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1. Modulation of the Association Between Age and Death by Risk Factor Burden in Critically Ill Patients With COVID-19

Author

Ashwin Sunderraj, BS, Chloe Cho, Xuan Cai, MS, Shruti Gupta, MD, MPH, Rupal Mehta, MD, MSCI, Tamara Isakova, MD, MMSc, David E. Leaf, MD, MMSc, Anand Srivastava, MD, MPH, STOP-COVID Investigators, Carl P. Walther, Samaya J. Anumudu, Justin Arunthamakun, Kathleen F. Kopecky, Gregory P. Milligan, Peter A. McCullough, Thuy-Duyen Nguyen, Shahzad Shaefi, Megan L. Krajewski, Sidharth Shankar, Ameeka Pannu, Juan D. Valencia, Sushrut S. Waikar, Zoe A. Kibbelaar, Ambarish M. Athavale, Peter Hart, Shristi Upadhyay, Ishaan Vohra, Ajiboye Oyintayo, Adam Green, Jean-Sebastien Rachoin, Christa A. Schorr, Lisa Shea, Daniel L. Edmonston, Christopher L. Mosher, Alexandre M. Shehata, Zaza Cohen, Valerie Allusson, Gabriela Bambrick-Santoyo, Noor ul aain Bhatti, Bijal Mehta, Aquino Williams, Samantha K. Brenner, Patricia Walters, Ronaldo C. Go, Keith M. Rose, Miguel A. Hernán, Amy M. Zhou, Ethan C. Kim, Rebecca Lisk, Lili Chan, Kusum S. Mathews, Steven G. Coca, Deena R. Altman, Aparna Saha, Howard Soh, Huei Hsun Wen, Sonali Bose, Emily A. Leven, Jing G. Wang, Gohar Mosoyan, Girish N. Nadkarni, Pattharawin Pattharanitima, Emily J. Gallagher, Allon N. Friedman, John Guirguis, Rajat Kapoor, Christopher Meshberger, Katherine J. Kelly, Chirag R. Parikh, Brian T. Garibaldi, Celia P. Corona-Villalobos, Yumeng Wen, Steven Menez, Rubab F. Malik, Carmen Elena Cervantes, Samir C. Gautam, Mary C. Mallappallil, Jie Ouyang, Sabu John, Ernie Yap, Yohannes Melaku, Ibrahim Mohamed, Siddhartha Bajracharya, Isha Puri, Mariah Thaxton, Jyotsna Bhattacharya, John Wagner, Leon Boudourakis, H. Bryant Nguyen, Afshin Ahoubim, Leslie F. Thomas, Dheeraj Reddy Sirganagari, Pramod K. Guru, Kianoush Kashani, Shahrzad Tehranian, Yan Zhou, Paul A. Bergl, Jesus Rodriguez, Jatan A. Shah, Mrigank S. Gupta, Princy N. Kumar, Deepa G. Lazarous, Seble G. Kassaye, Michal L. Melamed, Tanya S. Johns, Ryan Mocerino, Kalyan Prudhvi, Denzel Zhu, Rebecca V. Levy, Yorg Azzi, Molly Fisher, Milagros Yunes, Kaltrina Sedaliu, Ladan Golestaneh, Maureen Brogan, Neelja Kumar, Michael Chang, Jyotsana Thakkar, Ritesh Raichoudhury, Akshay Athreya, Mohamed Farag, Edward J. Schenck, Soo Jung Cho, Maria Plataki, Sergio L. Alvarez-Mulett, Luis G. Gomez-Escobar, Di Pan, Stefi Lee, Jamuna Krishnan, William Whalen, David Charytan, Ashley Macina, Sobaata Chaudhry, Benjamin Wu, Frank Modersitzki, Anand Srivastava, Alexander S. Leidner, Carlos Martinez, Jacqueline M. Kruser, Richard G. Wunderink, Alexander J. Hodakowski, Juan Carlos Q. Velez, Eboni G. Price-Haywood, Luis A. Matute-Trochez, Anna E. Hasty, Muner MB. Mohamed, Rupali S. Avasare, David Zonies, David E. Leaf, Shruti Gupta, Meghan E. Sise, Erik T. Newman, Samah Abu Omar, Kapil K. Pokharel, Shreyak Sharma, Harkarandeep Singh, Simon Correa, Tanveer Shaukat, Omer Kamal, Wei Wang, Heather Yang, Jeffery O. Boateng, Meghan Lee, Ian A. Strohbehn, Jiahua Li, Ariel L. Mueller, Roberta E. Redfern, Nicholas S. Cairl, Gabriel Naimy, Abeer Abu-Saif, Danyell Hall, Laura Bickley, Chris Rowan, Farah Madhani-Lovely, Vivian S. Cruz, Kristen M. Hess, Alanna L. Jacobs, Vasil Peev, Jochen Reiser, John J. Byun, Andrew Vissing, Esha M. Kapania, Zoe Post, Nilam P. Patel, Joy-Marie Hermes, Anne K. Sutherland, Amee Patrawalla, Diana G. Finkel, Barbara A. Danek, Sowminya Arikapudi, Jeffrey M. Paer, Peter Cangialosi, Mark Liotta, Jared Radbel, Sonika Puri, Jag Sunderram, Matthew T. Scharf, Ayesha Ahmed, Ilya Berim, Jayanth S. Vatson, Shuchi Anand, Joseph E. Levitt, Pablo Garcia, Suzanne M. Boyle, Rui Song, Jingjing Zhang, Sang Hoon Woo, Xiaoying Deng, Goni Katz-Greenberg, Katharine Senter, Moh’d A. Sharshir, Vadym V. Rusnak, Muhammad Imran Ali, Anip Bansal, Amber S. Podoll, Michel Chonchol, Sunita Sharma, Ellen L. Burnham, David J. Douin, Arash Rashidi, Rana Hejal, Eric Judd, Laura Latta, Ashita Tolwani, Timothy E. Albertson, Jason Y. Adams, Steven Y. Chang, Rebecca M. Beutler, Carl E. Schulze, Etienne Macedo, Harin Rhee, Kathleen D. Liu, Vasantha K. Jotwani, Jay L. Koyner, Chintan V. Shah, Vishal Jaikaransingh, Stephanie M. Toth-Manikowski, Min J. Joo, James P. Lash, Javier A. Neyra, Nourhan Chaaban, Madona Elias, Yahya Ahmad, Alfredo Iardino, Elizabeth H. Au, Jill H. Sharma, Marie Anne Sosa, Sabrina Taldone, Gabriel Contreras, David De La Zerda, Hayley B. Gershengorn, Bhavarth Shukla, Alessia Fornoni, Tanira Ferreira, Salim S. Hayek, Pennelope Blakely, Hanna Berlin, Tariq U. Azam, Husam Shadid, Michael Pan, Patrick O’ Hayer, Chelsea Meloche, Rafey Feroze, Rayan Kaakati, Danny Perry, Abbas Bitar, Elizabeth Anderson, Kishan J. Padalia, John P. Donnelly, Andrew J. Admon, Jennifer E. Flythe, Matthew J. Tugman, Emily H. Chang, Brent R. Brown, Amanda K. Leonberg-Yoo, Ryan C. Spiardi, Todd A. Miano, Meaghan S. Roche, Charles R. Vasquez, Amar D. Bansal, Natalie C. Ernecoff, Sanjana Kapoor, Siddharth Verma, Huiwen Chen, Csaba P. Kovesdy, Miklos Z. Molnar, Ambreen Azhar, S. Susan Hedayati, Mridula V. Nadamuni, Shani Shastri, Duwayne L. Willett, Samuel A.P. Short, Amanda D. Renaghan, Kyle B. Enfield, Pavan K. Bhatraju, A. Bilal Malik, Matthew W. Semler, Anitha Vijayan, Christina Mariyam Joy, Tingting Li, Seth Goldberg, Patricia F. Kao, Greg L. Schumaker, Nitender Goyal, Anthony J. Faugno, Caroline M. Hsu, Asma Tariq, Leah Meyer, Ravi K. Kshirsagar, Daniel E. Weiner, Aju Jose, Marta Christov, Jennifer Griffiths, Sanjeev Gupta, Aromma Kapoor, Perry Wilson, Tanima Arora, and Ugochukwu Ugwuowo

