1
|
Arias CA, Miller WR, Olsen R, Gollihar J, Armstrong A. The response of mpox-associated inflammatory syndrome to steroid therapy. Lancet Infect Dis 2023; 23:e323-e324. [PMID: 37507155 PMCID: PMC10496862 DOI: 10.1016/s1473-3099(22)00876-3] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 10/28/2022] [Revised: 11/18/2022] [Accepted: 12/14/2022] [Indexed: 07/30/2023]
Affiliation(s)
- Cesar A Arias
- Department of Medicine, Division of Infectious Diseases, Houston Methodist Hospital, Houston, TX, USA; Center for Infectious Diseases, Houston Methodist Research Institute, Houston, TX, USA.
| | - William R Miller
- Department of Medicine, Division of Infectious Diseases, Houston Methodist Hospital, Houston, TX, USA; Center for Infectious Diseases, Houston Methodist Research Institute, Houston, TX, USA
| | - Randall Olsen
- Department of Pathology and Genomic Medicine, Houston Methodist Hospital, Houston, TX, USA; Center for Infectious Diseases, Houston Methodist Research Institute, Houston, TX, USA; Laboratory of Antibody Discovery and Accelerated Protein Therapeutics, Center for Infectious Diseases, Houston Methodist Research Institute, Houston, TX, USA
| | - Jimmy Gollihar
- Department of Pathology and Genomic Medicine, Houston Methodist Hospital, Houston, TX, USA; Center for Infectious Diseases, Houston Methodist Research Institute, Houston, TX, USA; Laboratory of Antibody Discovery and Accelerated Protein Therapeutics, Center for Infectious Diseases, Houston Methodist Research Institute, Houston, TX, USA
| | | |
Collapse
|
2
|
Christensen PA, Olsen RJ, Long SW, Snehal R, Davis JJ, Ojeda Saavedra M, Reppond K, Shyer MN, Cambric J, Gadd R, Thakur RM, Batajoo A, Mangham R, Pena S, Trinh T, Kinskey JC, Williams G, Olson R, Gollihar J, Musser JM. Signals of Significantly Increased Vaccine Breakthrough, Decreased Hospitalization Rates, and Less Severe Disease in Patients with Coronavirus Disease 2019 Caused by the Omicron Variant of Severe Acute Respiratory Syndrome Coronavirus 2 in Houston, Texas. Am J Pathol 2022; 192:642-652. [PMID: 35123975 PMCID: PMC8812084 DOI: 10.1016/j.ajpath.2022.01.007] [Citation(s) in RCA: 114] [Impact Index Per Article: 57.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 01/04/2022] [Revised: 01/18/2022] [Accepted: 01/20/2022] [Indexed: 12/19/2022]
Abstract
Genetic variants of severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2) continue to dramatically alter the landscape of the coronavirus disease 2019 (COVID-19) pandemic. The recently described variant of concern designated Omicron (B.1.1.529) has rapidly spread worldwide and is now responsible for the majority of COVID-19 cases in many countries. Because Omicron was recognized recently, many knowledge gaps exist about its epidemiology, clinical severity, and disease course. A genome sequencing study of SARS-CoV-2 in the Houston Methodist health care system identified 4468 symptomatic patients with infections caused by Omicron from late November 2021 through January 5, 2022. Omicron rapidly increased in only 3 weeks to cause 90% of all new COVID-19 cases, and at the end of the study period caused 98% of new cases. Compared with patients infected with either Alpha or Delta variants in our health care system, Omicron patients were significantly younger, had significantly increased vaccine breakthrough rates, and were significantly less likely to be hospitalized. Omicron patients required less intense respiratory support and had a shorter length of hospital stay, consistent with on average decreased disease severity. Two patients with Omicron stealth sublineage BA.2 also were identified. The data document the unusually rapid spread and increased occurrence of COVID-19 caused by the Omicron variant in metropolitan Houston, Texas, and address the lack of information about disease character among US patients.
Collapse
Affiliation(s)
- Paul A Christensen
- Laboratory of Molecular and Translational Human Infectious Diseases Research, Houston Methodist Hospital, Houston, Texas; Laboratory of Antibody Discovery and Accelerated Protein Therapeutics, Center for Infectious Diseases, Houston Methodist Research Institute and Department of Pathology and Genomic Medicine, Houston Methodist Hospital, Houston, Texas; Department of Pathology and Laboratory Medicine, Weill Cornell Medical College, New York, New York
| | - Randall J Olsen
- Laboratory of Molecular and Translational Human Infectious Diseases Research, Houston Methodist Hospital, Houston, Texas; Laboratory of Antibody Discovery and Accelerated Protein Therapeutics, Center for Infectious Diseases, Houston Methodist Research Institute and Department of Pathology and Genomic Medicine, Houston Methodist Hospital, Houston, Texas; Department of Pathology and Laboratory Medicine, Weill Cornell Medical College, New York, New York
| | - S Wesley Long
- Laboratory of Molecular and Translational Human Infectious Diseases Research, Houston Methodist Hospital, Houston, Texas; Laboratory of Antibody Discovery and Accelerated Protein Therapeutics, Center for Infectious Diseases, Houston Methodist Research Institute and Department of Pathology and Genomic Medicine, Houston Methodist Hospital, Houston, Texas; Department of Pathology and Laboratory Medicine, Weill Cornell Medical College, New York, New York
| | - Richard Snehal
- Laboratory of Molecular and Translational Human Infectious Diseases Research, Houston Methodist Hospital, Houston, Texas
| | - James J Davis
- Consortium for Advanced Science and Engineering, University of Chicago, Chicago, Illinois; Computing, Environment and Life Sciences, Argonne National Laboratory, Lemont, Illinois
| | - Matthew Ojeda Saavedra
- Laboratory of Molecular and Translational Human Infectious Diseases Research, Houston Methodist Hospital, Houston, Texas
| | - Kristina Reppond
- Laboratory of Molecular and Translational Human Infectious Diseases Research, Houston Methodist Hospital, Houston, Texas
| | - Madison N Shyer
- Laboratory of Molecular and Translational Human Infectious Diseases Research, Houston Methodist Hospital, Houston, Texas
| | - Jessica Cambric
- Laboratory of Molecular and Translational Human Infectious Diseases Research, Houston Methodist Hospital, Houston, Texas
| | - Ryan Gadd
- Laboratory of Molecular and Translational Human Infectious Diseases Research, Houston Methodist Hospital, Houston, Texas
| | - Rashi M Thakur
- Laboratory of Molecular and Translational Human Infectious Diseases Research, Houston Methodist Hospital, Houston, Texas
| | - Akanksha Batajoo
- Laboratory of Molecular and Translational Human Infectious Diseases Research, Houston Methodist Hospital, Houston, Texas
| | - Regan Mangham
- Laboratory of Molecular and Translational Human Infectious Diseases Research, Houston Methodist Hospital, Houston, Texas
| | - Sindy Pena
- Laboratory of Molecular and Translational Human Infectious Diseases Research, Houston Methodist Hospital, Houston, Texas
| | - Trina Trinh
- Laboratory of Molecular and Translational Human Infectious Diseases Research, Houston Methodist Hospital, Houston, Texas
| | - Jacob C Kinskey
- Laboratory of Molecular and Translational Human Infectious Diseases Research, Houston Methodist Hospital, Houston, Texas
| | - Guy Williams
- Laboratory of Molecular and Translational Human Infectious Diseases Research, Houston Methodist Hospital, Houston, Texas
| | - Robert Olson
- Consortium for Advanced Science and Engineering, University of Chicago, Chicago, Illinois; Computing, Environment and Life Sciences, Argonne National Laboratory, Lemont, Illinois
| | - Jimmy Gollihar
- Laboratory of Antibody Discovery and Accelerated Protein Therapeutics, Center for Infectious Diseases, Houston Methodist Research Institute and Department of Pathology and Genomic Medicine, Houston Methodist Hospital, Houston, Texas
| | - James M Musser
- Laboratory of Molecular and Translational Human Infectious Diseases Research, Houston Methodist Hospital, Houston, Texas; Laboratory of Antibody Discovery and Accelerated Protein Therapeutics, Center for Infectious Diseases, Houston Methodist Research Institute and Department of Pathology and Genomic Medicine, Houston Methodist Hospital, Houston, Texas; Department of Pathology and Laboratory Medicine, Weill Cornell Medical College, New York, New York.
| |
Collapse
|
3
|
Christensen PA, Olsen RJ, Long SW, Subedi S, Davis JJ, Hodjat P, Walley DR, Kinskey JC, Ojeda Saavedra M, Pruitt L, Reppond K, Shyer MN, Cambric J, Gadd R, Thakur RM, Batajoo A, Mangham R, Pena S, Trinh T, Yerramilli P, Nguyen M, Olson R, Snehal R, Gollihar J, Musser JM. Delta Variants of SARS-CoV-2 Cause Significantly Increased Vaccine Breakthrough COVID-19 Cases in Houston, Texas. Am J Pathol 2022. [PMID: 34774517 DOI: 10.1101/2021.07.19.21260808] [Citation(s) in RCA: 13] [Impact Index Per Article: 6.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 05/08/2023]
Abstract
Genetic variants of severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2) have repeatedly altered the course of the coronavirus disease 2019 (COVID-19) pandemic. Delta variants are now the focus of intense international attention because they are causing widespread COVID-19 globally and are associated with vaccine breakthrough cases. We sequenced 16,965 SARS-CoV-2 genomes from samples acquired March 15, 2021, through September 20, 2021, in the Houston Methodist hospital system. This sample represents 91% of all Methodist system COVID-19 patients during the study period. Delta variants increased rapidly from late April onward to cause 99.9% of all COVID-19 cases and spread throughout the Houston metroplex. Compared with all other variants combined, Delta caused a significantly higher rate of vaccine breakthrough cases (23.7% for Delta compared with 6.6% for all other variants combined). Importantly, significantly fewer fully vaccinated individuals required hospitalization. Vaccine breakthrough cases caused by Delta had a low median PCR cycle threshold value (a proxy for high virus load). This value was similar to the median cycle threshold value for unvaccinated patients with COVID-19 caused by Delta variants, suggesting that fully vaccinated individuals can transmit SARS-CoV-2 to others. Patients infected with Alpha and Delta variants had several significant differences. The integrated analysis indicates that vaccines used in the United States are highly effective in decreasing severe COVID-19, hospitalizations, and deaths.
Collapse
Affiliation(s)
- Paul A Christensen
- Laboratory of Human Molecular and Translational Human Infectious Diseases, Center for Infectious Diseases, Houston Methodist Research Institute and Department of Pathology and Genomic Medicine, Houston Methodist Hospital, Houston, Texas; Department of Pathology and Laboratory Medicine, Weill Cornell Medical College, New York, New York
| | - Randall J Olsen
- Laboratory of Human Molecular and Translational Human Infectious Diseases, Center for Infectious Diseases, Houston Methodist Research Institute and Department of Pathology and Genomic Medicine, Houston Methodist Hospital, Houston, Texas; Department of Pathology and Laboratory Medicine, Weill Cornell Medical College, New York, New York
| | - S Wesley Long
- Laboratory of Human Molecular and Translational Human Infectious Diseases, Center for Infectious Diseases, Houston Methodist Research Institute and Department of Pathology and Genomic Medicine, Houston Methodist Hospital, Houston, Texas; Department of Pathology and Laboratory Medicine, Weill Cornell Medical College, New York, New York
| | - Sishir Subedi
- Laboratory of Human Molecular and Translational Human Infectious Diseases, Center for Infectious Diseases, Houston Methodist Research Institute and Department of Pathology and Genomic Medicine, Houston Methodist Hospital, Houston, Texas
| | - James J Davis
- Consortium for Advanced Science and Engineering, The University of Chicago, Chicago, Illinois; Computing, Environment and Life Sciences, Argonne National Laboratory, Lemont, Illinois
| | - Parsa Hodjat
- Laboratory of Human Molecular and Translational Human Infectious Diseases, Center for Infectious Diseases, Houston Methodist Research Institute and Department of Pathology and Genomic Medicine, Houston Methodist Hospital, Houston, Texas
| | - Debbie R Walley
- Laboratory of Human Molecular and Translational Human Infectious Diseases, Center for Infectious Diseases, Houston Methodist Research Institute and Department of Pathology and Genomic Medicine, Houston Methodist Hospital, Houston, Texas
| | - Jacob C Kinskey
- Laboratory of Human Molecular and Translational Human Infectious Diseases, Center for Infectious Diseases, Houston Methodist Research Institute and Department of Pathology and Genomic Medicine, Houston Methodist Hospital, Houston, Texas
| | - Matthew Ojeda Saavedra
- Laboratory of Human Molecular and Translational Human Infectious Diseases, Center for Infectious Diseases, Houston Methodist Research Institute and Department of Pathology and Genomic Medicine, Houston Methodist Hospital, Houston, Texas
| | - Layne Pruitt
- Laboratory of Human Molecular and Translational Human Infectious Diseases, Center for Infectious Diseases, Houston Methodist Research Institute and Department of Pathology and Genomic Medicine, Houston Methodist Hospital, Houston, Texas
| | - Kristina Reppond
- Laboratory of Human Molecular and Translational Human Infectious Diseases, Center for Infectious Diseases, Houston Methodist Research Institute and Department of Pathology and Genomic Medicine, Houston Methodist Hospital, Houston, Texas
| | - Madison N Shyer
- Laboratory of Human Molecular and Translational Human Infectious Diseases, Center for Infectious Diseases, Houston Methodist Research Institute and Department of Pathology and Genomic Medicine, Houston Methodist Hospital, Houston, Texas
| | - Jessica Cambric
- Laboratory of Human Molecular and Translational Human Infectious Diseases, Center for Infectious Diseases, Houston Methodist Research Institute and Department of Pathology and Genomic Medicine, Houston Methodist Hospital, Houston, Texas
| | - Ryan Gadd
- Laboratory of Human Molecular and Translational Human Infectious Diseases, Center for Infectious Diseases, Houston Methodist Research Institute and Department of Pathology and Genomic Medicine, Houston Methodist Hospital, Houston, Texas
| | - Rashi M Thakur
- Laboratory of Human Molecular and Translational Human Infectious Diseases, Center for Infectious Diseases, Houston Methodist Research Institute and Department of Pathology and Genomic Medicine, Houston Methodist Hospital, Houston, Texas
| | - Akanksha Batajoo
- Laboratory of Human Molecular and Translational Human Infectious Diseases, Center for Infectious Diseases, Houston Methodist Research Institute and Department of Pathology and Genomic Medicine, Houston Methodist Hospital, Houston, Texas
| | - Regan Mangham
- Laboratory of Human Molecular and Translational Human Infectious Diseases, Center for Infectious Diseases, Houston Methodist Research Institute and Department of Pathology and Genomic Medicine, Houston Methodist Hospital, Houston, Texas
| | - Sindy Pena
- Laboratory of Human Molecular and Translational Human Infectious Diseases, Center for Infectious Diseases, Houston Methodist Research Institute and Department of Pathology and Genomic Medicine, Houston Methodist Hospital, Houston, Texas
| | - Trina Trinh
- Laboratory of Human Molecular and Translational Human Infectious Diseases, Center for Infectious Diseases, Houston Methodist Research Institute and Department of Pathology and Genomic Medicine, Houston Methodist Hospital, Houston, Texas
| | - Prasanti Yerramilli
- Laboratory of Human Molecular and Translational Human Infectious Diseases, Center for Infectious Diseases, Houston Methodist Research Institute and Department of Pathology and Genomic Medicine, Houston Methodist Hospital, Houston, Texas
| | - Marcus Nguyen
- Consortium for Advanced Science and Engineering, The University of Chicago, Chicago, Illinois; Computing, Environment and Life Sciences, Argonne National Laboratory, Lemont, Illinois
| | - Robert Olson
- Consortium for Advanced Science and Engineering, The University of Chicago, Chicago, Illinois; Computing, Environment and Life Sciences, Argonne National Laboratory, Lemont, Illinois
| | - Richard Snehal
- Laboratory of Human Molecular and Translational Human Infectious Diseases, Center for Infectious Diseases, Houston Methodist Research Institute and Department of Pathology and Genomic Medicine, Houston Methodist Hospital, Houston, Texas
| | - Jimmy Gollihar
- Laboratory of Human Molecular and Translational Human Infectious Diseases, Center for Infectious Diseases, Houston Methodist Research Institute and Department of Pathology and Genomic Medicine, Houston Methodist Hospital, Houston, Texas; DEVCOM Army Research Laboratory-South, Austin, Texas
| | - James M Musser
- Laboratory of Human Molecular and Translational Human Infectious Diseases, Center for Infectious Diseases, Houston Methodist Research Institute and Department of Pathology and Genomic Medicine, Houston Methodist Hospital, Houston, Texas; Department of Pathology and Laboratory Medicine, Weill Cornell Medical College, New York, New York.
