 8 setups

  Has reproduction · 85

  EMT and tamoxifen-resistance (TamR) regulatory axes can drive one another, enabling non-genetic heterogeneity via six co-existing phenotypes (ES, ER, HS, HR, MS, MR)

  gene same randomized publicly racipe stochastic randomized

• Age Deceleration and Reversal Gene Patterns in Dauer Diapause.

  PMID 41104926 · PMC12686545 · Aging cell · 2025 · 8 claims · 8 setups

  Has reproduction · 88

  Dauer arrest, regardless of duration, does not cause lasting functional decline in lifespan, brood size, or developmental resumption

  daf-2 wild-type same dauer developmental lifespan brood