Subjects
Medical emergencies. Critical care. Intensive care. First aid, RC86-88.9
Abstract

OBJECTIVES:. Older age is a key risk factor for adverse outcomes in critically ill patients with COVID-19. However, few studies have investigated whether preexisting comorbidities and acute physiologic ICU factors modify the association between age and death. DESIGN:. Multicenter cohort study. SETTING:. ICUs at 68 hospitals across the United States. PATIENTS:. A total of 5,037 critically ill adults with COVID-19 admitted to ICUs between March 1, 2020, and July 1, 2020. INTERVENTIONS:. None. MEASUREMENTS AND MAIN RESULTS:. The primary exposure was age, modeled as a continuous variable. The primary outcome was 28-day inhospital mortality. Multivariable logistic regression tested the association between age and death. Effect modification by the number of risk factors was assessed through a multiplicative interaction term in the logistic regression model. Among the 5,037 patients included (mean age, 60.9 yr [± 14.7], 3,179 [63.1%] male), 1,786 (35.4%) died within 28 days. Age had a nonlinear association with 28-day mortality (p for nonlinearity

Published
2022
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2. Performance of crisis standards of care guidelines in a cohort of critically ill COVID-19 patients in the United States

Author

Julia L. Jezmir, Maheetha Bharadwaj, Alexander Chaitoff, Bradford Diephuis, Conor P. Crowley, Sandeep P. Kishore, Eric Goralnick, Louis T. Merriam, Aimee Milliken, Chanu Rhee, Nicholas Sadovnikoff, Sejal B. Shah, Shruti Gupta, David E. Leaf, William B. Feldman, Edy Y. Kim, Carl P. Walther, Samaya J. Anumudu, Justin Arunthamakun, Kathleen F. Kopecky, Gregory P. Milligan, Peter A. McCullough, Thuy-Duyen Nguyen, Shahzad Shaefi, Megan L. Krajewski, Sidharth Shankar, Ameeka Pannu, Juan D. Valencia, Sushrut S. Waikar, Zoe A. Kibbelaar, Ambarish M. Athavale, Peter Hart, Shristi Upadhyay, Ishaan Vohra, Ajiboye Oyintayo, Adam Green, Jean-Sebastien Rachoin, Christa A. Schorr, Lisa Shea, Daniel L. Edmonston, Christopher L. Mosher, Alexandre M. Shehata, Zaza Cohen, Valerie Allusson, Gabriela Bambrick-Santoyo, Noor ul aain Bhatti, Bijal Mehta, Aquino Williams, Samantha K. Brenner, Patricia Walters, Ronaldo C. Go, Keith M. Rose, Miguel A. Hernán, Amy M. Zhou, Ethan C. Kim, Rebecca Lisk, Lili Chan, Kusum S. Mathews, Steven G. Coca, Deena R. Altman, Aparna Saha, Howard Soh, Huei Hsun Wen, Sonali Bose, Emily A. Leven, Jing G. Wang, Gohar Mosoyan, Girish N. Nadkarni, Pattharawin Pattharanitima, Allon N. Friedman, John Guirguis, Rajat Kapoor, Christopher Meshberger, Katherine J. Kelly, Chirag R. Parikh, Brian T. Garibaldi, Celia P. Corona-Villalobos, Yumeng Wen, Steven Menez, Rubab F. Malik, Elena Cervantes, Samir Gautam, Mary C. Mallappallil, Jie Ouyang, Sabu John, Ernie Yap, Yohannes Melaku, Ibrahim Mohamed, Siddartha Bajracharya, Isha Puri, Mariah Thaxton, Jyotsna Bhattacharya, John Wagner, Leon Boudourakis, H. Bryant Nguyen, Afshin Ahoubim, Leslie F. Thomas, Dheeraj Reddy Sirganagari, Pramod K. Guru, Kianoush Kashani, Yan Zhou, Paul A. Bergl, Jesus Rodriguez, Jatan A. Shah, Mrigank S. Gupta, Princy N. Kumar, Deepa G. Lazarous, Seble G. Kassaye, Michal L. Melamed, Tanya S. Johns, Ryan Mocerino, Kalyan Prudhvi, Denzel Zhu, Rebecca V. Levy, Yorg Azzi, Molly Fisher, Milagros Yunes, Kaltrina Sedaliu, Ladan Golestaneh, Maureen Brogan, Neelja Kumar, Michael Chang, Ritesh Raichoudhury, Akshay Athreya, Mohamed Farag, Edward J. Schenck, Soo Jung Cho, Maria Plataki, Sergio L. Alvarez-Mulett, Luis G. Gomez-Escobar, Di Pan, Stefi Lee, Jamuna Krishnan, William Whalen, David Charytan, Ashley Macina, Sobaata Chaudhry, Benjamin Wu, Frank Modersitzki, Anand Srivastava, Alexander S. Leidner, Carlos Martinez, Jacqueline M. Kruser, Richard G. Wunderink, Alexander J. Hodakowski, Juan Carlos Q. Velez, Eboni G. Price-Haywood, Luis A. Matute-Trochez, Anna E. Hasty, Muner MB. Mohamed, Rupali S. Avasare, David Zonies, Meghan E. Sise, Erik T. Newman, Samah Abu Omar, Kapil K. Pokharel, Shreyak Sharma, Harkarandeep Singh, Simon Correa, Tanveer Shaukat, Omer Kamal, Wei Wang, Heather Yang, Jeffery O. Boateng, Meghan Lee, Ian A. Strohbehn, Jiahua Li, Ariel L. Mueller, Roberta Redfern, Nicholas S. Cairl, Gabriel Naimy, Abeer Abu-Saif, Danyell Hall, Laura Bickley, Chris Rowan, Farah Madhani-Lovely, Vivian S. Cruz, Kristen M. Hess, Alanna L. Jacobs, Vasil Peev, Jochen Reiser, John J. Byun, Andrew Vissing, Esha M. Kapania, Zoe Post, Nilam P. Patel, Joy-Marie Hermes, Anne K. Sutherland, Amee Patrawalla, Diana G. Finkel, Barbara A. Danek, Sowminya Arikapudi, Jeffrey M. Paer, Peter Cangialosi, Mark Liotta, Jared Radbel, Sonika Puri, Jag Sunderram, Matthew T. Scharf, Ayesha Ahmed, Ilya Berim, Jayanth S. Vatson, Shuchi Anand, Joseph E. Levitt, Suzanne M. Boyle, Rui Song, Jingjing Zhang, Sang Hoon Woo, Xiaoying Deng, Goni Katz-Greenberg, Katharine Senter, Moh’d A. Sharshir, Vadym V. Rusnak, Muhammad Imran Ali, Anip Bansal, Amber S. Podoll, Michel Chonchol, Sunita Sharma, Ellen L. Burnham, Arash Rashidi, Rana Hejal, Eric Judd, Laura Latta, Ashita Tolwani, Timothy E. Albertson, Jason Y. Adams, Steven Y. Chang, Rebecca M. Beutler, Etienne Macedo, Harin Rhee, Kathleen D. Liu, Vasantha K. Jotwani, Jay L. Koyner, Chintan V. Shah, Vishal Jaikaransingh, Stephanie M. Toth-Manikowski, Min J. Joo, James P. Lash, Javier A. Neyra, Nourhan Chaaban, Madona Elias, Yahya Ahmad, Alfredo Iardino, Elizabeth H. Au, Jill H. Sharma, Marie Anne Sosa, Sabrina Taldone, Gabriel Contreras, David De La Zerda, Hayley B. Gershengorn, Bhavarth Shukla, Alessia Fornoni, Tanira Ferreira, Salim S. Hayek, Pennelope Blakely, Hanna Berlin, Tariq U. Azam, Husam Shadid, Michael Pan, Patrick O’ Hayer, Chelsea Meloche, Rafey Feroze, Rayan Kaakati, Danny Perry, Abbas Bitar, Elizabeth Anderson, Kishan J. Padalia, John P. Donnelly, Andrew J. Admon, Jennifer E. Flythe, Matthew J. Tugman, Emily H. Chang, Brent R. Brown, Amanda K. Leonberg-Yoo, Ryan C. Spiardi, Todd A. Miano, Meaghan S. Roche, Charles R. Vasquez, Amar D. Bansal, Natalie C. Ernecoff, Sanjana Kapoor, Siddharth Verma, Csaba P. Kovesdy, Miklos Z. Molnar, Ambreen Azhar, S. Susan Hedayati, Mridula V. Nadamuni, Shani Shastri, Duwayne L. Willett, Samuel A.P. Short, Amanda D. Renaghan, Kyle B. Enfield, Pavan K. Bhatraju, A. Bilal Malik, Matthew W. Semler, Anitha Vijayan, Christina Mariyam Joy, Tingting Li, Seth Goldberg, Patricia F. Kao, Greg L. Schumaker, Nitender Goyal, Anthony J. Faugno, Caroline M. Hsu, Asma Tariq, Leah Meyer, Ravi K. Kshirsagar, Daniel E. Weiner, Aju Jose, Marta Christov, Jennifer Griffiths, Sanjeev Gupta, Aromma Kapoor, Perry Wilson, Tanima Arora, and Ugochukwu Ugwuowo

Subjects
medical ethics, crisis standards of care, triage, critical care, intensive care, COVID-19, Medicine (General), R5-920
Abstract

Summary: Many US states published crisis standards of care (CSC) guidelines for allocating scarce critical care resources during the COVID-19 pandemic. However, the performance of these guidelines in maximizing their population benefit has not been well tested. In 2,272 adults with COVID-19 requiring mechanical ventilation drawn from the Study of the Treatment and Outcomes in Critically Ill Patients with COVID-19 (STOP-COVID) multicenter cohort, we test the following three approaches to CSC algorithms: Sequential Organ Failure Assessment (SOFA) scores grouped into ranges, SOFA score ranges plus comorbidities, and a hypothetical approach using raw SOFA scores not grouped into ranges. We find that area under receiver operating characteristic (AUROC) curves for all three algorithms demonstrate only modest discrimination for 28-day mortality. Adding comorbidity scoring modestly improves algorithm performance over SOFA scores alone. The algorithm incorporating comorbidities has modestly worse predictive performance for Black compared to white patients. CSC algorithms should be empirically examined to refine approaches to the allocation of scarce resources during pandemics and to avoid potential exacerbation of racial inequities.