| |
Collapse
|
4
|
Christensen PA, Olsen RJ, Long SW, Subedi S, Davis JJ, Hodjat P, Walley DR, Kinskey JC, Ojeda Saavedra M, Pruitt L, Reppond K, Shyer MN, Cambric J, Gadd R, Thakur RM, Batajoo A, Mangham R, Pena S, Trinh T, Yerramilli P, Nguyen M, Olson R, Snehal R, Gollihar J, Musser JM. Delta Variants of SARS-CoV-2 Cause Significantly Increased Vaccine Breakthrough COVID-19 Cases in Houston, Texas. Am J Pathol 2022; 192:320-331. [PMID: 34774517 PMCID: PMC8580569 DOI: 10.1016/j.ajpath.2021.10.019] [Citation(s) in RCA: 58] [Impact Index Per Article: 29.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 09/04/2021] [Revised: 10/21/2021] [Accepted: 10/26/2021] [Indexed: 11/18/2022]
Abstract
Genetic variants of severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2) have repeatedly altered the course of the coronavirus disease 2019 (COVID-19) pandemic. Delta variants are now the focus of intense international attention because they are causing widespread COVID-19 globally and are associated with vaccine breakthrough cases. We sequenced 16,965 SARS-CoV-2 genomes from samples acquired March 15, 2021, through September 20, 2021, in the Houston Methodist hospital system. This sample represents 91% of all Methodist system COVID-19 patients during the study period. Delta variants increased rapidly from late April onward to cause 99.9% of all COVID-19 cases and spread throughout the Houston metroplex. Compared with all other variants combined, Delta caused a significantly higher rate of vaccine breakthrough cases (23.7% for Delta compared with 6.6% for all other variants combined). Importantly, significantly fewer fully vaccinated individuals required hospitalization. Vaccine breakthrough cases caused by Delta had a low median PCR cycle threshold value (a proxy for high virus load). This value was similar to the median cycle threshold value for unvaccinated patients with COVID-19 caused by Delta variants, suggesting that fully vaccinated individuals can transmit SARS-CoV-2 to others. Patients infected with Alpha and Delta variants had several significant differences. The integrated analysis indicates that vaccines used in the United States are highly effective in decreasing severe COVID-19, hospitalizations, and deaths.
Collapse
Affiliation(s)
- Paul A Christensen
- Laboratory of Human Molecular and Translational Human Infectious Diseases, Center for Infectious Diseases, Houston Methodist Research Institute and Department of Pathology and Genomic Medicine, Houston Methodist Hospital, Houston, Texas; Department of Pathology and Laboratory Medicine, Weill Cornell Medical College, New York, New York
| | - Randall J Olsen
- Laboratory of Human Molecular and Translational Human Infectious Diseases, Center for Infectious Diseases, Houston Methodist Research Institute and Department of Pathology and Genomic Medicine, Houston Methodist Hospital, Houston, Texas; Department of Pathology and Laboratory Medicine, Weill Cornell Medical College, New York, New York
| | - S Wesley Long
- Laboratory of Human Molecular and Translational Human Infectious Diseases, Center for Infectious Diseases, Houston Methodist Research Institute and Department of Pathology and Genomic Medicine, Houston Methodist Hospital, Houston, Texas; Department of Pathology and Laboratory Medicine, Weill Cornell Medical College, New York, New York
| | - Sishir Subedi
- Laboratory of Human Molecular and Translational Human Infectious Diseases, Center for Infectious Diseases, Houston Methodist Research Institute and Department of Pathology and Genomic Medicine, Houston Methodist Hospital, Houston, Texas
| | - James J Davis
- Consortium for Advanced Science and Engineering, The University of Chicago, Chicago, Illinois; Computing, Environment and Life Sciences, Argonne National Laboratory, Lemont, Illinois
| | - Parsa Hodjat
- Laboratory of Human Molecular and Translational Human Infectious Diseases, Center for Infectious Diseases, Houston Methodist Research Institute and Department of Pathology and Genomic Medicine, Houston Methodist Hospital, Houston, Texas
| | - Debbie R Walley
- Laboratory of Human Molecular and Translational Human Infectious Diseases, Center for Infectious Diseases, Houston Methodist Research Institute and Department of Pathology and Genomic Medicine, Houston Methodist Hospital, Houston, Texas
| | - Jacob C Kinskey
- Laboratory of Human Molecular and Translational Human Infectious Diseases, Center for Infectious Diseases, Houston Methodist Research Institute and Department of Pathology and Genomic Medicine, Houston Methodist Hospital, Houston, Texas
| | - Matthew Ojeda Saavedra
- Laboratory of Human Molecular and Translational Human Infectious Diseases, Center for Infectious Diseases, Houston Methodist Research Institute and Department of Pathology and Genomic Medicine, Houston Methodist Hospital, Houston, Texas
| | - Layne Pruitt
- Laboratory of Human Molecular and Translational Human Infectious Diseases, Center for Infectious Diseases, Houston Methodist Research Institute and Department of Pathology and Genomic Medicine, Houston Methodist Hospital, Houston, Texas
| | - Kristina Reppond
- Laboratory of Human Molecular and Translational Human Infectious Diseases, Center for Infectious Diseases, Houston Methodist Research Institute and Department of Pathology and Genomic Medicine, Houston Methodist Hospital, Houston, Texas
| | - Madison N Shyer
- Laboratory of Human Molecular and Translational Human Infectious Diseases, Center for Infectious Diseases, Houston Methodist Research Institute and Department of Pathology and Genomic Medicine, Houston Methodist Hospital, Houston, Texas
| | - Jessica Cambric
- Laboratory of Human Molecular and Translational Human Infectious Diseases, Center for Infectious Diseases, Houston Methodist Research Institute and Department of Pathology and Genomic Medicine, Houston Methodist Hospital, Houston, Texas
| | - Ryan Gadd
- Laboratory of Human Molecular and Translational Human Infectious Diseases, Center for Infectious Diseases, Houston Methodist Research Institute and Department of Pathology and Genomic Medicine, Houston Methodist Hospital, Houston, Texas
| | - Rashi M Thakur
- Laboratory of Human Molecular and Translational Human Infectious Diseases, Center for Infectious Diseases, Houston Methodist Research Institute and Department of Pathology and Genomic Medicine, Houston Methodist Hospital, Houston, Texas
| | - Akanksha Batajoo
- Laboratory of Human Molecular and Translational Human Infectious Diseases, Center for Infectious Diseases, Houston Methodist Research Institute and Department of Pathology and Genomic Medicine, Houston Methodist Hospital, Houston, Texas
| | - Regan Mangham
- Laboratory of Human Molecular and Translational Human Infectious Diseases, Center for Infectious Diseases, Houston Methodist Research Institute and Department of Pathology and Genomic Medicine, Houston Methodist Hospital, Houston, Texas
| | - Sindy Pena
- Laboratory of Human Molecular and Translational Human Infectious Diseases, Center for Infectious Diseases, Houston Methodist Research Institute and Department of Pathology and Genomic Medicine, Houston Methodist Hospital, Houston, Texas
| | - Trina Trinh
- Laboratory of Human Molecular and Translational Human Infectious Diseases, Center for Infectious Diseases, Houston Methodist Research Institute and Department of Pathology and Genomic Medicine, Houston Methodist Hospital, Houston, Texas
| | - Prasanti Yerramilli
- Laboratory of Human Molecular and Translational Human Infectious Diseases, Center for Infectious Diseases, Houston Methodist Research Institute and Department of Pathology and Genomic Medicine, Houston Methodist Hospital, Houston, Texas
| | - Marcus Nguyen
- Consortium for Advanced Science and Engineering, The University of Chicago, Chicago, Illinois; Computing, Environment and Life Sciences, Argonne National Laboratory, Lemont, Illinois
| | - Robert Olson
- Consortium for Advanced Science and Engineering, The University of Chicago, Chicago, Illinois; Computing, Environment and Life Sciences, Argonne National Laboratory, Lemont, Illinois
| | - Richard Snehal
- Laboratory of Human Molecular and Translational Human Infectious Diseases, Center for Infectious Diseases, Houston Methodist Research Institute and Department of Pathology and Genomic Medicine, Houston Methodist Hospital, Houston, Texas
| | - Jimmy Gollihar
- Laboratory of Human Molecular and Translational Human Infectious Diseases, Center for Infectious Diseases, Houston Methodist Research Institute and Department of Pathology and Genomic Medicine, Houston Methodist Hospital, Houston, Texas; DEVCOM Army Research Laboratory-South, Austin, Texas
| | - James M Musser
- Laboratory of Human Molecular and Translational Human Infectious Diseases, Center for Infectious Diseases, Houston Methodist Research Institute and Department of Pathology and Genomic Medicine, Houston Methodist Hospital, Houston, Texas; Department of Pathology and Laboratory Medicine, Weill Cornell Medical College, New York, New York.
| |
Collapse
|
5
|
Olsen RJ, Christensen PA, Long SW, Subedi S, Hodjat P, Olson R, Nguyen M, Davis JJ, Yerramilli P, Saavedra MO, Pruitt L, Reppond K, Shyer MN, Cambric J, Gadd R, Thakur RM, Batajoo A, Finkelstein IJ, Gollihar J, Musser JM. Trajectory of Growth of Severe Acute Respiratory Syndrome Coronavirus 2 (SARS-CoV-2) Variants in Houston, Texas, January through May 2021, Based on 12,476 Genome Sequences. Am J Pathol 2021; 191:1754-1773. [PMID: 34303698 PMCID: PMC8299152 DOI: 10.1016/j.ajpath.2021.07.002] [Citation(s) in RCA: 20] [Impact Index Per Article: 6.7] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 06/11/2021] [Revised: 06/30/2021] [Accepted: 07/02/2021] [Indexed: 12/13/2022]
Abstract
Certain genetic variants of severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2) are of substantial concern because they may be more transmissible or detrimentally alter the pandemic course and disease features in individual patients. SARS-CoV-2 genome sequences from 12,476 patients in the Houston Methodist health care system diagnosed from January 1 through May 31, 2021 are reported here. Prevalence of the B.1.1.7 (Alpha) variant increased rapidly and caused 63% to 90% of new cases in the latter half of May. Eleven B.1.1.7 genomes had an E484K replacement in spike protein, a change also identified in other SARS-CoV-2 lineages. Compared with non-B.1.1.7-infected patients, individuals with B.1.1.7 had a significantly lower cycle threshold (a proxy for higher virus load) and significantly higher hospitalization rate. Other variants [eg, B.1.429 and B.1.427 (Epsilon), P.1 (Gamma), P.2 (Zeta), and R.1] also increased rapidly, although the magnitude was less than that in B.1.1.7. Twenty-two patients infected with B.1.617.1 (Kappa) or B.1.617.2 (Delta) variants had a high rate of hospitalization. Breakthrough cases (n = 207) in fully vaccinated patients were caused by a heterogeneous array of virus genotypes, including many not currently designated variants of interest or concern. In the aggregate, this study delineates the trajectory of SARS-CoV-2 variants circulating in a major metropolitan area, documents B.1.1.7 as the major cause of new cases in Houston, TX, and heralds the arrival of B.1.617 variants in the metroplex.
