Abstract Introduction: Copy number loss (CNL) of tumor suppressor genes, such as PTEN, RB1 and BRCA1/2, are common and key characteristics of many cancers. However, non-invasive detection of CNL has represented a strong demand and practical challenge in the clinic. Here we report a high-sensitive liquid biopsy NGS assay coupled with a proprietary bioinformatics pipeline to profile and detect CNL using cell-free circulating DNA (cfDNA). Method: We developed PrediSeq, a proprietary liquid biopsy NGS assay to detect CNL, in addition to SNV, indels, rearrangement, and copy number gain. We leveraged unique molecular identifier (UMI) and proprietary bioinformatics algorithm to suppress background noise caused by PCR pre-amplification and sequencing steps. In-house developed bioinformatics pipeline, DeepSea, is used for ultra-sensitive detection of CNL and other genomic alterations. Reference materials, matched tissue and plasma samples were used for assay validation. Results: PrediSeq CNL assay was validated using serially diluted reference materials with known copy number status. The method was evaluated with the orthogonal whole-genome sequencing using a set of clinical plasma samples with matched tissues. About 82% of CNL calls (ATM, BRCA1, BRCA2, CDKN2A, RB1) in were confirmed between plasma PrediSeq and tissue WGS. In alignment with literature, CNL of ATM, CDKN2A, BRCA1, BRCA2, was observed in plasma samples of a cohort of Her2+, HR+, and triple-negative breast cancer patients. Similarly, we observed the dynamic changes of plasma-based CNL of BRCA2, PTEN, RB1, CDKN2A, ATM genes in patients of metastatic castration-resistant prostate cancer (mCRPC) and metastatic hormone sensitive prostate cancer (mHSPC). Conclusion: PrediSeq CNL assay has been successfully developed and validated to detect copy number loss in circulation, providing valuable molecular biomarkers to guide patient selection and treatment monitoring in precision oncology and clinical drug development. Citation Format: Simo Zhang, Feng Xie, Amy Chang, Zhixin Zhao, Carlos Montesinos, Xiaohong Wang, Kemin Zhou, Shidong Jia, Jianjun Yu, Pan Du. Development and validation of liquid biopsy assay for copy number loss in cancers [abstract]. In: Proceedings of the American Association for Cancer Research Annual Meeting 2019; 2019 Mar 29-Apr 3; Atlanta, GA. Philadelphia (PA): AACR; Cancer Res 2019;79(13 Suppl):Abstract nr 425.