Published
2021
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3. Machine Learning Prediction of Death in Critically Ill Patients With Coronavirus Disease 2019

Author

Matthew M. Churpek, MD, MPH, PhD, Shruti Gupta, MD, MPH, Alexandra B. Spicer, MS, Salim S. Hayek, MD, Anand Srivastava, MD, MPH, Lili Chan, MD, MSCR, Michal L. Melamed, MD, MHS, Samantha K. Brenner, MD, MPH, Jared Radbel, MD, Farah Madhani-Lovely, MD, Pavan K. Bhatraju, MD, MSc, Anip Bansal, MD, Adam Green, MD, MBA, Nitender Goyal, MD, Shahzad Shaefi, MD, MPH, Chirag R. Parikh, MD, PhD, Matthew W. Semler, MD, David E. Leaf, MD, MMSc, Carl P. Walther, Samaya J. Anumudu, Justin Arunthamakun, Kathleen F. Kopecky, Gregory P. Milligan, Peter A. McCullough, ThuyDuyen Nguyen, Shahzad Shaefi, Megan L. Krajewski, Sidharth Shankar, Ameeka Pannu, Juan D. Valencia, Sushrut S. Waikar, Zoe A. Kibbelaar, Ambarish M. Athavale, Peter Hart, Oyintayo Ajiboye, Matthew Itteera, Adam Green, Jean-Sebastien Rachoin, Christa A. Schorr, Lisa Shea, Daniel L. Edmonston, Christopher L. Mosher, Alexandre M. Shehata, Zaza Cohen, Valerie Allusson, Gabriela Bambrick-Santoyo, Noor ul aain Bhatti, Bijal Metha, Aquino Williams, Samantha K. Brenner, Patricia Walters, Ronaldo C. Go, Keith M. Rose, Miguel A. Hernán, Amy M. Zhou, Ethan C. Kim, Rebecca Lisk, Lili Chan, Kusum S. Mathews, Steven G. Coca, Deena R. Altman, Aparna Saha, Howard Soh, Huei Hsun Wen, Sonali Bose, Emily Leven, Jing G. Wang, Gohar Mosoyan, Girish N. Nadkarni, Allon N. Friedman, John Guirguis, Rajat Kapoor, Christopher Meshberger, Chirag R. Parikh, Brian T. Garibaldi, Celia P. Corona-Villalobos, Yumeng Wen, Steven Menez, Rubab F. Malik, Carmen Elena Cervantes, Samir C. Gautam, Crystal Chang, H. Bryant Nguyen, Afshin Ahoubim, Leslie F. Thomas, Pramod K. Guru, Paul A. Bergl, Yan Zhou, Jesus Rodriguez, Jatan A. Shah, Mrigank S. Gupta, Princy N. Kumar, Deepa G. Lazarous, Seble G. Kassaye, Michal L. Melamed, Tanya S. Johns, Ryan Mocerino, Kalyan Prudhvi, Denzel Zhu, Rebecca V. Levy, Yorg Azzi, Molly Fisher, Milagros Yunes, Kaltrina Sedaliu, Ladan Golestaneh, Maureen Brogan, Jyotsana Thakkar, Neelja Kumar, Michael J. Ross, Michael Chang, Ritesh Raichoudhury, Edward J. Schenck, Soo Jung Cho, Maria Plataki, Sergio L. Alvarez-Mulett, Luis G. Gomez-Escobar, Di Pan, Stefi Lee, Jamuna Krishnan, William Whalen, David Charytan, Ashley Macina, Daniel W. Ross, Anand Srivastava, Alexander S. Leidner, Carlos Martinez, Jacqueline M. Kruser, Richard G. Wunderink, Alexander J. Hodakowski, Juan Carlos Q. Velez, Eboni G. Price-Haywood, Luis A. Matute-Trochez, Anna E. Hasty, Muner MB. Mohamed, Rupali S. Avasare, David Zonies, David E. Leaf, Shruti Gupta, Rebecca M. Baron, Meghan E. Sise, Erik T. Newman, Samah Abu Omar, Kapil K. Pokharel, Shreyak Sharma, Harkarandeep Singh, Simon Correa Gaviria, Tanveer Shaukat, Omer Kamal, Wei Wang, Heather Yang, Jeffery O. Boateng, Meghan Lee, Ian A. Strohbehn, Jiahua Li, Saif A. Muhsin, Ernest I. Mandel, Ariel L. Mueller, Nicholas S. Cairl, Farah Madhani-Lovely, Chris Rowan, Farah Madhai-Lovely, Vasil Peev, Jochen Reiser, John J. Byun, Andrew Vissing, Esha M. Kapania, Zoe Post, Nilam P. Patel, Joy-Marie Hermes, Anne K. Sutherland, Amee Patrawalla, Diana G. Finkel, Barbara A. Danek, Sowminya Arikapudi, Jeffrey M. Paer, Jared Radbel, Sonika Puri, Jag Sunderram, Matthew T. Scharf, Ayesha Ahmed, Ilya Berim, Jayanth Vatson, Shuchi Anand, Joseph E. Levitt, Pablo Garcia, Suzanne M. Boyle, Rui Song, Jingjing Zhang, Moh’d A. Sharshir, Vadym V. Rusnak, Anip Bansal, Amber S. Podoll, Michel Chonchol, Sunita Sharma, Ellen L. Burnham, Arash Rashidi, Rana Hejal, Eric Judd, Laura Latta, Ashita Tolwani, Timothy E. Albertson, Jason Y. Adams, Steven Y. Chang, Rebecca M. Beutler, Carl E. Schulze, Etienne Macedo, Harin Rhee, Kathleen D. Liu, Vasantha K. Jotwani, Jay L. Koyner, Chintan V. Shah, Vishal Jaikaransingh, Stephanie M. Toth-Manikowski, Min J. Joo, James P. Lash, Javier A. Neyra, Nourhan Chaaban, Alfredo Iardino, Elizabeth H. Au, Jill H. Sharma, Marie Anne Sosa, Sabrina Taldone, Gabriel Contreras, David De La Zerda, Hayley B. Gershengorn, Salim S. Hayek, Pennelope Blakely, Hanna Berlin, Tariq U. Azam, Husam Shadid, Michael Pan, Patrick O’ Hayer, Chelsea Meloche, Rafey Feroze, Kishan J. Padalia, Jeff Leya, John P. Donnelly, Andrew J. Admon, Jennifer E. Flythe, Matthew J. Tugman, Brent R. Brown, Amanda K. Leonberg-Yoo, Ryan C. Spiardi, Todd A. Miano, Meaghan S. Roche, Charles R. Vasquez, Amar D. Bansal, Natalie C. Ernecoff, Csaba P. Kovesdy, Miklos Z. Molnar, S. Susan Hedayati, Mridula V. Nadamuni, Sadaf S. Khan, Duwayne L. Willett, Samuel A.P. Short, Amanda D. Renaghan, Pavan Bhatraju, A. Bilal Malik, Matthew W. Semler, Anitha Vijayan, Christina Mariyam Joy, Tingting Li, Seth Goldberg, Patricia F. Kao, Greg L. Schumaker, Nitender Goyal, Anthony J. Faugno, Caroline M. Hsu, Asma Tariq, Leah Meyer, Marta Christov, Francis P. Wilson, Tanima Arora, and Ugochukwu Ugwuowo