Collapse
Affiliation(s)
- Randall J Olsen
- Center for Molecular and Translational Human Infectious Diseases Research, Department of Pathology and Genomic Medicine, Houston Methodist Research Institute and Houston Methodist Hospital, Houston, Texas; Departments of Pathology and Laboratory Medicine, and Microbiology and Immunology, Weill Cornell Medical College, New York, New York
| | - Paul A Christensen
- Center for Molecular and Translational Human Infectious Diseases Research, Department of Pathology and Genomic Medicine, Houston Methodist Research Institute and Houston Methodist Hospital, Houston, Texas
| | - S Wesley Long
- Center for Molecular and Translational Human Infectious Diseases Research, Department of Pathology and Genomic Medicine, Houston Methodist Research Institute and Houston Methodist Hospital, Houston, Texas; Departments of Pathology and Laboratory Medicine, and Microbiology and Immunology, Weill Cornell Medical College, New York, New York
| | - Sishir Subedi
- Center for Molecular and Translational Human Infectious Diseases Research, Department of Pathology and Genomic Medicine, Houston Methodist Research Institute and Houston Methodist Hospital, Houston, Texas
| | - Parsa Hodjat
- Center for Molecular and Translational Human Infectious Diseases Research, Department of Pathology and Genomic Medicine, Houston Methodist Research Institute and Houston Methodist Hospital, Houston, Texas
| | - Robert Olson
- Consortium for Advanced Science and Engineering, University of Chicago, Chicago, Illinois; Computing, Environment and Life Sciences, Argonne National Laboratory, Lemont, Illinois
| | - Marcus Nguyen
- Consortium for Advanced Science and Engineering, University of Chicago, Chicago, Illinois; Computing, Environment and Life Sciences, Argonne National Laboratory, Lemont, Illinois
| | - James J Davis
- Consortium for Advanced Science and Engineering, University of Chicago, Chicago, Illinois; Computing, Environment and Life Sciences, Argonne National Laboratory, Lemont, Illinois
| | - Prasanti Yerramilli
- Center for Molecular and Translational Human Infectious Diseases Research, Department of Pathology and Genomic Medicine, Houston Methodist Research Institute and Houston Methodist Hospital, Houston, Texas
| | - Matthew O Saavedra
- Center for Molecular and Translational Human Infectious Diseases Research, Department of Pathology and Genomic Medicine, Houston Methodist Research Institute and Houston Methodist Hospital, Houston, Texas
| | - Layne Pruitt
- Center for Molecular and Translational Human Infectious Diseases Research, Department of Pathology and Genomic Medicine, Houston Methodist Research Institute and Houston Methodist Hospital, Houston, Texas
| | - Kristina Reppond
- Center for Molecular and Translational Human Infectious Diseases Research, Department of Pathology and Genomic Medicine, Houston Methodist Research Institute and Houston Methodist Hospital, Houston, Texas
| | - Madison N Shyer
- Center for Molecular and Translational Human Infectious Diseases Research, Department of Pathology and Genomic Medicine, Houston Methodist Research Institute and Houston Methodist Hospital, Houston, Texas
| | - Jessica Cambric
- Center for Molecular and Translational Human Infectious Diseases Research, Department of Pathology and Genomic Medicine, Houston Methodist Research Institute and Houston Methodist Hospital, Houston, Texas
| | - Ryan Gadd
- Center for Molecular and Translational Human Infectious Diseases Research, Department of Pathology and Genomic Medicine, Houston Methodist Research Institute and Houston Methodist Hospital, Houston, Texas
| | - Rashi M Thakur
- Center for Molecular and Translational Human Infectious Diseases Research, Department of Pathology and Genomic Medicine, Houston Methodist Research Institute and Houston Methodist Hospital, Houston, Texas
| | - Akanksha Batajoo
- Center for Molecular and Translational Human Infectious Diseases Research, Department of Pathology and Genomic Medicine, Houston Methodist Research Institute and Houston Methodist Hospital, Houston, Texas
| | - Ilya J Finkelstein
- Department of Molecular Biosciences and Institute of Molecular Biosciences, The University of Texas at Austin, Austin, Texas
| | - Jimmy Gollihar
- Center for Molecular and Translational Human Infectious Diseases Research, Department of Pathology and Genomic Medicine, Houston Methodist Research Institute and Houston Methodist Hospital, Houston, Texas; Combat Capabilities Development Command (CCDC) Army Research Laboratory-South, University of Texas, Austin, Texas
| | - James M Musser
- Center for Molecular and Translational Human Infectious Diseases Research, Department of Pathology and Genomic Medicine, Houston Methodist Research Institute and Houston Methodist Hospital, Houston, Texas; Departments of Pathology and Laboratory Medicine, and Microbiology and Immunology, Weill Cornell Medical College, New York, New York.
| |
Collapse
|
6
|
Long SW, Olsen RJ, Christensen PA, Subedi S, Olson R, Davis JJ, Saavedra MO, Yerramilli P, Pruitt L, Reppond K, Shyer MN, Cambric J, Finkelstein IJ, Gollihar J, Musser JM. Sequence Analysis of 20,453 Severe Acute Respiratory Syndrome Coronavirus 2 Genomes from the Houston Metropolitan Area Identifies the Emergence and Widespread Distribution of Multiple Isolates of All Major Variants of Concern. Am J Pathol 2021; 191:983-992. [PMID: 33741335 PMCID: PMC7962948 DOI: 10.1016/j.ajpath.2021.03.004] [Citation(s) in RCA: 32] [Impact Index Per Article: 10.7] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 02/23/2021] [Revised: 03/07/2021] [Accepted: 03/08/2021] [Indexed: 12/13/2022]
Abstract
Since the beginning of the severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2) pandemic, there has been international concern about the emergence of virus variants with mutations that increase transmissibility, enhance escape from the human immune response, or otherwise alter biologically important phenotypes. In late 2020, several variants of concern emerged globally, including the UK variant (B.1.1.7), the South Africa variant (B.1.351), Brazil variants (P.1 and P.2), and two related California variants of interest (B.1.429 and B.1.427). These variants are believed to have enhanced transmissibility. For the South Africa and Brazil variants, there is evidence that mutations in spike protein permit it to escape from some vaccines and therapeutic monoclonal antibodies. On the basis of our extensive genome sequencing program involving 20,453 coronavirus disease 2019 patient samples collected from March 2020 to February 2021, we report identification of all six of these SARS-CoV-2 variants among Houston Methodist Hospital (Houston, TX) patients residing in the greater metropolitan area. Although these variants are currently at relatively low frequency (aggregate of 1.1%) in the population, they are geographically widespread. Houston is the first city in the United States in which active circulation of all six current variants of concern has been documented by genome sequencing. As vaccine deployment accelerates, increased genomic surveillance of SARS-CoV-2 is essential to understanding the presence, frequency, and medical impact of consequential variants and their patterns and trajectory of dissemination.
Collapse
Affiliation(s)
- S Wesley Long
- Center for Molecular and Translational Human Infectious Diseases Research, Department of Pathology and Genomic Medicine, Houston Methodist Research Institute and Houston Methodist Hospital, Houston, Texas; Departments of Pathology and Laboratory Medicine, and Microbiology and Immunology, Weill Cornell Medical College, New York, New York
| | - Randall J Olsen
- Center for Molecular and Translational Human Infectious Diseases Research, Department of Pathology and Genomic Medicine, Houston Methodist Research Institute and Houston Methodist Hospital, Houston, Texas; Departments of Pathology and Laboratory Medicine, and Microbiology and Immunology, Weill Cornell Medical College, New York, New York
| | - Paul A Christensen
- Center for Molecular and Translational Human Infectious Diseases Research, Department of Pathology and Genomic Medicine, Houston Methodist Research Institute and Houston Methodist Hospital, Houston, Texas
| | - Sishir Subedi
- Center for Molecular and Translational Human Infectious Diseases Research, Department of Pathology and Genomic Medicine, Houston Methodist Research Institute and Houston Methodist Hospital, Houston, Texas
| | - Robert Olson
- Consortium for Advanced Science and Engineering, 22 University of Chicago, Chicago, Illinois; Computing, Environment and Life Sciences, Argonne National Laboratory, Lemont, Illinois
| | - James J Davis
- Consortium for Advanced Science and Engineering, 22 University of Chicago, Chicago, Illinois; Computing, Environment and Life Sciences, Argonne National Laboratory, Lemont, Illinois
| | - Matthew Ojeda Saavedra
- Center for Molecular and Translational Human Infectious Diseases Research, Department of Pathology and Genomic Medicine, Houston Methodist Research Institute and Houston Methodist Hospital, Houston, Texas
| | - Prasanti Yerramilli
- Center for Molecular and Translational Human Infectious Diseases Research, Department of Pathology and Genomic Medicine, Houston Methodist Research Institute and Houston Methodist Hospital, Houston, Texas
| | - Layne Pruitt
- Center for Molecular and Translational Human Infectious Diseases Research, Department of Pathology and Genomic Medicine, Houston Methodist Research Institute and Houston Methodist Hospital, Houston, Texas
| | - Kristina Reppond
- Center for Molecular and Translational Human Infectious Diseases Research, Department of Pathology and Genomic Medicine, Houston Methodist Research Institute and Houston Methodist Hospital, Houston, Texas
| | - Madison N Shyer
- Center for Molecular and Translational Human Infectious Diseases Research, Department of Pathology and Genomic Medicine, Houston Methodist Research Institute and Houston Methodist Hospital, Houston, Texas
| | - Jessica Cambric
- Center for Molecular and Translational Human Infectious Diseases Research, Department of Pathology and Genomic Medicine, Houston Methodist Research Institute and Houston Methodist Hospital, Houston, Texas
| | - Ilya J Finkelstein
- Department of Molecular Biosciences and Institute of Molecular Biosciences, The University of Texas at Austin, Austin, Texas
| | - Jimmy Gollihar
- Center for Molecular and Translational Human Infectious Diseases Research, Department of Pathology and Genomic Medicine, Houston Methodist Research Institute and Houston Methodist Hospital, Houston, Texas; CCDC Army Research Laboratory-South, University of Texas, Austin, Texas
| | - James M Musser
- Center for Molecular and Translational Human Infectious Diseases Research, Department of Pathology and Genomic Medicine, Houston Methodist Research Institute and Houston Methodist Hospital, Houston, Texas; Departments of Pathology and Laboratory Medicine, and Microbiology and Immunology, Weill Cornell Medical College, New York, New York.
| |
Collapse
|
7
|
Salazar E, Christensen PA, Graviss EA, Nguyen DT, Castillo B, Chen J, Lopez BV, Eagar TN, Yi X, Zhao P, Rogers J, Shehabeldin A, Joseph D, Masud F, Leveque C, Olsen RJ, Bernard DW, Gollihar J, Musser JM. Significantly Decreased Mortality in a Large Cohort of Coronavirus Disease 2019 (COVID-19) Patients Transfused Early with Convalescent Plasma Containing High-Titer Anti-Severe Acute Respiratory Syndrome Coronavirus 2 (SARS-CoV-2) Spike Protein IgG. Am J Pathol 2021; 191:90-107. [PMID: 33157066 PMCID: PMC7609241 DOI: 10.1016/j.ajpath.2020.10.008] [Citation(s) in RCA: 108] [Impact Index Per Article: 36.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 10/02/2020] [Revised: 10/23/2020] [Accepted: 10/28/2020] [Indexed: 01/29/2023]
Abstract
Coronavirus disease 2019 (COVID-19) convalescent plasma has emerged as a promising therapy and has been granted Emergency Use Authorization by the US Food and Drug Administration for hospitalized COVID-19 patients. We recently reported results from interim analysis of a propensity score-matched study suggesting that early treatment of COVID-19 patients with convalescent plasma containing high-titer anti-spike protein receptor binding domain (RBD) IgG significantly decreases mortality. We herein present results from a 60-day follow-up of a cohort of 351 transfused hospitalized patients. Prospective determination of enzyme-linked immunosorbent assay anti-RBD IgG titer facilitated selection and transfusion of the highest titer units available. Retrospective analysis by the Ortho VITROS IgG assay revealed a median signal/cutoff ratio of 24.0 for transfused units, a value far exceeding the recent US Food and Drug Administration-required cutoff of 12.0 for designation of high-titer convalescent plasma. With respect to altering mortality, our analysis identified an optimal window of 44 hours after hospitalization for transfusing COVID-19 patients with high-titer convalescent plasma. In the aggregate, the analysis confirms and extends our previous preliminary finding that transfusion of COVID-19 patients soon after hospitalization with high-titer anti-spike protein RBD IgG present in convalescent plasma significantly reduces mortality.
