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).

• SNAP: predict effect of non-synonymous polymorphisms on function.

  PMID 17526529 · PMC1920242 · Nucleic acids research · 2007 · 7 claims · 8 setups

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  SNAP, a neural network-based method using sequence-derived information, predicts whether a non-synonymous SNP is neutral or non-neutral for protein function

  combined escherichia bacteriophage hiv-1 neural benchmark comparative

• SNAP predicts effect of mutations on protein function.

  PMID 18757876 · PMC2562009 · Bioinformatics (Oxford, England) · 2008 · 8 claims · 3 setups

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  SNAP is a publicly available web-server implementation predicting functional effects (neutral/non-neutral) of single amino acid substitutions.

  mutant insulin neural alanine mutation

• ResnetAge: A Resnet-Based DNA Methylation Age Prediction Method.

  PMID 38247911 · PMC10813502 · Bioengineering (Basel, Switzerland) · 2023 · 8 claims · 4 setups

  Has reproduction · 75

  ResnetAge, a ResNet-based neural network using 22,278 shared Illumina 27K/450K CpG sites, predicts DNA methylation age from beta values.

  shared independent methylation resnet comparative

• Transcriptional and proteomic profiling in a cellular model of DYT1 dystonia.

  PMID 19665049 · PMC2774817 · Neuroscience · 2009 · 8 claims · 7 setups

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  Accumulation of mutant torsinA(ΔE) in the nuclear envelope is not sufficient to cause transcriptional dysregulation

  pc6-3 hek293 microarray 2-dige mass

• Boosting accuracy of automated classification of fluorescence microscope images for location proteomics.

  PMID 15207009 · PMC449699 · BMC bioinformatics · 2004 · 8 claims · 8 setups

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  New classifiers (SVMs, ensembles) and new wavelet-derived (Gabor, Daubechies) features improve recognition of protein subcellular location patterns over the previous neural network approach

  hela automated stepwise training-set-size

• Prediction of catalytic residues using Support Vector Machine with selected protein sequence and structural properties.

  PMID 16790052 · PMC1534064 · BMC bioinformatics · 2006 · 8 claims · 7 setups

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  The Sequential Minimal Optimization (SMO) SVM algorithm was the best-performing classifier among 26 WEKA classifiers for predicting catalytic residues

  benchmarking same pirsf pdb supervised wrapper sequence

• Microglia-containing cerebral organoids derived from induced pluripotent stem cells for the study of neurological diseases.

  PMID 36936782 · PMC10014280 · iScience · 2023 · 8 claims · 8 setups

  Has reproduction · 74

  A novel protocol using FGF/EGF/heparin growth factor supplementation and 10% CO2 culture generates cerebral organoids containing neurons, astrocytes, and microglia from iPSCs/hESCs

  hesc-derived hesc als-pdc-affected cerebral microarray immunostaining bulk

• Identification and verification of diagnostic biomarkers in recurrent pregnancy loss via machine learning algorithm and WGCNA.

  PMID 37691920 · PMC10485775 · Frontiers in immunology · 2023 · 8 claims · 8 setups

  Has reproduction · 55

  352 DEGs (198 up-regulated, 154 down-regulated) were identified between RPL and control endometrial samples

  endometrial degs hub decidua microarray wgcna machine

• Bioinformatics Strategies to Identify Shared Molecular Biomarkers That Link Ischemic Stroke and Moyamoya Disease with Glioblastoma.

  PMID 36015199 · PMC9413912 · Pharmaceutics · 2022 · 8 claims · 8 setups

  Has reproduction · 19

  Shared differentially expressed genes link glioblastoma with ischemic stroke and with moyamoya disease, revealing molecular associations among the diseases.

  glioblastoma ischemic moyamoya shared bulk microarray gene

• GenTB: A user-friendly genome-based predictor for tuberculosis resistance powered by machine learning.

  PMID 34461978 · PMC8407037 · Genome medicine · 2021 · 8 claims · 6 setups

  Has reproduction · 78

  GenTB is a free, open, web-based application offering two ML predictors (Random Forest and WDNN) that predict resistance to 13 and 10 anti-TB drugs, respectively.

  clinical tuberculosis registered whole-genome targeted retraining

• Identification of serum biomarkers for colon cancer by proteomic analysis.

  PMID 16755300 · PMC2361335 · British journal of cancer · 2006 · 8 claims · 8 setups

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  Complement C3a des-arg, α1-antitrypsin and transferrin were identified as serum proteins with diagnostic potential for CRC.

  serum pooled seldi seldi-tof seldi artificial

• The current state of proteomics in GI oncology.

  PMID 19104933 · PMC3045515 · Digestive diseases and sciences · 2009 · 8 claims · 8 setups

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  More than 130 exploratory proteomic studies have defined candidate biomarkers in serum, GI fluids, or cancer tissue for GI oncology

  serum laser-capture-microdissected seldi-ms 2-de antibody

• The role of proteomics in depression research.

  PMID 19997739 · PMC2940035 · European archives of psychiatry and clinical neuroscience · 2010 · 8 claims · 8 setups

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  Proteomics offers a complementary, functional-endpoint approach that can elucidate MDD pathophysiological mechanisms and biomarkers beyond transcriptomic/targeted studies

  postmortem schizophrenia frontal hypothalamus gel shotgun proteome

• Technical challenges in using human induced pluripotent stem cells to model disease.

  PMID 19951687 · PMC2921621 · Cell stem cell · 2009 · 8 claims · 8 setups

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  hiPSCs generated from patient somatic cells (skin, blood) can be differentiated into disease-relevant cell types to model disease pathogenesis in vitro

  ipscs humanized hemophilia parkinsonian tetraploid transplantation neuronal