[HTML][HTML] Microenvironment drives cell state, plasticity, and drug response in pancreatic cancer

S Raghavan, PS Winter, AW Navia, HL Williams… - Cell, 2021 - cell.com
… modulation of cell state can strongly influence drug responses, uncovering state-specific
vulnerabilities. This work provides a broadly applicable framework for aligning cell states across …

Deciphering cellular states of innate tumor drug responses

E Graudens, V Boulanger, C Mollard… - Genome biology, 2006 - Springer
… Identification of genes involved in innate drug responses To identify the genes that may be
linked to innate drug responses, we estimated the number of genes that are specifically up- or …

Integrative analysis of drug response and clinical outcome in acute myeloid leukemia

D Bottomly, N Long, AR Schultz, SE Kurtz, CE Tognon… - Cancer cell, 2022 - cell.com
… identify features of drug response. Further, deconvoluting transcriptomic data shows that
drug sensitivity is governed broadly by AML cell differentiation state, sometimes conditionally …

The influence of metabolism on drug response in cancer

EA Zaal, CR Berkers - Frontiers in oncology, 2018 - frontiersin.org
… show that the response to widely-used first-line chemotherapy is substantially influenced
by the metabolic state of the cells and that cancer cells rewire their metabolism in response to …

Single-cell analysis resolves the cell state transition and signaling dynamics associated with melanoma drug-induced resistance

Y Su, W Wei, L Robert, M Xue, J Tsoi… - Proceedings of the …, 2017 - National Acad Sciences
… -cell phenotype profiling to investigate the responses of a … and drug susceptibility matrices
inferred from the cell state … the phenotypic evolution of unsorted cells on prolonged BRAFi …

[HTML][HTML] Predicting drug response and synergy using a deep learning model of human cancer cells

BM Kuenzi, J Park, SH Fong, KS Sanchez, J Lee… - Cancer cell, 2020 - cell.com
drug response. Machine learning techniques hold immense promise for better drug response
… model of human cancer cells trained on the responses of 1,235 tumor cell lines to 684 …

A single-cell analysis of breast cancer cell lines to study tumour heterogeneity and drug response

G Gambardella, G Viscido, B Tumaini, A Isacchi… - Nature …, 2022 - nature.com
… in vitro drug screening in cell lines to the single-cell data, we devise an algorithm to
computationally predict drug responses starting from single-cell … enables cells with differential drug

Genetic and transcriptional evolution alters cancer cell line drug response

U Ben-David, B Siranosian, G Ha, H Tang, Y Oren… - Nature, 2018 - nature.com
cell-derived clones demonstrated that continuous instability quickly translates into
heterogeneity of the cell … , we uncovered considerably different drug responses: at least 75% of …

Clinical drug response can be predicted using baseline gene expression levels and in vitrodrug sensitivity in cell lines

P Geeleher, NJ Cox, RS Huang - Genome biology, 2014 - Springer
… Our goal was to use baseline gene expression and in vitro drug sensitivity derived from cell
lines, coupled with in vivo baseline tumor gene expression, to predict patients’ response to …

Predicting cancer drug response by proteomic profiling

Y Ma, Z Ding, Y Qian, X Shi, V Castranova… - Clinical cancer …, 2006 - AACR
cells were sufficient for the prediction of drug response. Experimental Design: In this study, a
machine learning model system was developed to classify celldrug response of cancer cell