The Clinical Efficacy of Chemotherapy Determined by Histoculture Drug Response Assays in Patients with Colorectal Cancer
Ontology highlight
ABSTRACT:
DISEASE(S): Colorectal Cancer
PROVIDER: 2683051 | ecrin-mdr-crc |
REPOSITORIES: ECRIN MDR
Similar Datasets
Project description:The Human Liver Microsomal assay takes into account the liver-mediated drug metabolism to assess the stability of a compound in the human body. The NIH-NCATS group took a proprietary dataset of 4300 compounds with its associated HLM (in vitro half-life; unstable ≤ 30 min, stable >30 min) and used it to train a classifier.
Model Type: Machine learning model.
Model Relevance: Probability of a compound being unstable in a HLM assay.
Model Encoded by: Pauline Banye (Ersilia)
Metadata Submitted in BioModels by: Zainab Ashimiyu-Abdusalam
Implementation of this model code by Ersilia is available here:
https://github.com/ersilia-os/eos31ve
2024-05-13 | MODEL2405130005 | BioModels
Project description:Transcriptional profiling was conducted on RNA from 23 breast cancer cell lines to identify genes whose expression level correlates with sensitivity of particular drug Keywords: comparison of sensitive group versus resistant group of cell lines to particular drug
2007-03-05 | GSE6569 | GEO
Project description:Background: Gastric diffuse large B-cell lymphoma (DLBCL) is often associated with Helicobacter pylori (H. pylori) infection. Early-stage gastric DLBCLs could be treated with H. pylori eradication therapy (HPET), and are classified into a sensitive group and a resistant group. Methods: Genome-wide miRNA and mRNA profiles were performed on gastric DLBCLs that had been treated with HPET. MicroRNAs and mRNAs preferentially associated with resistance or sensitivity to HPET were identified. Pathway enrichment and a miR-centered bioinformatic approach were also used. The candidate markers were further evaluated with a luciferase assay and Western blotting in BJAB or U2932 lymphoma cell lines of B-cell origin. These markers were verified in an independent series, and clinical and pathological correlations were established. Results: Genome-wide miRNA and mRNA profiles showed that the resistant group had higher levels of miR-155 and lower levels of DEPTOR (an inhibitor of mTOR) than the sensitive group. BJAB cells transfected with miR-155 also had lower DEPTOR and higher mTOR levels. Therefore, miR-155-mediated inhibition of DEPTOR with secondary activation of mTOR was a potential marker for resistance HPET. In contrast, pathway enrichment analysis showed that Toll-like receptor 5 (TLR5), the receptor for bacterial flagellin, was a potential marker for sensitivity to HPET. In an independent series, stronger expression of pS6K1 (a direct target of mTOR) was associated with the resistant group, and morphologic evidence of active gastritis was associated with the sensitive group. Conclusions: These findings showed that miR-155 and TLR5 were markers for resistance and sensitivity to HPET. Furthermore, histological evaluation of active gastritis might be used as a surrogate marker to predict responsiveness to HPET in gastric DLBCL. These data also suggested the possibility that mTOR inhibitors might be used in gastric DLBCLs resistant to HPET.
2022-02-09 | GSE182359 | GEO
Project description:Background: Gastric diffuse large B-cell lymphoma (DLBCL) is often associated with Helicobacter pylori (H. pylori) infection. Early-stage gastric DLBCLs could be treated with H. pylori eradication therapy (HPET), and are classified into a sensitive group and a resistant group. Methods: Genome-wide miRNA and mRNA profiles were performed on gastric DLBCLs that had been treated with HPET. MicroRNAs and mRNAs preferentially associated with resistance or sensitivity to HPET were identified. Pathway enrichment and a miR-centered bioinformatic approach were also used. The candidate markers were further evaluated with a luciferase assay and Western blotting in BJAB or U2932 lymphoma cell lines of B-cell origin. These markers were verified in an independent series, and clinical and pathological correlations were established. Results: Genome-wide miRNA and mRNA profiles showed that the resistant group had higher levels of miR-155 and lower levels of DEPTOR (an inhibitor of mTOR) than the sensitive group. BJAB cells transfected with miR-155 also had lower DEPTOR and higher mTOR levels. Therefore, miR-155-mediated inhibition of DEPTOR with secondary activation of mTOR was a potential marker for resistance HPET. In contrast, pathway enrichment analysis showed that Toll-like receptor 5 (TLR5), the receptor for bacterial flagellin, was a potential marker for sensitivity to HPET. In an independent series, stronger expression of pS6K1 (a direct target of mTOR) was associated with the resistant group, and morphologic evidence of active gastritis was associated with the sensitive group. Conclusions: These findings showed that miR-155 and TLR5 were markers for resistance and sensitivity to HPET. Furthermore, histological evaluation of active gastritis might be used as a surrogate marker to predict responsiveness to HPET in gastric DLBCL. These data also suggested the possibility that mTOR inhibitors might be used in gastric DLBCLs resistant to HPET.
