About RESIST

Overview figure

Drug resistance is a pervasive challenge in cancer treatment. The emergence and development of single-cell technology enable us to investigate the mechanisms of drug resistance at the individual cell and cell type levels. Therefore, we established the DRMref database, which aims to provide comprehensive characterization of drug resistance mechanisms using single-cell data obtained from drug treatment settings.

The current version of DRMref database includes 42 scRNA datasets from 30 studies, 14 of which have both pre- and post-treatment samples, covering 666 samples, 13 major cancer types, 26 minor cancer types, 35 treatment regimens, and 42 drugs.

We conducted analysis on the differences in cell composition, intra-tumor heterogeneity (ITH) and epithelial-mesenchymal transition (EMT) scores, cell-cell interactions, and differentially expressed genes between the resistant and sensitive groups. DRMref also performed enrichment analysis of 6 known drug resistance mechanisms, Hallmark, KEGG and GO BP pathways. Additionally, We provide microRNAs, motifs and transcription factors (TFs) realted to drug resistance-related genes. DRMref will serve as a unique resource for studing drug resistance, drug combination therapy and discovering new targets.

Search & Browse Options

Explore our database with multiple search options for genes, drugs, diseases, and functional analysis.

Gene Search

Search by gene symbol or Ensembl ID

Examples: MALAT1, ENSG00000251562

Drug Search

Search by drug names or browse by types

Examples: Pembrolizumab, Targeted therapy

Disease Browse

Browse by cancer types and explore results

Examples: Breast cancer, Lung cancer

Functional Analysis

Explore DEGs, pathways, and regulatory elements

Explore All Search Options

Analysis Your Customized Data

Upload your own data and generate the same comprehensive 15-section visualization analysis results as our existing dataset pages. Our analysis pipeline supports various data types and provides in-depth insights into drug resistance mechanisms.

Supported Data Types

  • • Single-cell RNA sequencing
  • • Bulk RNA sequencing
  • • RNA sequencing
  • • Gene microarray

Analysis Features

  • • Differential expression analysis
  • • Functional enrichment analysis
  • • ITH & EMT analysis
  • • miRNA & RBP analysis

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