Collapse
Affiliation(s)
- Eric Salazar
- Department of Pathology and Genomic Medicine, Houston Methodist Hospital, Houston, Texas; Department of Pathology and Laboratory Medicine, Weill Cornell Medical College, New York, New York
| | - Paul A Christensen
- Department of Pathology and Genomic Medicine, Houston Methodist Hospital, Houston, Texas
| | - Edward A Graviss
- Department of Pathology and Genomic Medicine, Houston Methodist Hospital, Houston, Texas; Center for Molecular and Translational Human Infectious Diseases, Houston Methodist Research Institute, Houston, Texas
| | - Duc T Nguyen
- Center for Molecular and Translational Human Infectious Diseases, Houston Methodist Research Institute, Houston, Texas
| | - Brian Castillo
- Department of Pathology and Genomic Medicine, Houston Methodist Hospital, Houston, Texas
| | - Jian Chen
- Department of Pathology and Genomic Medicine, Houston Methodist Hospital, Houston, Texas
| | - Bevin V Lopez
- Academic Office of Clinical Trials, Houston Methodist Research Institute, Houston, Texas
| | - Todd N Eagar
- Department of Pathology and Genomic Medicine, Houston Methodist Hospital, Houston, Texas; Department of Pathology and Laboratory Medicine, Weill Cornell Medical College, New York, New York
| | - Xin Yi
- Department of Pathology and Genomic Medicine, Houston Methodist Hospital, Houston, Texas; Department of Pathology and Laboratory Medicine, Weill Cornell Medical College, New York, New York
| | - Picheng Zhao
- Department of Pathology and Genomic Medicine, Houston Methodist Hospital, Houston, Texas
| | - John Rogers
- Department of Pathology and Genomic Medicine, Houston Methodist Hospital, Houston, Texas
| | - Ahmed Shehabeldin
- Department of Pathology and Genomic Medicine, Houston Methodist Hospital, Houston, Texas
| | - David Joseph
- Department of Pathology and Genomic Medicine, Houston Methodist Hospital, Houston, Texas
| | - Faisal Masud
- Department of Anesthesiology and Critical Care, Houston Methodist Hospital, Houston, Texas
| | - Christopher Leveque
- Department of Pathology and Genomic Medicine, Houston Methodist Hospital, Houston, Texas
| | - Randall J Olsen
- Department of Pathology and Genomic Medicine, Houston Methodist Hospital, Houston, Texas; Department of Pathology and Laboratory Medicine, Weill Cornell Medical College, New York, New York; Center for Molecular and Translational Human Infectious Diseases, Houston Methodist Research Institute, Houston, Texas
| | - David W Bernard
- Department of Pathology and Genomic Medicine, Houston Methodist Hospital, Houston, Texas; Department of Pathology and Laboratory Medicine, Weill Cornell Medical College, New York, New York
| | - Jimmy Gollihar
- The Combat Capabilities Development Command Army Research Laboratory-South, University of Texas at Austin, Austin, Texas
| | - James M Musser
- Department of Pathology and Genomic Medicine, Houston Methodist Hospital, Houston, Texas; Department of Pathology and Laboratory Medicine, Weill Cornell Medical College, New York, New York; Center for Molecular and Translational Human Infectious Diseases, Houston Methodist Research Institute, Houston, Texas.
| |
Collapse
|
8
|
Salazar E, Kuchipudi SV, Christensen PA, Eagar T, Yi X, Zhao P, Jin Z, Long SW, Olsen RJ, Chen J, Castillo B, Leveque C, Towers D, Lavinder J, Gollihar J, Cardona J, Ippolito G, Nissly R, Bird I, Greenawalt D, Rossi RM, Gontu A, Srinivasan S, Poojary I, Cattadori IM, Hudson PJ, Josleyn NM, Prugar L, Huie K, Herbert A, Bernard DW, Dye JM, Kapur V, Musser JM. Convalescent plasma anti-SARS-CoV-2 spike protein ectodomain and receptor-binding domain IgG correlate with virus neutralization. J Clin Invest 2020; 130:6728-6738. [PMID: 32910806 PMCID: PMC7685744 DOI: 10.1172/jci141206] [Citation(s) in RCA: 134] [Impact Index Per Article: 33.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/09/2020] [Accepted: 09/02/2020] [Indexed: 12/13/2022] Open
Abstract
The newly emerged severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2) highlights the urgent need for assays that detect protective levels of neutralizing antibodies. We studied the relationship among anti-spike ectodomain (anti-ECD), anti-receptor-binding domain (anti-RBD) IgG titers, and SARS-CoV-2 virus neutralization (VN) titers generated by 2 in vitro assays using convalescent plasma samples from 68 patients with COVID-19. We report a strong positive correlation between both plasma anti-RBD and anti-ECD IgG titers and in vitro VN titers. The probability of a VN titer of ≥160, the FDA-recommended level for convalescent plasma used for COVID-19 treatment, was ≥80% when anti-RBD or anti-ECD titers were ≥1:1350. Of all donors, 37% lacked VN titers of ≥160. Dyspnea, hospitalization, and disease severity were significantly associated with higher VN titer. Frequent donation of convalescent plasma did not significantly decrease VN or IgG titers. Analysis of 2814 asymptomatic adults found 73 individuals with anti-ECD IgG titers of ≥1:50 and strong positive correlation with anti-RBD and VN titers. Fourteen of these individuals had VN titers of ≥1:160, and all of them had anti-RBD titers of ≥1:1350. We conclude that anti-RBD or anti-ECD IgG titers can serve as a surrogate for VN titers to identify suitable plasma donors. Plasma anti-RBD or anti-ECD titers of ≥1:1350 may provide critical information about protection against COVID-19 disease.
Collapse
Affiliation(s)
- Eric Salazar
- Department of Pathology and Genomic Medicine, Houston Methodist Hospital, Houston, Texas, USA
- Department of Pathology and Laboratory Medicine, Weill Cornell Medical College, New York, New York, USA
| | - Suresh V. Kuchipudi
- Penn State Animal Diagnostic Laboratory, Department of Veterinary and Biomedical Sciences, and
- Center for Infectious Disease Dynamics, Pennsylvania State University, University Park, Pennsylvania, USA
| | - Paul A. Christensen
- Department of Pathology and Genomic Medicine, Houston Methodist Hospital, Houston, Texas, USA
| | - Todd Eagar
- Department of Pathology and Genomic Medicine, Houston Methodist Hospital, Houston, Texas, USA
- Department of Pathology and Laboratory Medicine, Weill Cornell Medical College, New York, New York, USA
| | - Xin Yi
- Department of Pathology and Genomic Medicine, Houston Methodist Hospital, Houston, Texas, USA
- Department of Pathology and Laboratory Medicine, Weill Cornell Medical College, New York, New York, USA
| | - Picheng Zhao
- Department of Pathology and Genomic Medicine, Houston Methodist Hospital, Houston, Texas, USA
| | - Zhicheng Jin
- Department of Pathology and Genomic Medicine, Houston Methodist Hospital, Houston, Texas, USA
| | - S. Wesley Long
- Department of Pathology and Genomic Medicine, Houston Methodist Hospital, Houston, Texas, USA
- Department of Pathology and Laboratory Medicine, Weill Cornell Medical College, New York, New York, USA
- Center for Molecular and Translational Human Infectious Diseases, Houston Methodist Research Institute, Houston, Texas, USA
| | - Randall J. Olsen
- Department of Pathology and Genomic Medicine, Houston Methodist Hospital, Houston, Texas, USA
- Department of Pathology and Laboratory Medicine, Weill Cornell Medical College, New York, New York, USA
- Center for Molecular and Translational Human Infectious Diseases, Houston Methodist Research Institute, Houston, Texas, USA
| | - Jian Chen
- Department of Pathology and Genomic Medicine, Houston Methodist Hospital, Houston, Texas, USA
- Department of Pathology and Laboratory Medicine, Weill Cornell Medical College, New York, New York, USA
| | - Brian Castillo
- Department of Pathology and Genomic Medicine, Houston Methodist Hospital, Houston, Texas, USA
- Department of Pathology and Laboratory Medicine, Weill Cornell Medical College, New York, New York, USA
| | - Christopher Leveque
- Department of Pathology and Genomic Medicine, Houston Methodist Hospital, Houston, Texas, USA
- Department of Pathology and Laboratory Medicine, Weill Cornell Medical College, New York, New York, USA
| | - Dalton Towers
- Department of Molecular Biosciences, University of Texas at Austin, Austin, Texas, USA
| | - Jason Lavinder
- Department of Molecular Biosciences, University of Texas at Austin, Austin, Texas, USA
| | - Jimmy Gollihar
- Combat Capabilities Development Command Army Research Laboratory — South, University of Texas, Austin, Texas, USA
| | - Jose Cardona
- Combat Capabilities Development Command Army Research Laboratory — South, University of Texas, Austin, Texas, USA
| | - Gregory Ippolito
- Department of Molecular Biosciences, University of Texas at Austin, Austin, Texas, USA
- Department of Oncology, Dell Medical School, University of Texas at Austin, Austin, Texas, USA
| | - Ruth Nissly
- Penn State Animal Diagnostic Laboratory, Department of Veterinary and Biomedical Sciences, and
| | - Ian Bird
- Penn State Animal Diagnostic Laboratory, Department of Veterinary and Biomedical Sciences, and
| | - Denver Greenawalt
- Penn State Animal Diagnostic Laboratory, Department of Veterinary and Biomedical Sciences, and
| | | | - Abhinay Gontu
- Penn State Animal Diagnostic Laboratory, Department of Veterinary and Biomedical Sciences, and
| | | | | | - Isabella M. Cattadori
- Center for Infectious Disease Dynamics, Pennsylvania State University, University Park, Pennsylvania, USA
- Center for Molecular and Translational Human Infectious Diseases, Houston Methodist Research Institute, Houston, Texas, USA
- Department of Biology, Pennsylvania State University, University Park, Pennsylvania, USA
| | - Peter J. Hudson
- Center for Infectious Disease Dynamics, Pennsylvania State University, University Park, Pennsylvania, USA
- Huck Institutes of the Life Sciences and
- Department of Biology, Pennsylvania State University, University Park, Pennsylvania, USA
| | - Nicole M. Josleyn
- US Army Medical Research Institute of Infectious Diseases, Frederick, Maryland, USA
| | - Laura Prugar
- US Army Medical Research Institute of Infectious Diseases, Frederick, Maryland, USA
| | - Kathleen Huie
- US Army Medical Research Institute of Infectious Diseases, Frederick, Maryland, USA
| | - Andrew Herbert
- US Army Medical Research Institute of Infectious Diseases, Frederick, Maryland, USA
| | - David W. Bernard
- Department of Pathology and Genomic Medicine, Houston Methodist Hospital, Houston, Texas, USA
- Department of Pathology and Laboratory Medicine, Weill Cornell Medical College, New York, New York, USA
| | - John M. Dye
- US Army Medical Research Institute of Infectious Diseases, Frederick, Maryland, USA
| | - Vivek Kapur
- Center for Infectious Disease Dynamics, Pennsylvania State University, University Park, Pennsylvania, USA
- Huck Institutes of the Life Sciences and
- Department of Animal Science, Pennsylvania State University, University Park, Pennsylvania, USA
| | - James M. Musser
- Department of Pathology and Genomic Medicine, Houston Methodist Hospital, Houston, Texas, USA
- Department of Pathology and Laboratory Medicine, Weill Cornell Medical College, New York, New York, USA
- Center for Molecular and Translational Human Infectious Diseases, Houston Methodist Research Institute, Houston, Texas, USA
| |
Collapse
|
9
|
Shroff R, Cole AW, Diaz DJ, Morrow BR, Donnell I, Annapareddy A, Gollihar J, Ellington AD, Thyer R. Discovery of Novel Gain-of-Function Mutations Guided by Structure-Based Deep Learning. ACS Synth Biol 2020; 9:2927-2935. [PMID: 33064458 DOI: 10.1021/acssynbio.0c00345] [Citation(s) in RCA: 45] [Impact Index Per Article: 11.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/29/2022]
Abstract
Despite the promise of deep learning accelerated protein engineering, examples of such improved proteins are scarce. Here we report that a 3D convolutional neural network trained to associate amino acids with neighboring chemical microenvironments can guide identification of novel gain-of-function mutations that are not predicted by energetics-based approaches. Amalgamation of these mutations improved protein function in vivo across three diverse proteins by at least 5-fold. Furthermore, this model provides a means to interrogate the chemical space within protein microenvironments and identify specific chemical interactions that contribute to the gain-of-function phenotypes resulting from individual mutations.
Collapse
Affiliation(s)
- Raghav Shroff
- Center for Systems and Synthetic Biology, The Department of Molecular Biosciences, The University of Texas at Austin, Austin, Texas 78712, United States
| | - Austin W. Cole
- Center for Systems and Synthetic Biology, The Department of Molecular Biosciences, The University of Texas at Austin, Austin, Texas 78712, United States
| | - Daniel J. Diaz
- The Department of Chemistry, The University of Texas at Austin, Austin, Texas 78712, United States
| | - Barrett R. Morrow
- Center for Systems and Synthetic Biology, The Department of Molecular Biosciences, The University of Texas at Austin, Austin, Texas 78712, United States
| | - Isaac Donnell
- Center for Systems and Synthetic Biology, The Department of Molecular Biosciences, The University of Texas at Austin, Austin, Texas 78712, United States
| | - Ankur Annapareddy
- US Army Research Laboratories − South, 2506 Speedway, Austin, Texas 78712, United States
| | - Jimmy Gollihar
- US Army Research Laboratories − South, 2506 Speedway, Austin, Texas 78712, United States
| | - Andrew D. Ellington
- Center for Systems and Synthetic Biology, The Department of Molecular Biosciences, The University of Texas at Austin, Austin, Texas 78712, United States
| | - Ross Thyer
- Center for Systems and Synthetic Biology, The Department of Molecular Biosciences, The University of Texas at Austin, Austin, Texas 78712, United States
| |
Collapse
|
10
|
Salazar E, Christensen PA, Graviss EA, Nguyen DT, Castillo B, Chen J, Lopez BV, Eagar TN, Yi X, Zhao P, Rogers J, Shehabeldin A, Joseph D, Leveque C, Olsen RJ, Bernard DW, Gollihar J, Musser JM. Treatment of Coronavirus Disease 2019 Patients with Convalescent Plasma Reveals a Signal of Significantly Decreased Mortality. Am J Pathol 2020; 190:2290-2303. [PMID: 32795424 PMCID: PMC7417901 DOI: 10.1016/j.ajpath.2020.08.001] [Citation(s) in RCA: 157] [Impact Index Per Article: 39.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 07/20/2020] [Revised: 08/01/2020] [Accepted: 08/03/2020] [Indexed: 12/28/2022]
Abstract
Coronavirus disease 2019 (COVID-19), caused by severe acute respiratory syndrome coronavirus 2, has spread globally, and proven treatments are limited. Transfusion of convalescent plasma collected from donors who have recovered from COVID-19 is among many approaches being studied as potentially efficacious therapy. We are conducting a prospective, propensity score-matched study assessing the efficacy of COVID-19 convalescent plasma transfusion versus standard of care as treatment for severe and/or critical COVID-19. We present herein the results of an interim analysis of 316 patients enrolled at Houston Methodist hospitals from March 28 to July 6, 2020. Of the 316 transfused patients, 136 met a 28-day outcome and were matched to 251 non-transfused control COVID-19 patients. Matching criteria included age, sex, body mass index, comorbidities, and baseline ventilation requirement 48 hours from admission, and in a second matching analysis, ventilation status at day 0. Variability in the timing of transfusion relative to admission and titer of antibodies of plasma transfused allowed for analysis in specific matched cohorts. The analysis showed a significant reduction (P = 0.047) in mortality within 28 days, specifically in patients transfused within 72 hours of admission with plasma with an anti-spike protein receptor binding domain titer of ≥1:1350. These data suggest that treatment of COVID-19 with high anti-receptor binding domain IgG titer convalescent plasma is efficacious in early-disease patients.