Subjects
Medical emergencies. Critical care. Intensive care. First aid, RC86-88.9
Abstract

OBJECTIVES:. Critically ill patients with coronavirus disease 2019 have variable mortality. Risk scores could improve care and be used for prognostic enrichment in trials. We aimed to compare machine learning algorithms and develop a simple tool for predicting 28-day mortality in ICU patients with coronavirus disease 2019. DESIGN:. This was an observational study of adult patients with coronavirus disease 2019. The primary outcome was 28-day inhospital mortality. Machine learning models and a simple tool were derived using variables from the first 48 hours of ICU admission and validated externally in independent sites and temporally with more recent admissions. Models were compared with a modified Sequential Organ Failure Assessment score, National Early Warning Score, and CURB-65 using the area under the receiver operating characteristic curve and calibration. SETTING:. Sixty-eight U.S. ICUs. PATIENTS:. Adults with coronavirus disease 2019 admitted to 68 ICUs in the United States between March 4, 2020, and June 29, 2020. INTERVENTIONS:. None. MEASUREMENTS AND MAIN RESULTS:. The study included 5,075 patients, 1,846 (36.4%) of whom died by day 28. eXtreme Gradient Boosting had the highest area under the receiver operating characteristic curve in external validation (0.81) and was well-calibrated, while k-nearest neighbors were the lowest performing machine learning algorithm (area under the receiver operating characteristic curve 0.69). Findings were similar with temporal validation. The simple tool, which was created using the most important features from the eXtreme Gradient Boosting model, had a significantly higher area under the receiver operating characteristic curve in external validation (0.78) than the Sequential Organ Failure Assessment score (0.69), National Early Warning Score (0.60), and CURB-65 (0.65; p < 0.05 for all comparisons). Age, number of ICU beds, creatinine, lactate, arterial pH, and Pao2/Fio2 ratio were the most important predictors in the eXtreme Gradient Boosting model. CONCLUSIONS:. eXtreme Gradient Boosting had the highest discrimination overall, and our simple tool had higher discrimination than a modified Sequential Organ Failure Assessment score, National Early Warning Score, and CURB-65 on external validation. These models could be used to improve triage decisions and clinical trial enrichment.

Published
2021
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4. The Effect of an Accelerated Renal Replacement Therapy Initiation Is Not Modified by Baseline Risk

