{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,8,29]],"date-time":"2026-08-29T22:38:52Z","timestamp":1788043132073,"version":"build-2784847793"},"reference-count":47,"publisher":"MDPI AG","issue":"12","license":[{"start":{"date-parts":[[2022,12,13]],"date-time":"2022-12-13T00:00:00Z","timestamp":1670889600000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/creativecommons.org\/licenses\/by\/4.0\/"}],"funder":[{"name":"Department of Energy, Office of Science","award":["SCW1700"],"award-info":[{"award-number":["SCW1700"]}]},{"name":"Department of Energy, Office of Science","award":["LDRD 20-ERD-064"],"award-info":[{"award-number":["LDRD 20-ERD-064"]}]},{"name":"Department of Energy, Office of Science","award":["LDRD 20-ERD-062"],"award-info":[{"award-number":["LDRD 20-ERD-062"]}]}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":["Viruses"],"abstract":"<jats:p>Genetic analysis of intra-host viral populations provides unique insight into pre-emergent mutations that may contribute to the genotype of future variants. Clinical samples positive for SARS-CoV-2 collected in California during the first months of the pandemic were sequenced to define the dynamics of mutation emergence as the virus became established in the state. Deep sequencing of 90 nasopharyngeal samples showed that many mutations associated with the establishment of SARS-CoV-2 globally were present at varying frequencies in a majority of the samples, even those collected as the virus was first detected in the US. A subset of mutations that emerged months later in consensus sequences were detected as subconsensus members of intra-host populations. Spike mutations P681H, H655Y, and V1104L were detected prior to emergence in variant genotypes, mutations were detected at multiple positions within the furin cleavage site, and pre-emergent mutations were identified in the nucleocapsid and the envelope genes. Because many of the samples had a very high depth of coverage, a bioinformatics pipeline, \u201cMappgene\u201d, was established that uses both iVar and LoFreq variant calling to enable identification of very low-frequency variants. This enabled detection of a spike protein deletion present in many samples at low frequency and associated with a variant of concern.<\/jats:p>","DOI":"10.3390\/v14122775","type":"journal-article","created":{"date-parts":[[2022,12,14]],"date-time":"2022-12-14T02:22:41Z","timestamp":1670984561000},"page":"2775","update-policy":"https:\/\/doi.org\/10.3390\/mdpi_crossmark_policy","source":"Crossref","is-referenced-by-count":13,"title":["Multiple Mutations Associated with Emergent Variants Can Be Detected as Low-Frequency Mutations in Early SARS-CoV-2 Pandemic Clinical Samples"],"prefix":"10.3390","volume":"14","author":[{"ORCID":"https:\/\/orcid.org\/0000-0001-7213-9392","authenticated-orcid":false,"given":"Jeffrey","family":"Kimbrel","sequence":"first","affiliation":[{"name":"Lawrence Livermore National Laboratory, Livermore, CA 94550, USA"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Joseph","family":"Moon","sequence":"additional","affiliation":[{"name":"Lawrence 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USA"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Sarah H.","family":"Sandholtz","sequence":"additional","affiliation":[{"name":"Lawrence Livermore National Laboratory, Livermore, CA 94550, USA"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Tyshawn","family":"Ferrell","sequence":"additional","affiliation":[{"name":"Lawrence Livermore National Laboratory, Livermore, CA 94550, USA"},{"name":"Department of Biochemistry, Emory University School of Medicine, Atlanta, GA 30322, USA"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0003-3895-5892","authenticated-orcid":false,"given":"Chris","family":"Daum","sequence":"additional","affiliation":[{"name":"Lawrence Berkeley National Laboratory, US Department of Energy Joint Genome Institute, Berkeley, CA 94720, USA"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Sara","family":"Hall","sequence":"additional","affiliation":[{"name":"Lawrence Livermore National Laboratory, Livermore, CA 94550, USA"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Brent","family":"Segelke","sequence":"additional","affiliation":[{"name":"Lawrence Livermore National Laboratory, Livermore, CA 94550, USA"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0001-6329-6214","authenticated-orcid":false,"given":"Kathryn T.","family":"Arrildt","sequence":"additional","affiliation":[{"name":"Lawrence Livermore National Laboratory, Livermore, CA 94550, USA"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0001-6861-7267","authenticated-orcid":false,"given":"Sharon","family":"Messenger","sequence":"additional","affiliation":[{"name":"Viral and Rickettsial Disease Laboratory, California Department of Public Health, Richmond, CA 94804, USA"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-8630-427X","authenticated-orcid":false,"given":"Debra A.","family":"Wadford","sequence":"additional","affiliation":[{"name":"Viral and Rickettsial Disease Laboratory, California Department of Public Health, Richmond, CA 94804, USA"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Crystal","family":"Jaing","sequence":"additional","affiliation":[{"name":"Lawrence Livermore National Laboratory, Livermore, CA 94550, USA"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-4359-8263","authenticated-orcid":false,"given":"Jonathan E.","family":"Allen","sequence":"additional","affiliation":[{"name":"Lawrence Livermore National Laboratory, Livermore, CA 94550, USA"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0003-2924-2313","authenticated-orcid":false,"given":"Monica 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