Collapse
Affiliation(s)
- Eric Salazar
- Department of Pathology and Genomic Medicine, Houston Methodist Hospital, Houston, Texas; Department of Pathology and Laboratory Medicine, Weill Cornell Medical College, New York, New York
| | - Paul A Christensen
- Department of Pathology and Genomic Medicine, Houston Methodist Hospital, Houston, Texas
| | - Edward A Graviss
- Department of Pathology and Genomic Medicine, Houston Methodist Hospital, Houston, Texas; Center for Molecular and Translational Human Infectious Diseases, Houston Methodist Research Institute, Houston, Texas
| | - Duc T Nguyen
- Center for Molecular and Translational Human Infectious Diseases, Houston Methodist Research Institute, Houston, Texas
| | - Brian Castillo
- Department of Pathology and Genomic Medicine, Houston Methodist Hospital, Houston, Texas
| | - Jian Chen
- Department of Pathology and Genomic Medicine, Houston Methodist Hospital, Houston, Texas
| | - Bevin V Lopez
- Academic Office of Clinical Trials, Houston Methodist Research Institute, Houston, Texas
| | - Todd N Eagar
- Department of Pathology and Genomic Medicine, Houston Methodist Hospital, Houston, Texas; Department of Pathology and Laboratory Medicine, Weill Cornell Medical College, New York, New York
| | - Xin Yi
- Department of Pathology and Genomic Medicine, Houston Methodist Hospital, Houston, Texas; Department of Pathology and Laboratory Medicine, Weill Cornell Medical College, New York, New York
| | - Picheng Zhao
- Department of Pathology and Genomic Medicine, Houston Methodist Hospital, Houston, Texas
| | - John Rogers
- Department of Pathology and Genomic Medicine, Houston Methodist Hospital, Houston, Texas
| | - Ahmed Shehabeldin
- Department of Pathology and Genomic Medicine, Houston Methodist Hospital, Houston, Texas
| | - David Joseph
- Department of Pathology and Genomic Medicine, Houston Methodist Hospital, Houston, Texas
| | - Christopher Leveque
- Department of Pathology and Genomic Medicine, Houston Methodist Hospital, Houston, Texas
| | - Randall J Olsen
- Department of Pathology and Genomic Medicine, Houston Methodist Hospital, Houston, Texas; Department of Pathology and Laboratory Medicine, Weill Cornell Medical College, New York, New York; Center for Molecular and Translational Human Infectious Diseases, Houston Methodist Research Institute, Houston, Texas
| | - David W Bernard
- Department of Pathology and Genomic Medicine, Houston Methodist Hospital, Houston, Texas; Department of Pathology and Laboratory Medicine, Weill Cornell Medical College, New York, New York
| | - Jimmy Gollihar
- Combat Capabilities Development Command Army Research Laboratory-South, University of Texas at Austin, Austin, Texas
| | - James M Musser
- Department of Pathology and Genomic Medicine, Houston Methodist Hospital, Houston, Texas; Department of Pathology and Laboratory Medicine, Weill Cornell Medical College, New York, New York; Center for Molecular and Translational Human Infectious Diseases, Houston Methodist Research Institute, Houston, Texas.
| |
Collapse
|
11
|
Long SW, Olsen RJ, Christensen PA, Bernard DW, Davis JJ, Shukla M, Nguyen M, Saavedra MO, Yerramilli P, Pruitt L, Subedi S, Kuo HC, Hendrickson H, Eskandari G, Nguyen HAT, Long JH, Kumaraswami M, Goike J, Boutz D, Gollihar J, McLellan JS, Chou CW, Javanmardi K, Finkelstein IJ, Musser JM. Molecular Architecture of Early Dissemination and Massive Second Wave of the SARS-CoV-2 Virus in a Major Metropolitan Area. mBio 2020; 11:e02707-20. [PMID: 33127862 PMCID: PMC7642679 DOI: 10.1128/mbio.02707-20] [Citation(s) in RCA: 76] [Impact Index Per Article: 19.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/25/2020] [Accepted: 10/05/2020] [Indexed: 01/18/2023] Open
Abstract
We sequenced the genomes of 5,085 severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2) strains causing two coronavirus disease 2019 (COVID-19) disease waves in metropolitan Houston, TX, an ethnically diverse region with 7 million residents. The genomes were from viruses recovered in the earliest recognized phase of the pandemic in Houston and from viruses recovered in an ongoing massive second wave of infections. The virus was originally introduced into Houston many times independently. Virtually all strains in the second wave have a Gly614 amino acid replacement in the spike protein, a polymorphism that has been linked to increased transmission and infectivity. Patients infected with the Gly614 variant strains had significantly higher virus loads in the nasopharynx on initial diagnosis. We found little evidence of a significant relationship between virus genotype and altered virulence, stressing the linkage between disease severity, underlying medical conditions, and host genetics. Some regions of the spike protein-the primary target of global vaccine efforts-are replete with amino acid replacements, perhaps indicating the action of selection. We exploited the genomic data to generate defined single amino acid replacements in the receptor binding domain of spike protein that, importantly, produced decreased recognition by the neutralizing monoclonal antibody CR3022. Our report represents the first analysis of the molecular architecture of SARS-CoV-2 in two infection waves in a major metropolitan region. The findings will help us to understand the origin, composition, and trajectory of future infection waves and the potential effect of the host immune response and therapeutic maneuvers on SARS-CoV-2 evolution.IMPORTANCE There is concern about second and subsequent waves of COVID-19 caused by the SARS-CoV-2 coronavirus occurring in communities globally that had an initial disease wave. Metropolitan Houston, TX, with a population of 7 million, is experiencing a massive second disease wave that began in late May 2020. To understand SARS-CoV-2 molecular population genomic architecture and evolution and the relationship between virus genotypes and patient features, we sequenced the genomes of 5,085 SARS-CoV-2 strains from these two waves. Our report provides the first molecular characterization of SARS-CoV-2 strains causing two distinct COVID-19 disease waves.
Collapse
MESH Headings
- Amino Acid Sequence
- Amino Acid Substitution
- Antibodies, Neutralizing/immunology
- Base Sequence
- Betacoronavirus/genetics
- Betacoronavirus/immunology
- COVID-19
- COVID-19 Testing
- Clinical Laboratory Techniques
- Coronavirus Infections/diagnosis
- Coronavirus Infections/epidemiology
- Coronavirus Infections/immunology
- Coronavirus Infections/virology
- Coronavirus RNA-Dependent RNA Polymerase
- Genome, Viral
- Genotype
- Humans
- Machine Learning
- Models, Molecular
- Molecular Diagnostic Techniques
- Pandemics
- Phylogeny
- Pneumonia, Viral/epidemiology
- Pneumonia, Viral/immunology
- Pneumonia, Viral/virology
- RNA-Dependent RNA Polymerase/chemistry
- RNA-Dependent RNA Polymerase/genetics
- SARS-CoV-2
- Sequence Analysis, Protein
- Spike Glycoprotein, Coronavirus/chemistry
- Spike Glycoprotein, Coronavirus/genetics
- Spike Glycoprotein, Coronavirus/immunology
- Texas/epidemiology
- Viral Nonstructural Proteins/chemistry
- Viral Nonstructural Proteins/genetics
Collapse
Affiliation(s)
- S Wesley Long
- Center for Molecular and Translational Human Infectious Diseases Research, Department of Pathology and Genomic Medicine, Houston Methodist Research Institute, Houston Methodist Hospital, Houston, Texas, USA
- Department of Pathology and Laboratory Medicine, Weill Cornell Medical College, New York, New York, USA
- Department of Microbiology and Immunology, Weill Cornell Medical College, New York, New York, USA
| | - Randall J Olsen
- Center for Molecular and Translational Human Infectious Diseases Research, Department of Pathology and Genomic Medicine, Houston Methodist Research Institute, Houston Methodist Hospital, Houston, Texas, USA
- Department of Pathology and Laboratory Medicine, Weill Cornell Medical College, New York, New York, USA
- Department of Microbiology and Immunology, Weill Cornell Medical College, New York, New York, USA
| | - Paul A Christensen
- Center for Molecular and Translational Human Infectious Diseases Research, Department of Pathology and Genomic Medicine, Houston Methodist Research Institute, Houston Methodist Hospital, Houston, Texas, USA
| | - David W Bernard
- Center for Molecular and Translational Human Infectious Diseases Research, Department of Pathology and Genomic Medicine, Houston Methodist Research Institute, Houston Methodist Hospital, Houston, Texas, USA
- Department of Pathology and Laboratory Medicine, Weill Cornell Medical College, New York, New York, USA
- Department of Microbiology and Immunology, Weill Cornell Medical College, New York, New York, USA
| | - James J Davis
- Consortium for Advanced Science and Engineering, University of Chicago, Chicago, Illinois, USA
- Computing, Environment and Life Sciences, Argonne National Laboratory, Lemont, Illinois, USA
| | - Maulik Shukla
- Consortium for Advanced Science and Engineering, University of Chicago, Chicago, Illinois, USA
- Computing, Environment and Life Sciences, Argonne National Laboratory, Lemont, Illinois, USA
| | - Marcus Nguyen
- Consortium for Advanced Science and Engineering, University of Chicago, Chicago, Illinois, USA
- Computing, Environment and Life Sciences, Argonne National Laboratory, Lemont, Illinois, USA
| | - Matthew Ojeda Saavedra
- Center for Molecular and Translational Human Infectious Diseases Research, Department of Pathology and Genomic Medicine, Houston Methodist Research Institute, Houston Methodist Hospital, Houston, Texas, USA
| | - Prasanti Yerramilli
- Center for Molecular and Translational Human Infectious Diseases Research, Department of Pathology and Genomic Medicine, Houston Methodist Research Institute, Houston Methodist Hospital, Houston, Texas, USA
| | - Layne Pruitt
- Center for Molecular and Translational Human Infectious Diseases Research, Department of Pathology and Genomic Medicine, Houston Methodist Research Institute, Houston Methodist Hospital, Houston, Texas, USA
| | - Sishir Subedi
- Center for Molecular and Translational Human Infectious Diseases Research, Department of Pathology and Genomic Medicine, Houston Methodist Research Institute, Houston Methodist Hospital, Houston, Texas, USA
| | - Hung-Che Kuo
- Department of Molecular Biosciences, The University of Texas at Austin, Austin, Texas, USA
- Institute for Cell and Molecular Biology, The University of Texas at Austin, Austin, Texas, USA
| | - Heather Hendrickson
- Center for Molecular and Translational Human Infectious Diseases Research, Department of Pathology and Genomic Medicine, Houston Methodist Research Institute, Houston Methodist Hospital, Houston, Texas, USA
| | - Ghazaleh Eskandari
- Center for Molecular and Translational Human Infectious Diseases Research, Department of Pathology and Genomic Medicine, Houston Methodist Research Institute, Houston Methodist Hospital, Houston, Texas, USA
| | - Hoang A T Nguyen
- Center for Molecular and Translational Human Infectious Diseases Research, Department of Pathology and Genomic Medicine, Houston Methodist Research Institute, Houston Methodist Hospital, Houston, Texas, USA
| | - J Hunter Long
- Center for Molecular and Translational Human Infectious Diseases Research, Department of Pathology and Genomic Medicine, Houston Methodist Research Institute, Houston Methodist Hospital, Houston, Texas, USA
| | - Muthiah Kumaraswami
- Center for Molecular and Translational Human Infectious Diseases Research, Department of Pathology and Genomic Medicine, Houston Methodist Research Institute, Houston Methodist Hospital, Houston, Texas, USA
| | - Jule Goike
- Department of Molecular Biosciences, The University of Texas at Austin, Austin, Texas, USA
- Institute for Cell and Molecular Biology, The University of Texas at Austin, Austin, Texas, USA
| | - Daniel Boutz
- CCDC Army Research Laboratory-South, University of Texas, Austin, Texas, USA
| | - Jimmy Gollihar
- Center for Molecular and Translational Human Infectious Diseases Research, Department of Pathology and Genomic Medicine, Houston Methodist Research Institute, Houston Methodist Hospital, Houston, Texas, USA
- CCDC Army Research Laboratory-South, University of Texas, Austin, Texas, USA
| | - Jason S McLellan
- Department of Molecular Biosciences, The University of Texas at Austin, Austin, Texas, USA
- Institute for Cell and Molecular Biology, The University of Texas at Austin, Austin, Texas, USA
| | - Chia-Wei Chou
- Department of Molecular Biosciences, The University of Texas at Austin, Austin, Texas, USA
- Institute for Cell and Molecular Biology, The University of Texas at Austin, Austin, Texas, USA
| | - Kamyab Javanmardi
- Department of Molecular Biosciences, The University of Texas at Austin, Austin, Texas, USA
- Institute for Cell and Molecular Biology, The University of Texas at Austin, Austin, Texas, USA
| | - Ilya J Finkelstein
- Department of Molecular Biosciences, The University of Texas at Austin, Austin, Texas, USA
- Institute for Cell and Molecular Biology, The University of Texas at Austin, Austin, Texas, USA
- Center for Systems and Synthetic Biology, University of Texas at Austin, Austin, Texas, USA
| | - James M Musser
- Center for Molecular and Translational Human Infectious Diseases Research, Department of Pathology and Genomic Medicine, Houston Methodist Research Institute, Houston Methodist Hospital, Houston, Texas, USA
- Department of Pathology and Laboratory Medicine, Weill Cornell Medical College, New York, New York, USA
- Department of Microbiology and Immunology, Weill Cornell Medical College, New York, New York, USA
| |
Collapse
|
12
|
Long SW, Olsen RJ, Christensen PA, Bernard DW, Davis JJ, Shukla M, Nguyen M, Saavedra MO, Yerramilli P, Pruitt L, Subedi S, Kuo HC, Hendrickson H, Eskandari G, Nguyen HAT, Long JH, Kumaraswami M, Goike J, Boutz D, Gollihar J, McLellan JS, Chou CW, Javanmardi K, Finkelstein IJ, Musser JM. Molecular Architecture of Early Dissemination and Massive Second Wave of the SARS-CoV-2 Virus in a Major Metropolitan Area. medRxiv 2020:2020.09.22.20199125. [PMID: 33024977 PMCID: PMC7536878 DOI: 10.1101/2020.09.22.20199125] [Citation(s) in RCA: 8] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Indexed: 01/18/2023]
Abstract
We sequenced the genomes of 5,085 SARS-CoV-2 strains causing two COVID-19 disease waves in metropolitan Houston, Texas, an ethnically diverse region with seven million residents. The genomes were from viruses recovered in the earliest recognized phase of the pandemic in Houston, and an ongoing massive second wave of infections. The virus was originally introduced into Houston many times independently. Virtually all strains in the second wave have a Gly614 amino acid replacement in the spike protein, a polymorphism that has been linked to increased transmission and infectivity. Patients infected with the Gly614 variant strains had significantly higher virus loads in the nasopharynx on initial diagnosis. We found little evidence of a significant relationship between virus genotypes and altered virulence, stressing the linkage between disease severity, underlying medical conditions, and host genetics. Some regions of the spike protein - the primary target of global vaccine efforts - are replete with amino acid replacements, perhaps indicating the action of selection. We exploited the genomic data to generate defined single amino acid replacements in the receptor binding domain of spike protein that, importantly, produced decreased recognition by the neutralizing monoclonal antibody CR30022. Our study is the first analysis of the molecular architecture of SARS-CoV-2 in two infection waves in a major metropolitan region. The findings will help us to understand the origin, composition, and trajectory of future infection waves, and the potential effect of the host immune response and therapeutic maneuvers on SARS-CoV-2 evolution.