Author

Federico Angriman, Bruno L. Ferreyro, Natalia Angeloni, Bruno R. da Costa, Ron Wald, Sean M. Bagshaw, Neill K.J. Adhikari, Rinaldo Bellomo, Didier Dreyfuss, Bin Du, Martin P. Gallagher, Stéphane Gaudry, François Lamontagne, Michael Joannidis, Kathleen D. Liu, Daniel F. McAuley, Shay P. McGuinness, Alistair D. Nichol, Marlies Ostermann, Paul M. Palevsky, Haibo Qiu, Ville Pettilä, Antoine G. Schneider, Orla M. Smith, Suvi T. Vaara, Matthew Weir, Glenn M. Eastwood, Leah Peck, Helen Young, Peter Kruger, Gordon Laurie, Emma Saylor, Jason Meyer, Ellen Venz, Krista Wetzig, Craig French, Forbes McGain, John Mulder, Gerard Fennessy, Sathyajith Koottayi, Samantha Bates, Miriam Towns, Rebecca Morgan, Anna Tippett, Andrew Udy, Chris Mason, Elisa Licari, Dashiell Gantner, Jason McClure, Alistair Nichol, Phoebe McCracken, Jasmin Board, Emma Martin, Shirley Vallance, Meredith Young, Chelsey Vladic, Steve McGloughlin, David Gattas, Heidi Buhr, Jennifer Coles, Debra Hutch, James Wun, Louise Cole, Christina Whitehead, Julie Lowrey, Kristy Masters, Rebecca Gresham, Victoria Campbell, David Gutierrez, Jane Brailsford, Loretta Forbes, Lauren Murray, Teena Maguire, Martina NiChonghaile, Neil Orford, Allison Bone, Tania Elderkin, Tania Salerno, Tim Chimunda, Jason Fletcher, Emma Broadfield, Sanjay Porwal, Cameron Knott, Catherine Boschert, Julie Smith, Angus Richardson, Dianne Hill, Graeme Duke, Peter Oziemski, Santiago Cegarra, Peter Chan, Deborah Welsh, Stephanie Hunter, Owen Roodenburg, John Dyett, Nicos Kokotsis, Max Moser, Yang Yang, Laven Padayachee, Joseph Vetro, Himangsu Gangopadhyay, Melissa Kaufman, Angaj Ghosh, Simone Said, Alpesh Patel, Shailesh Bihari, Elisha Matheson, Xia Jin, Tapaswi Shrestha, Kate Schwartz, Rosalba Cross, Winston Cheung, Helen Wong, Mark Kol, Asim Shah, Amanda Y. Wang, Zoltan Endre, Celia Bradford, Pierre Janin, Simon Finfer, Naomi Diel, Jonathan Gatward, Naomi Hammond, Anthony Delaney, Frances Bass, Elizabeth Yarad, Hergen Buscher, Claire Reynolds, Nerilee Baker, Romuald Bellmann, Andreas Peer, Julia Hasslacher, Paul Koglberger, Sebastian Klein, Klemens Zotter, Anna Brandtner, Armin Finkenstedt, Adelheid Ditlbacher, Frank Hartig, Dietmar Fries, Mirjam Bachler, Bettina Schenk, Martin Wagner, Philipp Eller, Thomas Staudinger, Esther Tiller, Peter Schellongowski, Andja Bojic, Eric A. Hoste, Stephanie Bracke, Luc De Crop, Daisy Vermeiren, Fernando Thome, Bianca Chiella, Lucia Fendt, Veronica Antunes, Frédérick D'Aragon, Charles St-Arnaud, Michael Mayette, Élaine Carbonnaeu, Joannie Marchand, Marie-Hélène Masse, Marilène Ladouceur, Alexis F. Turgeon, François Lauzier, David Bellemare, Charles Langis Francoeur, Guillaume LeBlanc, Gabrielle Guilbault, Stéphanie Grenier, Eve Cloutier, Annick Boivin, Charles Delisle-Thibault, Panagiota Giannakouros, Olivier Costerousse, Jean-François Cailhier, François-Martin Carrier, Ali Ghamraoui, Martine Lebrasseur, Fatna Benettaib, Maya Salamé, Dounia Boumahni, Ying Tung Sia, Jean-François Naud, Isabelle Roy, Henry T. Stelfox, Stacey Ruddell, Braden J. Manns, Shelley Duggan, Dominic Carney, Jennifer Barchard, Richard P. Whitlock, Emilie Belley-Cote, Nevena Savija, Alexandra Sabev, Troy Campbell, Thais Creary, Kelson Devereaux, Shira Brodutch, Claudio Rigatto, Bojan Paunovic, Owen Mooney, Anna Glybina, Oksana Harasemiw, Michelle Di Nella, John Harmon, Navdeep Mehta, Louis Lakatos, Nicole Haslam, Francois Lellouche, Mathieu Simon, Ying Tung, Patricia Lizotte, Pierre-Alexandre Bourchard, Bram Rochwerg, Tim Karachi, Tina Millen, John Muscedere, David Maslove, J. Gordon Boyd, Stephanie Sibley, John Drover, Miranda Hunt, Ilinca Georgescu, Randy Wax, Ilan Lenga, Kavita Sridhar, Andrew Steele, Kelly Fusco, Taneera Ghate, Michael Tolibas, Holly Robinson, Matthew A. Weir, Ravi Taneja, Ian M. Ball, Amit Garg, Eileen Campbell, Athena Ovsenek, Sean van Diepen, Nadia Baig, Sheldon Magder, Han Yao, Ahsan Alam, Josie Campisi, Erika MacIntyre, Ella Rokosh, Kimberly Scherr, Stephen Lapinsky, Sangeeta Mehta, Sumesh Shah, Daniel J. Niven, Michael Russell, Kym Jim, Gillian Brown, Kerry Oxtoby, Adam Hall, Luc Benoit, Colleen Sokolowski, Bhanu Prasad, Jag Rao, Shelley Giebel, Demetrios J. Kutsogiannis, Patricia Thompson, Tayne Thompson, Robert Cirone, Kanthi Kavikondala, Mark Soth, France Clarke, Alyson Takaoka, David Mazer, Karen Burns, Jan Friedrich, David Klein, Gyan Sandhu, Marlene Santos, Imrana Khalid, Jennifer Hodder, Peter Dodek, Najib Ayas, Victoria Alcuaz, Gabriel Suen, Oleksa Rewa, Gurmeet Singh, Sean Norris, Neil Gibson, Castro Arias, Aysha Shami, Celine