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Dynamic SARS-CoV-2 emergence algorithm for rationally-designed logical next-generation vaccines.
Maison, David P; Ching, Lauren L; Cleveland, Sean B; Tseng, Alanna C; Nakano, Eileen; Shikuma, Cecilia M; Nerurkar, Vivek R.
  • Maison DP; Department of Tropical Medicine, Medical Microbiology, and Pharmacology, University of Hawai'i at Manoa, Honolulu, HI, USA.
  • Ching LL; Pacific Center for Emerging Infectious Diseases Research, University of Hawai'i at Manoa, Honolulu, HI, USA.
  • Cleveland SB; John A. Burns School of Medicine, University of Hawai'i at Manoa, Honolulu, HI, USA.
  • Tseng AC; Department of Tropical Medicine, Medical Microbiology, and Pharmacology, University of Hawai'i at Manoa, Honolulu, HI, USA.
  • Nakano E; Pacific Center for Emerging Infectious Diseases Research, University of Hawai'i at Manoa, Honolulu, HI, USA.
  • Shikuma CM; John A. Burns School of Medicine, University of Hawai'i at Manoa, Honolulu, HI, USA.
  • Nerurkar VR; Hawaii Data Science Institute, University of Hawai'i at Manoa, Honolulu, HI, USA.
Commun Biol ; 5(1): 1081, 2022 Oct 10.
Article in English | MEDLINE | ID: covidwho-2062279
ABSTRACT
SARS-CoV-2 worldwide spread and evolution has resulted in variants containing mutations resulting in immune evasive epitopes that decrease vaccine efficacy. We acquired SARS-CoV-2 positive clinical samples and compared the worldwide emerged spike mutations from Variants of Concern/Interest, and developed an algorithm for monitoring the evolution of SARS-CoV-2 in the context of vaccines and monoclonal antibodies. The algorithm partitions logarithmic-transformed prevalence data monthly and Pearson's correlation determines exponential emergence of amino acid substitutions (AAS) and lineages. The SARS-CoV-2 genome evaluation indicated 49 mutations, with 44 resulting in AAS. Nine of the ten most worldwide prevalent (>70%) spike protein changes have Pearson's coefficient r > 0.9. The tenth, D614G, has a prevalence >99% and r-value of 0.67. The resulting algorithm is based on the patterns these ten substitutions elucidated. The strong positive correlation of the emerged spike protein changes and algorithmic predictive value can be harnessed in designing vaccines with relevant immunogenic epitopes. Monitoring, next-generation vaccine design, and mAb clinical efficacy must keep up with SARS-CoV-2 evolution, as the virus is predicted to remain endemic.
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Full text: Available Collection: International databases Database: MEDLINE Main subject: COVID-19 Vaccines / SARS-CoV-2 / COVID-19 Type of study: Experimental Studies / Observational study / Prognostic study Topics: Vaccines / Variants Limits: Humans Language: English Journal: Commun Biol Year: 2022 Document Type: Article Affiliation country: S42003-022-04030-3

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Full text: Available Collection: International databases Database: MEDLINE Main subject: COVID-19 Vaccines / SARS-CoV-2 / COVID-19 Type of study: Experimental Studies / Observational study / Prognostic study Topics: Vaccines / Variants Limits: Humans Language: English Journal: Commun Biol Year: 2022 Document Type: Article Affiliation country: S42003-022-04030-3