Collapse
Affiliation(s)
- S. Wesley Long
- Center for Molecular and Translational Human Infectious Diseases Research, Department of Pathology and Genomic Medicine, Houston Methodist Research Institute and Houston Methodist Hospital, 6565 Fannin Street, Houston, Texas 77030
- Departments of Pathology and Laboratory Medicine, and Microbiology and Immunology, Weill Cornell Medical College, 1300 York Avenue, New York, New York 10065
| | - Randall J. Olsen
- Center for Molecular and Translational Human Infectious Diseases Research, Department of Pathology and Genomic Medicine, Houston Methodist Research Institute and Houston Methodist Hospital, 6565 Fannin Street, Houston, Texas 77030
- Departments of Pathology and Laboratory Medicine, and Microbiology and Immunology, Weill Cornell Medical College, 1300 York Avenue, New York, New York 10065
| | - Paul A. Christensen
- Center for Molecular and Translational Human Infectious Diseases Research, Department of Pathology and Genomic Medicine, Houston Methodist Research Institute and Houston Methodist Hospital, 6565 Fannin Street, Houston, Texas 77030
| | - David W. Bernard
- Center for Molecular and Translational Human Infectious Diseases Research, Department of Pathology and Genomic Medicine, Houston Methodist Research Institute and Houston Methodist Hospital, 6565 Fannin Street, Houston, Texas 77030
- Departments of Pathology and Laboratory Medicine, and Microbiology and Immunology, Weill Cornell Medical College, 1300 York Avenue, New York, New York 10065
| | - James J. Davis
- Consortium for Advanced Science and Engineering, University of Chicago, 5801 South Ellis Avenue, Chicago, Illinois, 60637
- Computing, Environment and Life Sciences, Argonne National Laboratory, 9700 South Cass Avenue, Lemont, Illinois 60439
| | - Maulik Shukla
- Consortium for Advanced Science and Engineering, University of Chicago, 5801 South Ellis Avenue, Chicago, Illinois, 60637
- Computing, Environment and Life Sciences, Argonne National Laboratory, 9700 South Cass Avenue, Lemont, Illinois 60439
| | - Marcus Nguyen
- Consortium for Advanced Science and Engineering, University of Chicago, 5801 South Ellis Avenue, Chicago, Illinois, 60637
- Computing, Environment and Life Sciences, Argonne National Laboratory, 9700 South Cass Avenue, Lemont, Illinois 60439
| | - Matthew Ojeda Saavedra
- Center for Molecular and Translational Human Infectious Diseases Research, Department of Pathology and Genomic Medicine, Houston Methodist Research Institute and Houston Methodist Hospital, 6565 Fannin Street, Houston, Texas 77030
| | - Prasanti Yerramilli
- Center for Molecular and Translational Human Infectious Diseases Research, Department of Pathology and Genomic Medicine, Houston Methodist Research Institute and Houston Methodist Hospital, 6565 Fannin Street, Houston, Texas 77030
| | - Layne Pruitt
- Center for Molecular and Translational Human Infectious Diseases Research, Department of Pathology and Genomic Medicine, Houston Methodist Research Institute and Houston Methodist Hospital, 6565 Fannin Street, Houston, Texas 77030
| | - Sishir Subedi
- Center for Molecular and Translational Human Infectious Diseases Research, Department of Pathology and Genomic Medicine, Houston Methodist Research Institute and Houston Methodist Hospital, 6565 Fannin Street, Houston, Texas 77030
| | - Hung-Che Kuo
- Department of Molecular Biosciences and Institute of Molecular Biosciences, The University of Texas at Austin, Austin, Texas 78712
| | - Heather Hendrickson
- Center for Molecular and Translational Human Infectious Diseases Research, Department of Pathology and Genomic Medicine, Houston Methodist Research Institute and Houston Methodist Hospital, 6565 Fannin Street, Houston, Texas 77030
| | - Ghazaleh Eskandari
- Center for Molecular and Translational Human Infectious Diseases Research, Department of Pathology and Genomic Medicine, Houston Methodist Research Institute and Houston Methodist Hospital, 6565 Fannin Street, Houston, Texas 77030
| | - Hoang A. T. Nguyen
- Center for Molecular and Translational Human Infectious Diseases Research, Department of Pathology and Genomic Medicine, Houston Methodist Research Institute and Houston Methodist Hospital, 6565 Fannin Street, Houston, Texas 77030
| | - J. Hunter Long
- Center for Molecular and Translational Human Infectious Diseases Research, Department of Pathology and Genomic Medicine, Houston Methodist Research Institute and Houston Methodist Hospital, 6565 Fannin Street, Houston, Texas 77030
| | - Muthiah Kumaraswami
- Center for Molecular and Translational Human Infectious Diseases Research, Department of Pathology and Genomic Medicine, Houston Methodist Research Institute and Houston Methodist Hospital, 6565 Fannin Street, Houston, Texas 77030
| | - Jule Goike
- Department of Molecular Biosciences and Institute of Molecular Biosciences, The University of Texas at Austin, Austin, Texas 78712
| | - Daniel Boutz
- CCDC Army Research Laboratory-South, University of Texas, Austin, Texas 78712
| | - Jimmy Gollihar
- Center for Molecular and Translational Human Infectious Diseases Research, Department of Pathology and Genomic Medicine, Houston Methodist Research Institute and Houston Methodist Hospital, 6565 Fannin Street, Houston, Texas 77030
- CCDC Army Research Laboratory-South, University of Texas, Austin, Texas 78712
| | - Jason S. McLellan
- Department of Molecular Biosciences and Institute of Molecular Biosciences, The University of Texas at Austin, Austin, Texas 78712
| | - Chia-Wei Chou
- Department of Molecular Biosciences and Institute of Molecular Biosciences, The University of Texas at Austin, Austin, Texas 78712
| | - Kamyab Javanmardi
- Department of Molecular Biosciences and Institute of Molecular Biosciences, The University of Texas at Austin, Austin, Texas 78712
| | - Ilya J. Finkelstein
- Department of Molecular Biosciences and Institute of Molecular Biosciences, The University of Texas at Austin, Austin, Texas 78712
- Center for Systems and Synthetic Biology, University of Texas at Austin, Austin, Texas 78712
| | - James M. Musser
- Center for Molecular and Translational Human Infectious Diseases Research, Department of Pathology and Genomic Medicine, Houston Methodist Research Institute and Houston Methodist Hospital, 6565 Fannin Street, Houston, Texas 77030
- Departments of Pathology and Laboratory Medicine, and Microbiology and Immunology, Weill Cornell Medical College, 1300 York Avenue, New York, New York 10065
| |
Collapse
|
13
|
Tanno H, McDaniel J, Stevens C, Voss W, Li J, Durrett R, Lee J, Gollihar J, Tanno Y, Delidakis G, Pothukuchy A, Ellefson J, Goronzy J, Maynard J, Ellington A, Ippolito G, Georgiou G. One step ultra-high-throughput sequencing of the paired antibody VH:VL and TCRβ:α repertoires using cell lysate resistant xenopolymerase in emulsion. The Journal of Immunology 2020. [DOI: 10.4049/jimmunol.204.supp.86.22] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 01/03/2023]
Abstract
Abstract
Antibodies and T cell receptors (TCRs) have critical roles in adaptive immunity and thus the determination of their sequences is essential for understanding immune responses in infections or vaccinations, for the discovery of therapeutic antibodies, and for the engineered T cell therapies. Antibodies are composed of variable heavy (VH) and light (VL) chains, and TCRs are composed of variable TCRα/γ and TCRβ/δ chains. Since those chains are encoded by two different transcripts, the determination of functional sequences requires single-cell sequencing. Emulsification of single-cells followed by barcoding of the transcripts or fusion of VH:VL or TCRβ:α transcripts using overlap extension RT-PCR allows high-throughput single-cell sequencing; however, because cell lysate in emulsion inhibits the RT-PCR reaction, these methods require complex microfluidics devices to bypass the inhibition which most of biomedical laboratories cannot access. We discovered recently engineered xenopolymerase, RTX, has an exceptional cell lysate resistance that can overcome this limitation. By employing this unique feature of RTX, we have developed a one-step emulsion-based ultra-high-throughput sequencing method for paired antibody VH:VL and TCRβ:α repertoires not requiring microfluidics or any other specialized equipment. Using this methodology, we obtained high yields (5,000 to >20,000/sample) of paired VH:VL or TCRβ:α clonotypes at low cost. As a demonstration, we applied the methodology to the peripheral blood plasmablasts and T follicular helper (TFH) cells from a seasonal influenza vaccine recipient and discovered high-affinity influenza-specific antibodies and TCRβ:α.
Collapse
Affiliation(s)
| | | | | | | | - Jie Li
- 1The University of Texas at Austin
| | | | | | | | | | | | | | | | | | | | | | | | | |
Collapse
|
14
|
Akhmetov A, Laurent JM, Gollihar J, Gardner EC, Garge RK, Ellington AD, Kachroo AH, Marcotte EM. Erratum: Correction Notice: Single-step Precision Genome Editing in Yeast Using CRISPR-Cas9. Bio Protoc 2020; 10:e3610. [PMID: 38161732 PMCID: PMC10755295 DOI: 10.21769/bioprotoc.3610] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/12/2017] [Revised: 01/03/2018] [Accepted: 03/20/2018] [Indexed: 01/03/2024] Open
Abstract
[This corrects the article .].
Collapse
Affiliation(s)
- Azat Akhmetov
- Center for Systems and Synthetic Biology, Institute for Cellular and Molecular Biology, University of Texas at Austin, Austin, TX, USA
- Department of Molecular Biosciences, University of Texas at Austin, Austin, TX, USA
| | - Jon M Laurent
- Center for Systems and Synthetic Biology, Institute for Cellular and Molecular Biology, University of Texas at Austin, Austin, TX, USA
- Institute for Systems Genetics, Department of Biochemistry and Molecular Pharmacology, New York University Langone Health, New York, NY, USA
| | - Jimmy Gollihar
- Center for Systems and Synthetic Biology, Institute for Cellular and Molecular Biology, University of Texas at Austin, Austin, TX, USA
| | - Elizabeth C Gardner
- Center for Systems and Synthetic Biology, Institute for Cellular and Molecular Biology, University of Texas at Austin, Austin, TX, USA
| | - Riddhiman K Garge
- Center for Systems and Synthetic Biology, Institute for Cellular and Molecular Biology, University of Texas at Austin, Austin, TX, USA
- Department of Molecular Biosciences, University of Texas at Austin, Austin, TX, USA
| | - Andrew D Ellington
- Center for Systems and Synthetic Biology, Institute for Cellular and Molecular Biology, University of Texas at Austin, Austin, TX, USA
- Department of Molecular Biosciences, University of Texas at Austin, Austin, TX, USA
| | - Aashiq H Kachroo
- Center for Systems and Synthetic Biology, Institute for Cellular and Molecular Biology, University of Texas at Austin, Austin, TX, USA
- The Department of Biology, Centre for Applied Synthetic Biology, Concordia University, Montreal, QC, Canada
| | - Edward M Marcotte
- Center for Systems and Synthetic Biology, Institute for Cellular and Molecular Biology, University of Texas at Austin, Austin, TX, USA
- Department of Molecular Biosciences, University of Texas at Austin, Austin, TX, USA
| |
Collapse
|
15
|
Tanno H, McDaniel JR, Stevens CA, Voss WN, Li J, Durrett R, Lee J, Gollihar J, Tanno Y, Delidakis G, Pothukuchy A, Ellefson JW, Goronzy JJ, Maynard JA, Ellington AD, Ippolito GC, Georgiou G. A facile technology for the high-throughput sequencing of the paired VH:VL and TCRβ:TCRα repertoires. Sci Adv 2020; 6:eaay9093. [PMID: 32426460 PMCID: PMC7176429 DOI: 10.1126/sciadv.aay9093] [Citation(s) in RCA: 15] [Impact Index Per Article: 3.8] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 08/06/2019] [Accepted: 01/27/2020] [Indexed: 05/27/2023]
Abstract
Natively paired sequencing (NPS) of B cell receptors [variable heavy (VH) and light (VL)] and T cell receptors (TCRb and TCRa) is essential for the understanding of adaptive immunity in health and disease. Despite many recent technical advances, determining the VH:VL or TCRb:a repertoire with high accuracy and throughput remains challenging. We discovered that the recently engineered xenopolymerase, RTX, is exceptionally resistant to cell lysate inhibition in single-cell emulsion droplets. We capitalized on the characteristics of this enzyme to develop a simple, rapid, and inexpensive in-droplet overlap extension reverse transcription polymerase chain reaction method for NPS not requiring microfluidics or other specialized equipment. Using this technique, we obtained high yields (5000 to >20,000 per sample) of paired VH:VL or TCRb:a clonotypes at low cost. As a demonstration, we performed NPS on peripheral blood plasmablasts and T follicular helper cells following seasonal influenza vaccination and discovered high-affinity influenza-specific antibodies and TCRb:a.
