TY - JOUR
T1 - Leveraging Morphological Profiling for Mechanistic Elucidation of Metal-Based Anticancer Compounds
AU - Park, Brian J.
AU - Harrypersad, Shane
AU - Houshmand, Aryan
AU - Kumar, Ashish
AU - Setiawan, Josie C.
AU - Darracq, Anaïs
AU - MacNeil, Gregory A.
AU - Gbadebo, Tolulope E.
AU - Cariou, Kevin
AU - Casini, Angela
AU - Contel, María
AU - Dalla Pozza, Maria
AU - Dou, Yifei
AU - Figueiredo, Francisca
AU - Gasser, Gilles
AU - Guo, Maolin
AU - López-Hernández, Javier E.
AU - Kandioller, Wolfgang
AU - Karges, Johannes
AU - Kowol, Christian
AU - Malarek, Michael S.
AU - Meier-Menches, Samuel M.
AU - Nolan, Steven P.
AU - Notaro, Anna
AU - Pankovich, Jim
AU - Purkait, Kallol
AU - Raynal, Noël J.M.
AU - Scattolin, Thomas
AU - Tzouras, Nikolaos V.
AU - Vinck, Robin
AU - Wilson, Justin J.
AU - Zucca, Antonio
AU - Keppler, Bernhard
AU - Walsby, Charles J.
AU - Bazett, Mark
N1 - Publisher Copyright:
© 2026 The Authors. Published by American Chemical Society.
PY - 2026/7/27
Y1 - 2026/7/27
N2 - Development of novel metallotherapeutics poses both significant potential and numerous challenges due to their complex reactivity in physiological systems and the ambiguity of molecular targets. Advances in target-agnostic and phenotypic-based drug profiling approaches have yielded success in anticancer therapeutic development, but their application to the development and discovery of metal-based drug candidates has been limited. This study demonstrates the use of morphological profiling on a diverse library of metal-containing compounds to elucidate mechanisms of action, providing new insights into the activities of established chemotherapeutics and guiding downstream studies of select novel compounds in the absence of predefined molecular targets. The validity of this strategy was established using a subset of clinically approved anticancer therapeutics, where morphological profiling discerned the mechanistic differences among oxaliplatin, cisplatin, carboplatin, and the clinical-stage ruthenium-based compound BOLD-100. Subsequently, a combination of cytotoxicity and selectivity assessments in conjunction with an analysis of morphological profiles of the compound library identified a novel ruthenium 2-(2-pyridyl)benzimidazole-based compound series, which induced changes in the mitochondrial morphology of cancer cells. This association was investigated further, revealing an accompanying increase in levels of mitochondrial reactive oxygen species and a corresponding depolarization of the mitochondrial membrane. This application of morphological profiling will enable the rapid identification of promising metal-containing therapeutics, aiding in rational development strategies and mitigating persistent challenges in metallotherapeutic development.
AB - Development of novel metallotherapeutics poses both significant potential and numerous challenges due to their complex reactivity in physiological systems and the ambiguity of molecular targets. Advances in target-agnostic and phenotypic-based drug profiling approaches have yielded success in anticancer therapeutic development, but their application to the development and discovery of metal-based drug candidates has been limited. This study demonstrates the use of morphological profiling on a diverse library of metal-containing compounds to elucidate mechanisms of action, providing new insights into the activities of established chemotherapeutics and guiding downstream studies of select novel compounds in the absence of predefined molecular targets. The validity of this strategy was established using a subset of clinically approved anticancer therapeutics, where morphological profiling discerned the mechanistic differences among oxaliplatin, cisplatin, carboplatin, and the clinical-stage ruthenium-based compound BOLD-100. Subsequently, a combination of cytotoxicity and selectivity assessments in conjunction with an analysis of morphological profiles of the compound library identified a novel ruthenium 2-(2-pyridyl)benzimidazole-based compound series, which induced changes in the mitochondrial morphology of cancer cells. This association was investigated further, revealing an accompanying increase in levels of mitochondrial reactive oxygen species and a corresponding depolarization of the mitochondrial membrane. This application of morphological profiling will enable the rapid identification of promising metal-containing therapeutics, aiding in rational development strategies and mitigating persistent challenges in metallotherapeutic development.
KW - BOLD-100
KW - drug screening
KW - high-content imaging
KW - metallotherapeutics
KW - oxaliplatin
KW - ruthenium
UR - https://www.scopus.com/pages/publications/105045889701
U2 - 10.1021/jacsau.6c00363
DO - 10.1021/jacsau.6c00363
M3 - Article
AN - SCOPUS:105045889701
SN - 2691-3704
VL - 6
SP - 3790
EP - 3803
JO - JACS Au
JF - JACS Au
IS - 7
ER -