2022-02-09 | GSE182361 | GEO
Project description:Background: Gastric diffuse large B-cell lymphoma (DLBCL) is often associated with Helicobacter pylori (H. pylori) infection. Early-stage gastric DLBCLs could be treated with H. pylori eradication therapy (HPET), and are classified into a sensitive group and a resistant group. Methods: Genome-wide miRNA and mRNA profiles were performed on gastric DLBCLs that had been treated with HPET. MicroRNAs and mRNAs preferentially associated with resistance or sensitivity to HPET were identified. Pathway enrichment and a miR-centered bioinformatic approach were also used. The candidate markers were further evaluated with a luciferase assay and Western blotting in BJAB or U2932 lymphoma cell lines of B-cell origin. These markers were verified in an independent series, and clinical and pathological correlations were established. Results: Genome-wide miRNA and mRNA profiles showed that the resistant group had higher levels of miR-155 and lower levels of DEPTOR (an inhibitor of mTOR) than the sensitive group. BJAB cells transfected with miR-155 also had lower DEPTOR and higher mTOR levels. Therefore, miR-155-mediated inhibition of DEPTOR with secondary activation of mTOR was a potential marker for resistance HPET. In contrast, pathway enrichment analysis showed that Toll-like receptor 5 (TLR5), the receptor for bacterial flagellin, was a potential marker for sensitivity to HPET. In an independent series, stronger expression of pS6K1 (a direct target of mTOR) was associated with the resistant group, and morphologic evidence of active gastritis was associated with the sensitive group. Conclusions: These findings showed that miR-155 and TLR5 were markers for resistance and sensitivity to HPET. Furthermore, histological evaluation of active gastritis might be used as a surrogate marker to predict responsiveness to HPET in gastric DLBCL. These data also suggested the possibility that mTOR inhibitors might be used in gastric DLBCLs resistant to HPET.
2022-02-09 | GSE182358 | GEO
Project description:Background: Gastric diffuse large B-cell lymphoma (DLBCL) is often associated with Helicobacter pylori (H. pylori) infection. Early-stage gastric DLBCLs could be treated with H. pylori eradication therapy (HPET), and are classified into a sensitive group and a resistant group. Methods: Genome-wide miRNA and mRNA profiles were performed on gastric DLBCLs that had been treated with HPET. MicroRNAs and mRNAs preferentially associated with resistance or sensitivity to HPET were identified. Pathway enrichment and a miR-centered bioinformatic approach were also used. The candidate markers were further evaluated with a luciferase assay and Western blotting in BJAB or U2932 lymphoma cell lines of B-cell origin. These markers were verified in an independent series, and clinical and pathological correlations were established. Results: Genome-wide miRNA and mRNA profiles showed that the resistant group had higher levels of miR-155 and lower levels of DEPTOR (an inhibitor of mTOR) than the sensitive group. BJAB cells transfected with miR-155 also had lower DEPTOR and higher mTOR levels. Therefore, miR-155-mediated inhibition of DEPTOR with secondary activation of mTOR was a potential marker for resistance HPET. In contrast, pathway enrichment analysis showed that Toll-like receptor 5 (TLR5), the receptor for bacterial flagellin, was a potential marker for sensitivity to HPET. In an independent series, stronger expression of pS6K1 (a direct target of mTOR) was associated with the resistant group, and morphologic evidence of active gastritis was associated with the sensitive group. Conclusions: These findings showed that miR-155 and TLR5 were markers for resistance and sensitivity to HPET. Furthermore, histological evaluation of active gastritis might be used as a surrogate marker to predict responsiveness to HPET in gastric DLBCL. These data also suggested the possibility that mTOR inhibitors might be used in gastric DLBCLs resistant to HPET.
