PT - JOURNAL ARTICLE AU - Nathan D. Olson AU - Justin Wagner AU - Jennifer McDaniel AU - Sarah H. Stephens AU - Samuel T. Westreich AU - Anish G. Prasanna AU - Elaine Johanson AU - Emily Boja AU - Ezekiel J. Maier AU - Omar Serang AU - David Jáspez AU - José M. Lorenzo-Salazar AU - Adrián Muñoz-Barrera AU - Luis A. Rubio-Rodríguez AU - Carlos Flores AU - Konstantinos Kyriakidis AU - Andigoni Malousi AU - Kishwar Shafin AU - Trevor Pesout AU - Miten Jain AU - Benedict Paten AU - Pi-Chuan Chang AU - Alexey Kolesnikov AU - Maria Nattestad AU - Gunjan Baid AU - Sidharth Goel AU - Howard Yang AU - Andrew Carroll AU - Robert Eveleigh AU - Mathieu Bourgey AU - Guillaume Bourque AU - Gen Li AU - MA ChouXian AU - LinQi Tang AU - DU YuanPing AU - ShaoWei Zhang AU - Jordi Morata AU - Raúl Tonda AU - Genís Parra AU - Jean-Rémi Trotta AU - Christian Brueffer AU - Sinem Demirkaya-Budak AU - Duygu Kabakci-Zorlu AU - Deniz Turgut AU - Özem Kalay AU - Gungor Budak AU - Kübra Narcı AU - Elif Arslan AU - Richard Brown AU - Ivan J Johnson AU - Alexey Dolgoborodov AU - Vladimir Semenyuk AU - Amit Jain AU - H. Serhat Tetikol AU - Varun Jain AU - Mike Ruehle AU - Bryan Lajoie AU - Cooper Roddey AU - Severine Catreux AU - Rami Mehio AU - Umair Ahsan AU - Qian Liu AU - Kai Wang AU - Sayed Mohammad Ebrahim Sahraeian AU - Li Tai Fang AU - Marghoob Mohiyuddin AU - Calvin Hung AU - Chirag Jain AU - Hanying Feng AU - Zhipan Li AU - Luoqi Chen AU - Fritz J. Sedlazeck AU - Justin M. Zook 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.