PT - JOURNAL ARTICLE AU - Olson, Nathan D. AU - Wagner, Justin AU - McDaniel, Jennifer AU - Stephens, Sarah H. AU - Westreich, Samuel T. AU - Prasanna, Anish G. AU - Johanson, Elaine AU - Boja, Emily AU - Maier, Ezekiel J. AU - Serang, Omar AU - Jáspez, David AU - Lorenzo-Salazar, José M. AU - Muñoz-Barrera, Adrián AU - Rubio-Rodríguez, Luis A. AU - Flores, Carlos AU - Kyriakidis, Konstantinos AU - Malousi, Andigoni AU - Shafin, Kishwar AU - Pesout, Trevor AU - Jain, Miten AU - Paten, Benedict AU - Chang, Pi-Chuan AU - Kolesnikov, Alexey AU - Nattestad, Maria AU - Baid, Gunjan AU - Goel, Sidharth AU - Yang, Howard AU - Carroll, Andrew AU - Eveleigh, Robert AU - Bourgey, Mathieu AU - Bourque, Guillaume AU - Li, Gen AU - ChouXian, MA AU - Tang, LinQi AU - YuanPing, DU AU - Zhang, ShaoWei AU - Morata, Jordi AU - Tonda, Raúl AU - Parra, Genís AU - Trotta, Jean-Rémi AU - Brueffer, Christian AU - Demirkaya-Budak, Sinem AU - Kabakci-Zorlu, Duygu AU - Turgut, Deniz AU - Kalay, Özem AU - Budak, Gungor AU - Narcı, Kübra AU - Arslan, Elif AU - Brown, Richard AU - Johnson, Ivan J AU - Dolgoborodov, Alexey AU - Semenyuk, Vladimir AU - Jain, Amit AU - Tetikol, H. Serhat AU - Jain, Varun AU - Ruehle, Mike AU - Lajoie, Bryan AU - Roddey, Cooper AU - Catreux, Severine AU - Mehio, Rami AU - Ahsan, Umair AU - Liu, Qian AU - Wang, Kai AU - Sahraeian, Sayed Mohammad Ebrahim AU - Fang, Li Tai AU - Mohiyuddin, Marghoob AU - Hung, Calvin AU - Jain, Chirag AU - Feng, Hanying AU - Li, Zhipan AU - Chen, Luoqi AU - Sedlazeck, Fritz J. AU - Zook, Justin M. TI - precisionFDA Truth Challenge V2: Calling variants from short- and long-reads in difficult-to-map regions AID - 10.1101/2020.11.13.380741 DP - 2020 Jan 01 TA - bioRxiv PG - 2020.11.13.380741 4099 - http://biorxiv.org/content/early/2020/11/19/2020.11.13.380741.short 4100 - http://biorxiv.org/content/early/2020/11/19/2020.11.13.380741.full AB - The precisionFDA Truth Challenge V2 aimed to assess the state-of-the-art of variant calling in difficult-to-map regions and the Major Histocompatibility Complex (MHC). Starting with FASTQ files, 20 challenge participants applied their variant calling pipelines and submitted 64 variant callsets for one or more sequencing technologies (~35X Illumina, ~35X PacBio HiFi, and ~50X Oxford Nanopore Technologies). Submissions were evaluated following best practices for benchmarking small variants with the new GIAB benchmark sets and genome stratifications. Challenge submissions included a number of innovative methods for all three technologies, with graph-based and machine-learning methods scoring best for short-read and long-read datasets, respectively. New methods out-performed the 2016 Truth Challenge winners, and new machine-learning approaches combining multiple sequencing technologies performed particularly well. Recent developments in sequencing and variant calling have enabled benchmarking variants in challenging genomic regions, paving the way for the identification of previously unknown clinically relevant variants.Competing Interest StatementC.B. is an employee and shareholder of SAGA Diagnostics AB. A.C., P.C., A.K., M.N., G.B., S.G., and H.Y. are employees of Google and A.C. is a shareholder. S.D., D.K., D.T., O.K., G.B., K.N., E.A., R.B., I.J.J., A.D., V.S., A.J., and H.S.T. are employees of Seven Bridges Genomics. O.S. and S.T.W. are employees of DNAnexus. G.L, C.M, L.T., Y.D., and S.Z. are employees of Genetalks. V.J., M.R., B.L., C.R, S.C., and R.M are employees of Illumina. S.M.E.S., and M.M. are employees of Roche. C.H. is an employee of Wasai Technology. H.F., Z.L, and L.C. are employees of Sentieon Inc.