2022-02-09 | GSE182357 | GEO
Project description:A drug sensitive stock of T.b.brucei (STIB247) was used to generate a drug resistant strain (247MelCyR), expressing 130-fold increase in resistance to the melaminophenyl arsenical Cymelarsan (MelCy) by subcurative treatment in mice. Expression of the Cymelarsan resistant phenotype was maintained in 247MelCyR following adaptation to procyclic form in vitro culture. Here we have compared the transcriptomes of the STIB247 and 247MelCyR strains from procyclic cell culture, using digital gene expression (DGE) analysis. Digital gene expression analysis was performed on RNA derived from 2 biological replicates each of Cymelarsan resistant (247MelCyR) and Cymelarsan sensitive (STIB 247), T.b.brucei procyclic cell culture.
2011-07-28 | E-GEOD-23288 | biostudies-arrayexpress
Project description:Melanoma cell lines were assessed for differences in gene expression patterns between the lines sensitive and resistant to BRAF and MEK inhibitor drugs. 22 BRAF-mutant melanoma cell lines were assessed for response to BRAF and MEK inhibitors in a 3 day drug treatment dose response assay. Based on the IC50, 18 lines were found to be responsive to BRAF or MEK inhibition and 4 were resistant. Normalised gene expression data generated from experimental replicate affymetrix arrays was assessed to identify differential patterns of inherent gene expression between the cell lines grouped as drug-responsive or drug-resistant. This were used to idenify specific candidate genes and pathways associated with inherent BRAF/MEK inhibitor drug resistance in melanoma cells.
2015-08-26 | E-GEOD-45558 | biostudies-arrayexpress
Project description:To identify miRNAs involved in drug resistance of human breast cancer, a miRNA microarray was performed on 5 cases of drug resistant tissues and 5 cases of drug sensitive tissues.The expression levels of totally 2019 miRNAs in 5 pairs of matched, drug resistant and drug sensitive tissues were examined by microarray. There were 27 differentially expressed miRNAs between drug resistant and drug sensitive tissues were identified of which there were 11 significantly up-regulated while the other 16 were down-regulated in drug resistant tissues compared to drug sensitive tissues. It was found that miR-489 was one of the most downregulated miRNAs in drug resistant tissues.
2017-08-01 | GSE71142 | GEO
Project description:The goal of this study was to determine how an HIV quasispecies is maintained in the face of selection. We deep sequenced the HIV provirus from cell populations as well as single cells at different time points from in vitro evolution experiments and found that when a less fit and more fit infect the same cell, they share components (complmentation) and therefore allow the less fit to perpetuate. We reproduced a quasispecies to an HIV reverse transcriptase inhibitor. The drug resistant genotype never completely supplanted the drug sensitive genotype, which stabilized at about 20% of viral sequences. Single-cell sequencing showed that resistant genotype frequency plateaued when cells were co-infected with sensitive and resistant genotypes, suggesting a sharing of viral proteins in co-infected cells (complementation), masking genotypic differences. To test if complementation can confer phenotypic drug resistance, we co-transfected fluorescently labelled molecular clones of sensitive and resistant HIV and observed drug resistance in genotypically sensitive virus from co-transfected cells. Resistant virus preferentially co-infected cells with drug sensitive HIV, explaining initiation of co-infections. Modelling showed that a stable quasispecies could form at the experimental multiplicities of infection. Conclusions: Complementation can lead to a quasispecies in infection environments where multiple infections per cell are common
2020-05-13 | GSE150390 | GEO