Collapse
Affiliation(s)
- Hidetaka Tanno
- Department of Chemical Engineering, University of Texas at Austin, Austin, TX, USA
- Institute for Cellular and Molecular Biology, University of Texas at Austin, Austin, TX, USA
| | - Jonathan R. McDaniel
- Department of Chemical Engineering, University of Texas at Austin, Austin, TX, USA
- Institute for Cellular and Molecular Biology, University of Texas at Austin, Austin, TX, USA
| | | | - William N. Voss
- Institute for Cellular and Molecular Biology, University of Texas at Austin, Austin, TX, USA
| | - Jie Li
- Department of Chemical Engineering, University of Texas at Austin, Austin, TX, USA
- Institute for Cellular and Molecular Biology, University of Texas at Austin, Austin, TX, USA
| | - Russell Durrett
- Department of Chemical Engineering, University of Texas at Austin, Austin, TX, USA
| | - Jiwon Lee
- Department of Chemical Engineering, University of Texas at Austin, Austin, TX, USA
- Thayer School of Engineering, Dartmouth College, Hanover, NH 03755, USA
| | - Jimmy Gollihar
- Center for Systems and Synthetic Biology, University of Texas at Austin, Austin, TX, USA
- Department of Molecular Biosciences, University of Texas at Austin, Austin, TX, USA
- U.S. Army Research Laboratory South, Austin, TX, USA
| | - Yuri Tanno
- Department of Chemical Engineering, University of Texas at Austin, Austin, TX, USA
- Institute for Cellular and Molecular Biology, University of Texas at Austin, Austin, TX, USA
| | - George Delidakis
- Department of Chemical Engineering, University of Texas at Austin, Austin, TX, USA
| | - Arti Pothukuchy
- Department of Molecular Biosciences, University of Texas at Austin, Austin, TX, USA
| | - Jared W. Ellefson
- Institute for Cellular and Molecular Biology, University of Texas at Austin, Austin, TX, USA
- Center for Systems and Synthetic Biology, University of Texas at Austin, Austin, TX, USA
- Department of Molecular Biosciences, University of Texas at Austin, Austin, TX, USA
| | - Jörg J. Goronzy
- Division of Immunology and Rheumatology, Department of Medicine, Stanford University, Stanford, CA, USA
- Department of Medicine, VA Palo Alto Health Care System, Palo Alto, CA, USA
| | - Jennifer A. Maynard
- Department of Chemical Engineering, University of Texas at Austin, Austin, TX, USA
| | - Andrew D. Ellington
- Institute for Cellular and Molecular Biology, University of Texas at Austin, Austin, TX, USA
- Center for Systems and Synthetic Biology, University of Texas at Austin, Austin, TX, USA
- Department of Molecular Biosciences, University of Texas at Austin, Austin, TX, USA
| | - Gregory C. Ippolito
- Institute for Cellular and Molecular Biology, University of Texas at Austin, Austin, TX, USA
- Department of Molecular Biosciences, University of Texas at Austin, Austin, TX, USA
| | - George Georgiou
- Department of Chemical Engineering, University of Texas at Austin, Austin, TX, USA
- Institute for Cellular and Molecular Biology, University of Texas at Austin, Austin, TX, USA
- Department of Molecular Biosciences, University of Texas at Austin, Austin, TX, USA
- Department of Biomedical Engineering, University of Texas at Austin, Austin, TX, USA
| |
Collapse
|
16
|
Jiang Y, Li X, Morrow BR, Pothukuchy A, Gollihar J, Novak R, Reilly CB, Ellington AD, Walt DR. Single-Molecule Mechanistic Study of Enzyme Hysteresis. ACS Cent Sci 2019; 5:1691-1698. [PMID: 31660437 PMCID: PMC6813718 DOI: 10.1021/acscentsci.9b00718] [Citation(s) in RCA: 18] [Impact Index Per Article: 3.6] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Received: 07/17/2019] [Indexed: 05/04/2023]
Abstract
Hysteresis is an important feature of enzyme-catalyzed reactions, as it reflects the influence of enzyme regulation in the presence of ligands such as substrates or allosteric molecules. In typical kinetic studies of enzyme activity, hysteretic behavior is observed as a "lag" or "burst" in the time course of the catalyzed reaction. These lags and bursts are due to the relatively slow transition from one state to another state of the enzyme molecule, with different states having different kinetic properties. However, it is difficult to understand the underlying mechanism of hysteresis by observing bulk reactions because the different enzyme molecules in the population behave stochastically. In this work, we studied the hysteretic behavior of mutant β-glucuronidase (GUS) using a high-throughput single-molecule array platform and investigated the effect of thermal treatment on the hysteresis.
Collapse
Affiliation(s)
- Yu Jiang
- Department
of Pathology, Brigham and Women’s Hospital, Harvard Medical School, Boston, Massachusetts 02115, United States
- Wyss
Institute, Harvard University, Boston, Massachusetts 02115, United States
| | - Xiang Li
- Department
of Pathology, Brigham and Women’s Hospital, Harvard Medical School, Boston, Massachusetts 02115, United States
- Wyss
Institute, Harvard University, Boston, Massachusetts 02115, United States
| | - Barrett R. Morrow
- Institute
for Cellular and Molecular Biology, University
of Texas at Austin, Austin, Texas 78712, United States
| | - Arti Pothukuchy
- Institute
for Cellular and Molecular Biology, University
of Texas at Austin, Austin, Texas 78712, United States
| | - Jimmy Gollihar
- Institute
for Cellular and Molecular Biology, University
of Texas at Austin, Austin, Texas 78712, United States
| | - Richard Novak
- Wyss
Institute, Harvard University, Boston, Massachusetts 02115, United States
| | - Charles B. Reilly
- Wyss
Institute, Harvard University, Boston, Massachusetts 02115, United States
| | - Andrew D. Ellington
- Institute
for Cellular and Molecular Biology, University
of Texas at Austin, Austin, Texas 78712, United States
- E-mail:
| | - David R. Walt
- Department
of Pathology, Brigham and Women’s Hospital, Harvard Medical School, Boston, Massachusetts 02115, United States
- Wyss
Institute, Harvard University, Boston, Massachusetts 02115, United States
- E-mail:
| |
Collapse
|
17
|
Tanno H, Gould TM, Durrett RE, McDaniel JR, Cao W, Gollihar J, Steven C, Tanno Y, Ellington AD, Ippolito GC, Hildebrand W, Georgiou G, Goronzy JJ. Determinants of TCRα-β chain pairing in generating TCR diversity. The Journal of Immunology 2019. [DOI: 10.4049/jimmunol.202.supp.71.15] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 01/05/2023]
Abstract
Abstract
Advances in next-generation sequencing have allowed insights into the enormous diversity of the human T cell receptor (TCR). Earlier studies have suggested that ~108 unique TRB genes exist at the periphery. In contrast, the factors that determine the pairing of TCRα and TCRβ chains have remained elusive due to the lack of high-throughput single-cell sequencing technology. We have developed a high-throughput single-cell sequencing technology that enables identification of >3×104 paired TRA:TRB sequences per sample and have conducted sequencing of naïve and memory CD4+ and of total T cells from 15 healthy individuals, including six pairs of monozygotic twins. We found that the frequencies of TRAV:TRBV pairing are essentially determined by the frequencies of the individual gene segments, suggesting the absence of structural constraints in the pairing of the α and β chains. Twins are more similar in the frequencies of TRAV and TRBV combinations than are unrelated individuals, but this difference was explained by a genetic influence on AV and BV gene segment frequencies. Twins and unrelated individuals were compared for the sharing of identical TCR sequences. TRA sequence sharing among twins was comparable to that among unrelated individuals, but TRB sharing was significantly higher in twins. Sharing of the entire TCR was regularly found in twins but not detected for naïve CD4+ T cells from unrelated individuals. Results were similar for naïve and memory T cells, with the genetic influence more prominent in memory T cells, suggesting the additional influence of peripheral selection. In support of this interpretation, the sharing of identical TCR sequences in unrelated individuals correlated with the number of shared MHC class II alleles.
Collapse
Affiliation(s)
| | | | | | | | | | | | - Cate Steven
- 3The University of Oklahoma Health Sciences Center
| | | | | | | | | | | | | |
Collapse
|
18
|
Simon AJ, Zhou Y, Ramasubramani V, Glaser J, Pothukuchy A, Gollihar J, Gerberich JC, Leggere JC, Morrow BR, Jung C, Glotzer SC, Taylor DW, Ellington AD. Supercharging enables organized assembly of synthetic biomolecules. Nat Chem 2019; 11:204-212. [DOI: 10.1038/s41557-018-0196-3] [Citation(s) in RCA: 60] [Impact Index Per Article: 12.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/25/2018] [Accepted: 11/26/2018] [Indexed: 11/09/2022]
|
19
|
McDaniel JR, Pero SC, Voss WN, Shukla GS, Sun Y, Schaetzle S, Lee CH, Horton AP, Harlow S, Gollihar J, Ellefson JW, Krag CC, Tanno Y, Sidiropoulos N, Georgiou G, Ippolito GC, Krag DN. Identification of tumor-reactive B cells and systemic IgG in breast cancer based on clonal frequency in the sentinel lymph node. Cancer Immunol Immunother 2018; 67:729-738. [PMID: 29427082 PMCID: PMC6368991 DOI: 10.1007/s00262-018-2123-2] [Citation(s) in RCA: 23] [Impact Index Per Article: 3.8] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/26/2017] [Accepted: 01/30/2018] [Indexed: 12/21/2022]
Abstract
A better understanding of antitumor immune responses is the key to advancing the field of cancer immunotherapy. Endogenous immunity in cancer patients, such as circulating anticancer antibodies or tumor-reactive B cells, has been historically yet incompletely described. Here, we demonstrate that tumor-draining (sentinel) lymph node (SN) is a rich source for tumor-reactive B cells that give rise to systemic IgG anticancer antibodies circulating in the bloodstream of breast cancer patients. Using a synergistic combination of high-throughput B-cell sequencing and quantitative immunoproteomics, we describe the prospective identification of tumor-reactive SN B cells (based on clonal frequency) and also demonstrate an unequivocal link between affinity-matured expanded B-cell clones in the SN and antitumor IgG in the blood. This technology could facilitate the discovery of antitumor antibody therapeutics and conceivably identify novel tumor antigens. Lastly, these findings highlight the unique and specialized niche the SN can fill in the advancement of cancer immunotherapy.
Collapse
Affiliation(s)
- Jonathan R McDaniel
- Department of Chemical Engineering, The University of Texas at Austin, Austin, TX, USA
| | - Stephanie C Pero
- Department of Surgery, Vermont Cancer Center, University of Vermont Larner College of Medicine, 89 Beaumont Avenue, Given Medical Building, Burlington, VT, 05405, USA
| | - William N Voss
- Department of Chemical Engineering, The University of Texas at Austin, Austin, TX, USA
| | - Girja S Shukla
- Department of Surgery, Vermont Cancer Center, University of Vermont Larner College of Medicine, 89 Beaumont Avenue, Given Medical Building, Burlington, VT, 05405, USA
| | - Yujing Sun
- Department of Surgery, Vermont Cancer Center, University of Vermont Larner College of Medicine, 89 Beaumont Avenue, Given Medical Building, Burlington, VT, 05405, USA
| | - Sebastian Schaetzle
- Department of Chemical Engineering, The University of Texas at Austin, Austin, TX, USA
| | - Chang-Han Lee
- Department of Chemical Engineering, The University of Texas at Austin, Austin, TX, USA
| | - Andrew P Horton
- Department of Chemical Engineering, The University of Texas at Austin, Austin, TX, USA
| | - Seth Harlow
- Department of Surgery, Vermont Cancer Center, University of Vermont Larner College of Medicine, 89 Beaumont Avenue, Given Medical Building, Burlington, VT, 05405, USA
| | - Jimmy Gollihar
- Department of Molecular Biosciences, The University of Texas at Austin, 100 E. 24th Street, Stop A5000, Austin, TX, 78712, USA
| | - Jared W Ellefson
- Department of Molecular Biosciences, The University of Texas at Austin, 100 E. 24th Street, Stop A5000, Austin, TX, 78712, USA
| | - Christopher C Krag
- Department of Surgery, Vermont Cancer Center, University of Vermont Larner College of Medicine, 89 Beaumont Avenue, Given Medical Building, Burlington, VT, 05405, USA
| | - Yuri Tanno
- Department of Chemical Engineering, The University of Texas at Austin, Austin, TX, USA
| | - Nikoletta Sidiropoulos
- Department of Pathology and Laboratory Medicine, University of Vermont Larner College of Medicine, Burlington, VT, USA
| | - George Georgiou
- Department of Chemical Engineering, The University of Texas at Austin, Austin, TX, USA
- Department of Molecular Biosciences, The University of Texas at Austin, 100 E. 24th Street, Stop A5000, Austin, TX, 78712, USA
| | - Gregory C Ippolito
- Department of Molecular Biosciences, The University of Texas at Austin, 100 E. 24th Street, Stop A5000, Austin, TX, 78712, USA.
| | - David N Krag
- Department of Surgery, Vermont Cancer Center, University of Vermont Larner College of Medicine, 89 Beaumont Avenue, Given Medical Building, Burlington, VT, 05405, USA.
| |
Collapse
|
20
|
Akhmetov A, Laurent JM, Gollihar J, Gardner EC, Garge RK, Ellington AD, Kachroo AH, Marcotte EM. Single-step Precision Genome Editing in Yeast Using CRISPR-Cas9. Bio Protoc 2018; 8:e2765. [PMID: 29770349 DOI: 10.21769/bioprotoc.2765] [Citation(s) in RCA: 29] [Impact Index Per Article: 4.8] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/02/2022] Open
Abstract
Genome modification in budding yeast has been extremely successful largely due to its highly efficient homology-directed DNA repair machinery. Several methods for modifying the yeast genome have previously been described, many of them involving at least two-steps: insertion of a selectable marker and substitution of that marker for the intended modification. Here, we describe a CRISPR-Cas9 mediated genome editing protocol for modifying any yeast gene of interest (either essential or nonessential) in a single-step transformation without any selectable marker. In this system, the Cas9 nuclease creates a double-stranded break at the locus of choice, which is typically lethal in yeast cells regardless of the essentiality of the targeted locus due to inefficient non-homologous end-joining repair. This lethality results in efficient repair via homologous recombination using a repair template derived from PCR. In cases involving essential genes, the necessity of editing the genomic lesion with a functional allele serves as an additional layer of selection. As a motivating example, we describe the use of this strategy in the replacement of HEM2, an essential yeast gene, with its corresponding human ortholog ALAD.