Pelletier, Alireza Zahirieh, Andre Amaral, Nicole Marinoff, Navjot Kaur, Adic Perez, Jane Wang, Gregory Haljan, Christopher Condin, Lauralyn McIntyre, Brigette Gomes, Rebecca Porteous, Irene Watpool, Swapnil Hiremath, Edward Clark, Margaret S. Herridge, Felicity Backhouse, M. Elizabeth Wilcox, Karolina Walczak, Vincent Ki, Asheer Sharman, Martin Romano, R.T. Noel Gibney, Adam S. Romanovsky, Lorena McCoshen, Gordon Wood, Daniel Ovakim, Fiona Auld, Gayle Carney, Meili Duan, Xiaojun Ji, Dongchen Guo, Zhili Qi, Jin Lin, Meng Zhang, Lei Dong, Jingfeng Liu, Pei Liu, Deyuan Zhi, Guoqiang Bai, Yu Qiu, Ziqi Yang, Jing Bai, Zhuang Liu, Haizhou Zhuang, Haiman Wang, Jian Li, Mengya Zhao, Xiao Zhou, Xianqing Shi, Baning Ye, Manli Liu, Jing Wu, Yongjian Fu, Dali Long, Yu Pan, Jinlong Wang, Huaxian Mei, Songsong Zhang, Mingxiang Wen, Enyu Yang, Sijie Mu, Jianquan Li, Tingting Hu, Bingyu Qin, Min Li, Cunzhen Wang, Xin Dong, Kaiwu Wang, Haibo Wang, Jianxu Yang, Chuanyao Wang, Dongxin Wang, Nan Li, Zhui Yu, Song Xu, Lan Yao, Guo Hou, Zhou Liu, Liping Lu, Yingtao Lian, Chunting Wang, Jichen Zhang, Ruiqi Ding, Guoqing Qi, Qizhi Wang, Peng Wang, Zhaoli Meng, Man Chen, Xiaobo Hu, Xiandi He, Shibing Zhao, Lele Hang, Rui Li, Suhui Qin, Kun Lu, Shijuan Dun, Cheng Liu, Qi Zhou, Zhenzhen Chen, Jing Mei, Minwei Zhang, Hao Xu, Jincan Lin, Qindong Shi, Lijuan Fu, Qinjing Zeng, Hongye Ma, Jinqi Yan, Lan Gao, Hongjuan Liu, Lei Zhang, Hao Li, Xiaona He, Jingqun Fan, Litao Guo, Yu Liu, Xue Wang, Jingjing Sun, Zhongmin Liu, Juan Yang, Lili Ding, Lulu Sheng, Xingang Liu, Jie Yan, Quihui Wang, Yifeng Wang, Dan Zhao, Shuangping Zhao, Chenghuan Hu, Jing Li, Fuxing Deng, Haibo Qui, Yi Yang, Min Mo, Chun Pan, Changde Wu, Yingzi Huang, Lili Huang, Airan Liu, Anna-Maija Korhonen, Sanna Törnblom, Sari Sutinen, Leena Pettilä, Jonna Heinonen, Eliria Lappi, Taria Suhonen, Sari Karlsson, Sanna Hoppu, Ville Jalkanen, Anne Kuitunen, Markus Levoranta, Jaakko Långsjö, Sanna Ristimäki, Kaisa Malila, Anna Wootten, Simo Varila, Mikko J Järvisalo, Outi Inkinen, Satu Kentala, Keijo Leivo, Paivi Haltia, Jean-Damien Ricard, Jonathan Messika, Abirami Tiagarajah, Malo Emery, Aline Dechanet, Coralie Gernez, Damien Roux, Laurent Martin-Lefevre, Maud Fiancette, Isabelle Vinatier, Jean Claude Lacherade, Gwenhaël Colin, Christine Lebert, Marie-Ange Azais, Aihem Yehia, Caroline Pouplet, Matthieu Henry- Lagarrigue, Amélie Seguin, Laura Crosby, Julien Maizel, Dimitri Titeca-Beauport, Alain Combes, Ania Nieszkowska, Paul Masi, Alexandre Demoule, Julien Mayaux, Martin Dres, Elise Morawiec, Maxens Decalvele, Suela Demiri, Morgane Faure, Clémence Marios, Maxime Mallet, Marie Amélie Ordon, Laura Morizot, Marie Cantien, François Pousset, Florent Poirson, Yves Cohen, Laurent Argaud, Martin Cour, Laurent Bitker, Marie Simon, Romain Hernu, Thomas Baudry, Sylvie De La Salle, Adrien Robine, Nicholas Sedillot, Xavier Tchenio, Camille Bouisse, Sylvie Roux, Fabienne Tamion, Steven Grangé, Dorothée Carpentier, Guillaume Chevrel, Luis Ensenyat-Martin, Sophie Marque, Jean-Pierre Quenot, Pascal Andreu, Auguste Dargent, Audrey Large, Nicolas Chudeau, Mickael Landais, Benoit Derrien, Jean Christophe Callahan, Christophe Guitton, Charlène Le Moal, Alain Robert, Karim Asehnoune, Raphaël Cinotti, Nicolas Grillot, Dominique Demeure, Christophe Vinsonneau, Imen Rahmani, Mehdi Marzouk, Thibault Dekeyser, Caroline Sejourne, Mélanie Verlay, Fabienne Thevenin, Lucie Delecolle, Didier Thevenin, Bertrand Souweine, Elisabeth Coupez, Mireille Adda, Jean-Pierre Eraldi, Antoine Marchalot, Nicolas De Prost, Armand Mekontso Dessap, Keyvan Razazi, Ferhat Meziani, Julie Boisrame-Helms, Raphael Clere-Jehl, Xavier Delabranche, Christine Kummerlen, Hamid Merdji, Alexandra Monnier, Yannick Rabouel, Hassene Rahmani, Hayat Allam, Samir Chenaf, Vincenta Franja, Bertrand Pons, Michel Carles, Frédéric Martino, Régine Richard, Benjamin Zuber, Guillaume Lacave, Karim Lakhal, Bertrand Rozec, Hoa Dang Van, Éric Boulet, Fouad Fadel, Cedric Cleophax, Nicolas Dufour, Caroline Grant, Marie Thuong, Jean Reignier, Emmanuel Canet, Laurent Nicolet, Thierry Boulain, Mai-Anh Nay, Dalila Benzekri, François Barbier, Anne Bretagnol, Toufik Kamel, Armelle Mathonnet, Grégoire Muller, Marie Skarzynski, Julie Rossi, Amandine Pradet, Sandra Dos Santos, Aurore Guery, Lucie Muller, Luis Felix, Julien Bohé, Guillaume Thiéry, Nadia Aissaoui, Damien Vimpere, Morgane Commeureuc, Jean-Luc Diehl, Emmanuel Guerot, Orfeas Liangos, Monika Wittig, Alexander Zarbock, Mira Küllmar, Thomas van Waegeningh, Nadine Rosenow, Kathy Brickell, Peter