Abstract Previously we have reported on the relevance of the joint ProLiFiler and Cancer DataMiner platforms when studying the antitumor efficacy of novel antibody-drug conjugates (ADCs), such as Sacituzumab govitecan. In this study, we use our platforms to investigate and compare the selectivity of two FDA-approved Trastuzumab-based ADCs targeting ERBB2: Kadcyla, the first-in-class ADC employing a microtubule inhibitor bound via a non-cleavable linker, and Enhertu, which combines a topoisomerase inhibitor with a protease-cleavable linker. We performed a cell proliferation and survival assay using the ProLiFilerTM (Reaction Biology) to characterize the in vitro antitumor effects of Enhertu, Kadcyla, and their individual cytotoxins, deruxtecan & mertansine on 160 human cancer cell lines (CLs). The resulting data were uploaded to 4HF´s Cancer DataMiner platform for data analysis. First, we confirmed high potency and limited selectivity of mertansine, as it displayed an IC50 < 250 nM (mean: 27.3 nM) in 95% of cell lines (CLs). A COMPARE analysis confirmed that mertansine data correlated best with those of other microtubule inhibitors in our drug databases (e.g., MMAE, Spearman rho = 0.79, p=9.6E-27). Conversely, a paired analysis showed that CLs were less sensitive to Kadcyla than to mertansine except for CLs overexpressing ERBB2. The 160-CL panel included a total of nine CLs (six mammary, two gastric, one ovarian) with strong ERBB2 overexpression (Affymetrix data >10), mostly associated with ERBB2 gene amplification; seven of them were the most sensitive CLs to Kadcyla (IC50 < 6 nM). Focusing solely on breast cancer cell lines (breast cancer is the approved indication for Kadcyla), we observed a strong correlation between sensitivity to Kadcyla and ERBB2 expression (Spearman r = -0.78, p = 0.003). Interestingly, in line with published data, the ERBB2-overexpressing cell lines SNU-216 (stomach cancer) and JIM-T1 (breast cancer) were less sensitive to Kadcyla. In non-ERBB2-amplified CLs, Kadcyla sensitivity did not correlate with ERBB2 expression levels. Focusing on ERBB2-negative CLs such as hematological CLs, we unexpectedly observed consistent cell inhibition (mean IC50 =33 nM) with Kadcyla, suggesting that the ADC was cleaved, and the payload released into the medium. Overall, this study has demonstrated the relevance of our platforms to study and compare newly developed ADCs. Cytotoxic activities recorded for conjugates and free payloads, along with molecular data for the test cell lines, provides insight in the mode of action of conjugates and their target cell populations and hence can support the development of ADCs. Investigations are underway with Enhertu and its payload deruxtecan, and results will be compared with those obtained for Kadcyla and mertansine. Citation Format: Anne-Lise Peille, Kaja Holtorf, Pablo Anton Garcia, Nadine Obier, Daniel Feger, Thomas Metz, Sebastian Dempe, Heinz-Herbert Fiebig, Jan Ehlert, Vincent Vuaroqueaux. Potency and selectivity of ERBB2-targeting antibody drug conjugates in vitro [abstract]. In: Proceedings of the American Association for Cancer Research Annual Meeting 2024; Part 1 (Regular Abstracts); 2024 Apr 5-10; San Diego, CA. Philadelphia (PA): AACR; Cancer Res 2024;84(6_Suppl):Abstract nr 4708.