Collapse
Affiliation(s)
- Azat Akhmetov
- Center for Systems and Synthetic Biology, Institute for Cellular and Molecular Biology, University of Texas at Austin, Austin, TX, USA.,Department of Molecular Biosciences, University of Texas at Austin, Austin, TX, USA
| | - Jon M Laurent
- Center for Systems and Synthetic Biology, Institute for Cellular and Molecular Biology, University of Texas at Austin, Austin, TX, USA.,Institute for Systems Genetics, Department of Biochemistry and Molecular Pharmacology, New York University Langone Health, New York, NY, USA
| | - Jimmy Gollihar
- Center for Systems and Synthetic Biology, Institute for Cellular and Molecular Biology, University of Texas at Austin, Austin, TX, USA
| | - Elizabeth C Gardner
- Center for Systems and Synthetic Biology, Institute for Cellular and Molecular Biology, University of Texas at Austin, Austin, TX, USA
| | - Riddhiman K Garge
- Center for Systems and Synthetic Biology, Institute for Cellular and Molecular Biology, University of Texas at Austin, Austin, TX, USA.,Department of Molecular Biosciences, University of Texas at Austin, Austin, TX, USA
| | - Andrew D Ellington
- Center for Systems and Synthetic Biology, Institute for Cellular and Molecular Biology, University of Texas at Austin, Austin, TX, USA.,Department of Molecular Biosciences, University of Texas at Austin, Austin, TX, USA
| | - Aashiq H Kachroo
- Center for Systems and Synthetic Biology, Institute for Cellular and Molecular Biology, University of Texas at Austin, Austin, TX, USA.,The Department of Biology, Centre for Applied Synthetic Biology, Concordia University, Montreal, QC, Canada
| | - Edward M Marcotte
- Center for Systems and Synthetic Biology, Institute for Cellular and Molecular Biology, University of Texas at Austin, Austin, TX, USA.,Department of Molecular Biosciences, University of Texas at Austin, Austin, TX, USA
| |
Collapse
|
21
|
Ellefson JW, Gollihar J, Shroff R, Shivram H, Iyer VR, Ellington AD. Synthetic evolutionary origin of a proofreading reverse transcriptase. Science 2016; 352:1590-3. [PMID: 27339990 DOI: 10.1126/science.aaf5409] [Citation(s) in RCA: 89] [Impact Index Per Article: 11.1] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/24/2016] [Accepted: 05/31/2016] [Indexed: 12/18/2022]
Abstract
Most reverse transcriptase (RT) enzymes belong to a single protein family of ancient evolutionary origin. These polymerases are inherently error prone, owing to their lack of a proofreading (3'- 5' exonuclease) domain. To determine if the lack of proofreading is a historical coincidence or a functional limitation of reverse transcription, we attempted to evolve a high-fidelity, thermostable DNA polymerase to use RNA templates efficiently. The evolutionarily distinct reverse transcription xenopolymerase (RTX) actively proofreads on DNA and RNA templates, which greatly improves RT fidelity. In addition, RTX enables applications such as single-enzyme reverse transcription-polymerase chain reaction and direct RNA sequencing without complementary DNA isolation. The creation of RTX confirms that proofreading is compatible with reverse transcription.
Collapse
Affiliation(s)
- Jared W Ellefson
- Center for Systems and Synthetic Biology, Institute for Cellular and Molecular Biology, Department of Molecular Biosciences, University of Texas, 2500 Speedway, Austin, TX 78712, USA.
| | - Jimmy Gollihar
- Center for Systems and Synthetic Biology, Institute for Cellular and Molecular Biology, Department of Molecular Biosciences, University of Texas, 2500 Speedway, Austin, TX 78712, USA
| | - Raghav Shroff
- Center for Systems and Synthetic Biology, Institute for Cellular and Molecular Biology, Department of Molecular Biosciences, University of Texas, 2500 Speedway, Austin, TX 78712, USA
| | - Haridha Shivram
- Center for Systems and Synthetic Biology, Institute for Cellular and Molecular Biology, Department of Molecular Biosciences, University of Texas, 2500 Speedway, Austin, TX 78712, USA
| | - Vishwanath R Iyer
- Center for Systems and Synthetic Biology, Institute for Cellular and Molecular Biology, Department of Molecular Biosciences, University of Texas, 2500 Speedway, Austin, TX 78712, USA
| | - Andrew D Ellington
- Center for Systems and Synthetic Biology, Institute for Cellular and Molecular Biology, Department of Molecular Biosciences, University of Texas, 2500 Speedway, Austin, TX 78712, USA.
| |
Collapse
|
22
|
Hammerling MJ, Gollihar J, Mortensen C, Alnahhas RN, Ellington AD, Barrick JE. Expanded Genetic Codes Create New Mutational Routes to Rifampicin Resistance inEscherichia coli. Mol Biol Evol 2016; 33:2054-63. [DOI: 10.1093/molbev/msw094] [Citation(s) in RCA: 12] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/19/2022] Open
|
23
|
Quandt EM, Gollihar J, Blount ZD, Ellington AD, Georgiou G, Barrick JE. Fine-tuning citrate synthase flux potentiates and refines metabolic innovation in the Lenski evolution experiment. eLife 2015; 4. [PMID: 26465114 PMCID: PMC4718724 DOI: 10.7554/elife.09696] [Citation(s) in RCA: 61] [Impact Index Per Article: 6.8] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/25/2015] [Accepted: 10/13/2015] [Indexed: 01/20/2023] Open
Abstract
Evolutionary innovations that enable organisms to colonize new ecological niches are rare compared to gradual evolutionary changes in existing traits. We discovered that key mutations in the gltA gene, which encodes citrate synthase (CS), occurred both before and after Escherichia coli gained the ability to grow aerobically on citrate (Cit+ phenotype) during the Lenski long-term evolution experiment. The first gltA mutation, which increases CS activity by disrupting NADH-inhibition of this enzyme, is beneficial for growth on the acetate and contributed to preserving the rudimentary Cit+ trait from extinction when it first evolved. However, after Cit+ was refined by further mutations, this potentiating gltA mutation became deleterious to fitness. A second wave of beneficial gltA mutations then evolved that reduced CS activity to below the ancestral level. Thus, dynamic reorganization of central metabolism made colonizing this new nutrient niche contingent on both co-opting and overcoming a history of prior adaptation. DOI:http://dx.doi.org/10.7554/eLife.09696.001 Bacteria and other organisms are constantly under pressure to survive in the face of ever-changing environmental challenges. They generally adapt to these challenges through genetic mutations that modify features they already have. However, occasionally a species may acquire an entirely new characteristic – known as an evolutionary innovation – that allows it to colonize a new environment or adopt a new mode of life. The Lenski Experiment, which began in 1988, is an ongoing study of the evolution of bacteria grown in the laboratory. The experiment started with twelve identical populations of bacteria and has so far tracked the genetic mutations that have been acquired by the populations over tens of thousands of generations. Fifteen years into the experiment, bacteria in one of the populations evolved the ability to exploit a new food source, a molecule called citrate. The bacteria in this population have multiple mutations in a gene called gltA, which encodes an enzyme called citrate synthase. However, it was not clear how these mutations contributed to the ability of the bacteria in this population to use citrate. Here, Quandt et al. have used a variety of genetic and biochemical techniques to examine the mutations in gltA. They found that one mutation occurred before the bacteria evolved the ability to use citrate, and others occurred afterward. The first mutation in gltA increased the activity of the citrate synthase enzyme, which paved the way for a key mutation affecting citrate transport into cells that allowed the bacteria to consume the new food source. However, once the bacteria evolved the ability to use citrate, and more mutations in other genes refined this process, the increased citrate synthase activity became detrimental. At this point, the bacteria acquired a second gltA mutation that lowered citrate synthase activity to a level below what it had been in the original bacteria before the first gltA mutation. The Lenski Experiment presents a rare opportunity to examine the complete history of an evolutionary innovation. Quandt et al. findings show that evolutionary 'reversals' may be necessary to adjust cell processes in different ways as an innovation first evolves and is further refined. A challenge for future work is to identify the other mutations that, together with the first gltA mutation, were necessary for the bacteria to evolve the ability to use citrate. DOI:http://dx.doi.org/10.7554/eLife.09696.002
Collapse
Affiliation(s)
- Erik M Quandt
- Institute for Cellular and Molecular Biology, The University of Texas at Austin, Austin, United States.,BEACON Center for the Study of Evolution in Action, Michigan State University, East Lansing, United States
| | - Jimmy Gollihar
- Institute for Cellular and Molecular Biology, The University of Texas at Austin, Austin, United States
| | - Zachary D Blount
- BEACON Center for the Study of Evolution in Action, Michigan State University, East Lansing, United States.,Department of Microbiology and Molecular Genetics, Michigan State University, East Lansing, United States
| | - Andrew D Ellington
- Institute for Cellular and Molecular Biology, The University of Texas at Austin, Austin, United States.,BEACON Center for the Study of Evolution in Action, Michigan State University, East Lansing, United States.,Department of Molecular Biosciences, The University of Texas at Austin, Austin, United States.,Center for Systems and Synthetic Biology, The University of Texas at Austin, Austin, United States
| | - George Georgiou
- Institute for Cellular and Molecular Biology, The University of Texas at Austin, Austin, United States.,Department of Molecular Biosciences, The University of Texas at Austin, Austin, United States.,Department of Chemical Engineering, The University of Texas at Austin, Austin, United States.,Department of Biomedical Engineering, The University of Texas at Austin, Austin, United States
| | - Jeffrey E Barrick
- Institute for Cellular and Molecular Biology, The University of Texas at Austin, Austin, United States.,BEACON Center for the Study of Evolution in Action, Michigan State University, East Lansing, United States.,Department of Molecular Biosciences, The University of Texas at Austin, Austin, United States.,Center for Systems and Synthetic Biology, The University of Texas at Austin, Austin, United States.,Center for Computational Biology and Bioinformatics, The University of Texas at Austin, Austin, United States
| |
Collapse
|
24
|
Hidalgo-Romano B, Gollihar J, Brown SA, Whiteley M, Valenzuela E, Kaplan HB, Wood TK, McLean RJC. Indole inhibition of N-acylated homoserine lactone-mediated quorum signalling is widespread in Gram-negative bacteria. Microbiology (Reading) 2014; 160:2464-2473. [PMID: 25165125 DOI: 10.1099/mic.0.081729-0] [Citation(s) in RCA: 32] [Impact Index Per Article: 3.2] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Subscribe] [Scholar Register] [Indexed: 11/18/2022]
Abstract
The LuxI/R quorum-sensing system and its associated N-acylated homoserine lactone (AHL) signal is widespread among Gram-negative bacteria. Although inhibition by indole of AHL quorum signalling in Pseudomonas aeruginosa and Acinetobacter oleivorans has been reported previously, it has not been documented among other species. Here, we show that co-culture with wild-type Escherichia coli, but not with E. coli tnaA mutants that lack tryptophanase and as a result do not produce indole, inhibits AHL-regulated pigmentation in Chromobacterium violaceum (violacein), Pseudomonas chlororaphis (phenazine) and Serratia marcescens (prodigiosin). Loss of pigmentation also occurred during pure culture growth of Chro. violaceum, P. chlororaphis and S. marcescens in the presence of physiologically relevant indole concentrations (0.5-1.0 mM). Inhibition of violacein production by indole was counteracted by the addition of the Chro. violaceum cognate autoinducer, N-decanoyl homoserine lactone (C10-HSL), in a dose-dependent manner. The addition of exogenous indole or co-culture with E. coli also affected Chro. violaceum transcription of vioA (violacein pigment production) and chiA (chitinase production), but had no effect on pykF (pyruvate kinase), which is not quorum regulated. Chro. violaceum AHL-regulated elastase and chitinase activity were inhibited by indole, as was motility. Growth of Chro. violaceum was not affected by indole or C10-HSL supplementation. Using a nematode-feeding virulence assay, we observed that survival of Caenorhabditis elegans exposed to Chro. violaceum, P. chlororaphis and S. marcescens was enhanced during indole supplementation. Overall, these studies suggest that indole represents a general inhibitor of AHL-based quorum signalling in Gram-negative bacteria.
Collapse
Affiliation(s)
- Benjamin Hidalgo-Romano
- Department of Biology, Texas State University, 601 University Drive, San Marcos, TX 78666, USA
| | - Jimmy Gollihar
- Department of Molecular Biosciences, University of Texas at Austin, Austin, TX 78712, USA
| | - Stacie A Brown
- Department of Biology, Southwestern University, Georgetown, TX 78626, USA
| | - Marvin Whiteley
- Department of Molecular Biosciences, University of Texas at Austin, Austin, TX 78712, USA
| | - Ernesto Valenzuela
- Department of Microbiology and Molecular Genetics, University of Texas Health Science Center at Houston, Houston, TX 77030, USA
| | - Heidi B Kaplan
- Department of Microbiology and Molecular Genetics, University of Texas Health Science Center at Houston, Houston, TX 77030, USA
| | - Thomas K Wood
- Department of Chemical Engineering, Pennsylvania State University, University Park, PA 16802-4400, USA
| | - Robert J C McLean
- Department of Biology, Texas State University, 601 University Drive, San Marcos, TX 78666, USA
| |
Collapse
|
25
|
Affiliation(s)
- Jimmy Gollihar
- Center for Systems and Synthetic Biology, University of Texas, Austin, TX 78712, USA
| | | | | |
Collapse
|