Doran, Patrick T. Murray, Giovanni Landoni, Rosalba Lembo, Alberto Zangrillo, Giacomo Monti, Margherita Tozzi, Matteo Marzaroli, Gaetano Lombardi, Gianluca Paternoster, Michelangelo Vitiello, Shay McGuinness, Rachael Parke, Magdalena Butler, Eileen Gilder, Keri-Anne Cowdrey, Samantha Wallace, Jane Hallion, Melissa Woolett, Philippa Neal, Karina Duffy, Stephanie Long, Colin McArthur, Catherine Simmonds, Yan Chen, Rachael McConnochie, Lynette Newby, David Knight, Seton Henderson, Jan Mehrtens, Stacey Morgan, Anna Morris, Kymbalee Vander Hayden, Tara Burke, Matthew Bailey, Ross Freebairn, Lesley Chadwick, Penelope Park, Christine Rolls, Liz Thomas, Ulrike Buehner, Erin Williams, Jonathan Albrett, Simon Kirkham, Carolyn Jackson, Troy Browne, Jennifer Goodson, David Jackson, James Houghton, Owen Callender, Vicki Higson, Owen Keet, Clive Dominy, Paul Young, Anna Hunt, Harriet Judd, Cassie Lawrence, Shaanti Olatunji, Yvonne Robertson, Charlotte Latimer-Bell, Deborah Hendry, Agnes Mckay-Vucago, Nina Beehre, Eden Lesona, Leanlove Navarra, Chelsea Robinson, Ryan Jang, Andrea Junge, Bridget Lambert, Michel Thibault, Philippe Eckert, Sébastien Kissling, Erietta Polychronopoulos, Elettra Poli, Marco Altarelli, Madeleine Schnorf, Samia Abed Mallaird, Claudia Heidegger, Aurelie Perret, Philippe Montillier, Frederic Sangla, Seigenthaller Neils, Aude De Watteville, Mandeep-Kaur Phull, Aparna George, Nauman Hussain, Tatiana Pogreban, Steve Lobaz, Alison Daniels, Mishell Cunningham, Deborah Kerr, Alice Nicholson, Pradeep Shanmugasundaram, Judith Abrams, Katarina Manso, Geraldine Hambrook, Elizabeth McKerrow, Juvy Salva, Stephen Foulkes, Matthew Wise, Matt Morgan, Jenny Brooks, Jade Cole, Tracy Michelle Davies, Helen Hill, Emma Thomas, Marcela Vizcaychipi, Behrad Baharlo, Jaime Carungcong, Patricia Costa, Laura Martins, Ritoo Kapoor, Tracy Hazelton, Angela Moon, Janine Musselwhite, Ben Shelley, Philip McCall, Gill Arbane, Aneta Bociek, Martina Marotti, Rosario Lim, Sara Campos, Neus Grau Novellas, Armando Cennamo, Andrew Slack, Duncan Wyncoll, Luigi Camporota, Simon Sparkes, Rosalinde Tilley, Austin Rattray, Gayle Moreland, Jane Duffy, Elizabeth McGonigal, Philip Hopkins, Clare Finney, John Smith, Harriet Noble, Hayley Watson, Claire-Louise Harris, Emma Clarey, Eleanor Corcoran, James Beck, Clare Howcroft, Nora Youngs, Elizabeth Wilby, Bethan Ogg, Adam Wolverson, Sandra Lee, Susie Butler, Maryanne Okubanjo, Julia Hindle, Ingeborg Welters, Karen Williams, Emily Johnson, Julie Patrick-Heselton, David Shaw, Victoria Waugh, Richard Stewart, Esther Mwaura, Lynn Wren, Louise Mew, Sara-Beth Sutherland, Jane Adderley, Jim Ruddy, Margaret Harkins, Callum Kaye, Teresa Scott, Wendy Mitchell, Felicity Anderson, Fiona Willox, Vijay Jagannathan, Michele Clark, Sarah Purv, Andrew Sharman, Megan Meredith, Lucy Ryan, Louise Conner, Cecilia Peters, Dan Harvey, Ashraf Roshdy, Amy Collins, Malcolm Sim, Steven Henderson, Nigel Chee, Sally Pitts, Katie Bowman, Maria Dilawershah, Luke Vamplew, Elizabeth Howe, Paula Rogers, Clara Hernandez, Clara Prendergast, Jane Benton, Alex Rosenberg, Lui G. Forni, Alice Grant, Paula Carvelli, Ajay Raithatha, Sarah Bird, Max Richardson, Matthew Needham, Claire Hirst, Jonathan Ball, Susannah Leaver, Luisa Howlett, Carlos Castro Delgado, Sarah Farnell-Ward, Helen Farrah, Geraldine Gray, Gipsy Joseph, Francesca Robinson, Ascanio Tridente, Clare Harrop, Karen Shuker, Derek McLaughlan, Judith Ramsey, Sharon Meehan, Bernd Oliver Rose, Rosie Reece-Anthony, Babita Gurung, Tony Whitehouse, Catherine Snelson, Tonny Veenith, Andy Johnston, Lauren Cooper, Ron Carrera, Karen Ellis, Emma Fellows, Samanth Harkett, Colin Bergin, Elaine Spruce, Liesl Despy, Stephanie Goundry, Natalie Dooley, Tracy Mason, Amy Clark, Gemma Dignam, Geraldine Ward, Ben Attwood, Penny Parsons, Sophie Mason, Michael Margarson, Jenny Lord, Philip McGlone, Luke E. Hodgson, Indra Chadbourn, Raquel Gomez, Jordi Margalef, Rinus Pretorius, Alexandra Hamshere, Joseph Carter, Hazel Cahill, Lia Grainger, Kate Howard, Greg Forshaw, Zoe Guy, Kianoush B. Kashani, Robert C. Albright, Amy Amsbaugh, Anita Stoltenberg, Alexander S. Niven, Matthew Lynch, AnnMarie O'Mara, Syed Naeem, Sairah Sharif, Joyce McKenney Goulart, Ashita Tolwani, Claretha Lyas, Laura Latta, Azra Bihorac, Haleh Hashemighouchani, Philip Efron, Matthew Ruppert, Julie Cupka, Sean Kiley, Joshua Carson, Peggy White, George Omalay, Sherry Brown, Laura Velez, Alina Marceron, Javier A. Neyra, Juan Carlos Aycinena, Madona Elias, Victor M. Ortiz-Soriano, Caroline Hauschild, and Robert Dorfman

