TY - JOUR
T1 - Discovery of preventive drugs for cisplatin-induced acute kidney injury using big data analysis
AU - Kanda, Masaya
AU - Goda, Mitsuhiro
AU - Maegawa, Akiko
AU - Yoshioka, Toshihiko
AU - Yoshida, Ami
AU - Miyata, Koji
AU - Aizawa, Fuka
AU - Niimura, Takahiro
AU - Hamano, Hirofumi
AU - Okada, Naoto
AU - Sakurada, Takumi
AU - Chuma, Masayuki
AU - Yagi, Kenta
AU - Izawa-Ishizawa, Yuki
AU - Yanagawa, Hiroaki
AU - Zamami, Yoshito
AU - Ishizawa, Keisuke
N1 - Funding Information:
This research was supported by the Japan Society for the Promotion of Science (JSPS) KAKENHI (Grant numbers 20K07132, 20H05799, and 20K16077). This study was supported by FRONTEO Inc. and Support Center for Advanced Medical Sciences, Tokushima University Graduate School of Biomedical Sciences.
Funding Information:
This work was supported by the Japan Society for the Promotion of Science (JSPS) KAKENHI (grant numbers 20 K07132 and 20H05799). The funders had no involvement in the study design, collection, analysis, and interpretation of data; preparation of the report; or the decision to submit the manuscript for publication.
Publisher Copyright:
© 2022 The Authors. Clinical and Translational Science published by Wiley Periodicals LLC on behalf of American Society for Clinical Pharmacology and Therapeutics.
PY - 2022/7
Y1 - 2022/7
N2 - Cisplatin is effective against many types of carcinoma. However, a high rate of renal damage is a clinical problem. Thus, there is a need to establish a method to prevent it. Although various compounds have been reported to be effective against cisplatin-induced renal injury, there are no examples of their clinical application. Therefore, we attempted to search for prophylactic agents with a high potential for clinical application. We used Cascade Eye to identify genes that are altered during cisplatin-induced renal injury, Library of Integrated Network-based Cellular Signatures (LINCS) to identify drugs that inhibit changes in gene expression, and a large database of spontaneous adverse drug reaction reports to identify drugs that could prevent cisplatin-induced kidney injury in clinical practice. In total, 10 candidate drugs were identified. Using the US Food and Drug Administration (FDA) Adverse Event Reporting System (FAERS), we identified drugs that reduce cisplatin-induced kidney injury. Fenofibrate was selected as a candidate drug to prevent cisplatin-induced kidney injury based on the FAERS analysis. A model was used to evaluate the efficacy of fenofibrate against cisplatin-induced renal injury. Studies using HK2 cells and mouse models showed that fenofibrate significantly inhibited cisplatin-induced renal injury but did not inhibit the antitumor effect of cisplatin. Fenofibrate is a candidate prophylactic drug with high clinical applicability for cisplatin-induced renal injury. Analysis of data from multiple big databases will improve the search for novel prophylactic drugs with high clinical applicability. For the practical application of these findings, evaluation in prospective controlled trials is necessary.
AB - Cisplatin is effective against many types of carcinoma. However, a high rate of renal damage is a clinical problem. Thus, there is a need to establish a method to prevent it. Although various compounds have been reported to be effective against cisplatin-induced renal injury, there are no examples of their clinical application. Therefore, we attempted to search for prophylactic agents with a high potential for clinical application. We used Cascade Eye to identify genes that are altered during cisplatin-induced renal injury, Library of Integrated Network-based Cellular Signatures (LINCS) to identify drugs that inhibit changes in gene expression, and a large database of spontaneous adverse drug reaction reports to identify drugs that could prevent cisplatin-induced kidney injury in clinical practice. In total, 10 candidate drugs were identified. Using the US Food and Drug Administration (FDA) Adverse Event Reporting System (FAERS), we identified drugs that reduce cisplatin-induced kidney injury. Fenofibrate was selected as a candidate drug to prevent cisplatin-induced kidney injury based on the FAERS analysis. A model was used to evaluate the efficacy of fenofibrate against cisplatin-induced renal injury. Studies using HK2 cells and mouse models showed that fenofibrate significantly inhibited cisplatin-induced renal injury but did not inhibit the antitumor effect of cisplatin. Fenofibrate is a candidate prophylactic drug with high clinical applicability for cisplatin-induced renal injury. Analysis of data from multiple big databases will improve the search for novel prophylactic drugs with high clinical applicability. For the practical application of these findings, evaluation in prospective controlled trials is necessary.
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U2 - 10.1111/cts.13282
DO - 10.1111/cts.13282
M3 - Article
C2 - 35445533
AN - SCOPUS:85129212946
SN - 1752-8054
VL - 15
SP - 1664
EP - 1675
JO - Clinical and Translational Science
JF - Clinical and Translational Science
IS - 7
ER -