Assessing therapy response in patient-derived xenografts.


Journal

Science translational medicine
ISSN: 1946-6242
Titre abrégé: Sci Transl Med
Pays: United States
ID NLM: 101505086

Informations de publication

Date de publication:
17 11 2021
Historique:
entrez: 17 11 2021
pubmed: 18 11 2021
medline: 31 3 2022
Statut: ppublish

Résumé

Quantifying response to drug treatment in mouse models of human cancer is important for treatment development and assignment, yet remains a challenging task. To be able to translate the results of the experiments more readily, a preferred measure to quantify this response should take into account more of the available experimental data, including both tumor size over time and the variation among replicates. We propose a theoretically grounded measure, KuLGaP, to compute the difference between the treatment and control arms. We test and compare KuLGaP to four widely used response measures using 329 patient-derived xenograft (PDX) models. Our results show that KuLGaP is more selective than currently existing measures, reduces the risk of false-positive calls, and improves translation of the laboratory results to clinical practice. We also show that outcomes of human treatment better align with the results of the KuLGaP measure than other response measures. KuLGaP has the potential to become a measure of choice for quantifying drug treatment in mouse models as it can be easily used via the kulgap.ca website.

Identifiants

pubmed: 34788078
doi: 10.1126/scitranslmed.abf4969
doi:

Types de publication

Journal Article Research Support, Non-U.S. Gov't

Langues

eng

Sous-ensembles de citation

IM

Pagination

eabf4969

Subventions

Organisme : CIHR
ID : 148395
Pays : Canada
Organisme : CIHR
ID : FDN-148395
Pays : Canada

Auteurs

Janosch Ortmann (J)

Département AOTI, Université du Québec à Montréal, Montréal, QC H2X3X2, Canada.
Group for Research in Decision Analysis (GERAD), Montreal, QC H3T1J4, Canada.

Ladislav Rampášek (L)

Department of Computer Science, University of Toronto, Toronto, ON M5S2E4, Canada.
Vector Institute for Artificial Intelligence, Toronto, ON M5G1M1, Canada.
Hospital for Sick Children, Toronto, ON M5G1X8, Canada.

Elijah Tai (E)

Department of Computer Science, University of Toronto, Toronto, ON M5S2E4, Canada.

Arvind Singh Mer (AS)

Princess Margaret Cancer Centre, University Health Network, Toronto, ON M5G1L7, Canada.
Department of Medical Biophysics, University of Toronto, Toronto, ON M5G1L7, Canada.

Ruoshi Shi (R)

Princess Margaret Cancer Centre, University Health Network, Toronto, ON M5G1L7, Canada.

Erin L Stewart (EL)

Princess Margaret Cancer Centre, University Health Network, Toronto, ON M5G1L7, Canada.

Celine Mascaux (C)

Princess Margaret Cancer Centre, University Health Network, Toronto, ON M5G1L7, Canada.
Pulmonology Department, Hôpitaux Universitaires de Strasbourg, 67200 Strasbourg, France.
Laboratory of Molecular Mechanisms of the Stress Response and Pathologies, INSERM U1113, 3 Avenue Molière, 67200 Strasbourg, France.

Aline Fares (A)

Princess Margaret Cancer Centre, University Health Network, Toronto, ON M5G1L7, Canada.

Nhu-An Pham (NA)

Princess Margaret Cancer Centre, University Health Network, Toronto, ON M5G1L7, Canada.

Gangesh Beri (G)

Princess Margaret Cancer Centre, University Health Network, Toronto, ON M5G1L7, Canada.

Christopher Eeles (C)

Princess Margaret Cancer Centre, University Health Network, Toronto, ON M5G1L7, Canada.

Denis Tkachuk (D)

Princess Margaret Cancer Centre, University Health Network, Toronto, ON M5G1L7, Canada.

Chantal Ho (C)

Princess Margaret Cancer Centre, University Health Network, Toronto, ON M5G1L7, Canada.

Shingo Sakashita (S)

Princess Margaret Cancer Centre, University Health Network, Toronto, ON M5G1L7, Canada.

Jessica Weiss (J)

Princess Margaret Cancer Centre, University Health Network, Toronto, ON M5G1L7, Canada.

Xiaoqian Jiang (X)

Crown Bioscience Taicang Inc., No.6 Beijing West Road, Taicang, Jiangsu 215400, P. R. China.

Geoffrey Liu (G)

Princess Margaret Cancer Centre, University Health Network, Toronto, ON M5G1L7, Canada.

David W Cescon (DW)

Princess Margaret Cancer Centre, University Health Network, Toronto, ON M5G1L7, Canada.

Catherine A O'Brien (CA)

Princess Margaret Cancer Centre, University Health Network, Toronto, ON M5G1L7, Canada.
Department of Medical Biophysics, University of Toronto, Toronto, ON M5G1L7, Canada.
Department of Laboratory Medicine and Pathobiology, University of Toronto, Toronto, ON M5S1A8, Canada.
Department of Physiology, University of Toronto, Toronto, ON M5G1L7, Canada.
Department of Surgery, Toronto General Hospital, Toronto, ON M5G2C4, Canada.

Sheng Guo (S)

Crown Bioscience Taicang Inc., No.6 Beijing West Road, Taicang, Jiangsu 215400, P. R. China.

Ming-Sound Tsao (MS)

Princess Margaret Cancer Centre, University Health Network, Toronto, ON M5G1L7, Canada.

Benjamin Haibe-Kains (B)

Department of Computer Science, University of Toronto, Toronto, ON M5S2E4, Canada.
Vector Institute for Artificial Intelligence, Toronto, ON M5G1M1, Canada.
Princess Margaret Cancer Centre, University Health Network, Toronto, ON M5G1L7, Canada.
Department of Medical Biophysics, University of Toronto, Toronto, ON M5G1L7, Canada.
Ontario Institute for Cancer Research, Toronto, ON M5G1L7, Canada.

Anna Goldenberg (A)

Department of Computer Science, University of Toronto, Toronto, ON M5S2E4, Canada.
Vector Institute for Artificial Intelligence, Toronto, ON M5G1M1, Canada.
Hospital for Sick Children, Toronto, ON M5G1X8, Canada.
CIFAR, Toronto, ON M5G1M1, Canada.

Articles similaires

[Redispensing of expensive oral anticancer medicines: a practical application].

Lisanne N van Merendonk, Kübra Akgöl, Bastiaan Nuijen
1.00
Humans Antineoplastic Agents Administration, Oral Drug Costs Counterfeit Drugs

Smoking Cessation and Incident Cardiovascular Disease.

Jun Hwan Cho, Seung Yong Shin, Hoseob Kim et al.
1.00
Humans Male Smoking Cessation Cardiovascular Diseases Female
Humans United States Aged Cross-Sectional Studies Medicare Part C
1.00
Humans Yoga Low Back Pain Female Male

Classifications MeSH