Platform combining statistical modeling and patient-derived organoids to facilitate personalized treatment of colorectal carcinoma

被引:12
|
作者
Ramzy, George M. [1 ,2 ,3 ]
Norkin, Maxim [4 ]
Koessler, Thibaud [5 ]
Voirol, Lionel [6 ]
Tihy, Mathieu [7 ]
Hany, Dina [1 ,2 ,3 ]
McKee, Thomas [7 ]
Ris, Frederic [8 ,9 ]
Buchs, Nicolas [8 ,9 ]
Docquier, Mylene [10 ,11 ]
Toso, Christian
Rubbia-Brandt, Laura [7 ]
Bakalli, Gaetan
Guerrier, Stephane [2 ,6 ]
Huelsken, Joerg [4 ]
Nowak-Sliwinska, Patrycja [1 ,2 ,3 ]
机构
[1] Univ Geneva, Sch Pharmaceut Sci, Mol Pharmacol Grp, Rue Michel Servet 1,CMU, CH-1211 Geneva 4, Switzerland
[2] Univ Geneva, Inst Pharmaceut Sci Western Switzerland, CH-1211 Geneva, Switzerland
[3] Translat Res Ctr Oncohaematol, CH-1211 Geneva, Switzerland
[4] Swiss Inst Expt Canc Res ISREC, Ecole Polytech Fed Lausanne EPFL SV, CH-1015 Lausanne, Switzerland
[5] Geneva Univ Hosp, Dept Oncol, CH-1205 Geneva, Switzerland
[6] Univ Geneva, Res Ctr Stat, Geneva Sch Econ & Management, CH-1205 Geneva, Switzerland
[7] Univ Hosp Geneva HUG, Diagnost Dept, Div Clin Pathol, CH-1205 Geneva, Switzerland
[8] Geneva Univ Hosp, Translat Dept Digest & Transplant Surg, CH-1205 Geneva, Switzerland
[9] Fac Med, CH-1205 Geneva, Switzerland
[10] Univ Geneva, IGE3 Genom Platform, CH-1211 Geneva, Switzerland
[11] Univ Geneva, Dept Genet & Evolut, CH-1211 Geneva, Switzerland
基金
瑞士国家科学基金会; 欧洲研究理事会;
关键词
Drug-drug interaction; Drug resistance; Multidrug combination; Organoid; Phenotypic screen; Synergy; Targeted RNAseq; MICROSATELLITE INSTABILITY; RECEPTOR INHIBITOR; DRUG-COMBINATIONS; PHASE-I; CANCER; PHARMACOKINETICS; TUMORS; REGORAFENIB; MUTATION; BEZ235;
D O I
10.1186/s13046-023-02650-z
中图分类号
R73 [肿瘤学];
学科分类号
100214 ;
摘要
Background We propose a new approach for designing personalized treatment for colorectal cancer (CRC) patients, by combining ex vivo organoid efficacy testing with mathematical modeling of the results. Methods The validated phenotypic approach called Therapeutically Guided Multidrug Optimization ( TGMO) was used to identify four low-dose synergistic optimized drug combinations (ODC) in 3D human CRC models of cells that are either sensitive or resistant to first-line CRC chemotherapy (FOLFOXIRI). Our findings were obtained using second order linear regression and adaptive lasso. Results The activity of all ODCs was validated on patient-derived organoids (PDO) from cases with either primary or metastatic CRC. The CRC material was molecularly characterized using whole-exome sequencing and RNAseq. In PDO from patients with liver metastases (stage IV) identified as CMS4/CRIS-A, our ODCs consisting of regorafenib [1 mM], vemurafenib [11 mM], palbociclib [1 mM] and lapatinib [0.5 mM] inhibited cell viability up to 88%, which significantly outperforms FOLFOXIRI administered at clinical doses. Furthermore, we identified patient-specific TGMO-based ODCs that outperform the efficacy of the current chemotherapy standard of care, FOLFOXIRI. Conclusions Our approach allows the optimization of patient-tailored synergistic multi- drug combinations within a clinically relevant timeframe.
引用
收藏
页数:17
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