Subjects
Renal Replacement Therapy, Pulmonary and Respiratory Medicine, Critical Illness, Medicine and Health Sciences, Humans, Acute Kidney Injury
Published
2022
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8. Association of Surge Conditions with Mortality Among Critically Ill Patients with COVID-19

Author

Adam B. Keene, Andrew J. Admon, Samantha K. Brenner, Shruti Gupta, Deepa Lazarous, David E. Leaf, Hayley B. Gershengorn, Carl P. Walther, Samaya J. Anumudu, Justin Arunthamakun, Kathleen F. Kopecky, Gregory P. Milligan, Peter A. McCullough, Thuy-Duyen Nguyen, Shahzad Shaefi, Brian P. O’Gara, Megan L. Krajewski, Sean M. Baskin, Sidharth Shankar, Juan D. Valencia, Ameeka Pannu, Margaret M. Hayes, E. Wilson Grandin, Sushrut S. Waikar, Zoe A. Kibbelaar, Ambarish M. Athavale, Peter Hart, Shristi Upadhyay, Ishaan Vohra, Ajiboye Oyintayo, Adam Green, Jean-Sebastien Rachoin, Christa A. Schorr, Lisa Shea, Daniel L. Edmonston, Christopher L. Mosher, Alexandre M. Shehata, Zaza Cohen, Valerie Allusson, Gabriela Bambrick-Santoyo, Noor ul aain Bhatti, Bijal Mehta, Aquino Williams, Patricia Walters, Ronaldo C. Go, Keith M. Rose, Miguel A. Hernán, Rebecca Lisk, Lili Chan, Kusum S. Mathews, Steven G. Coca, Deena R. Altman, Aparna Saha, Howard Soh, Huei Hsun Wen, Sonali Bose, Emily A. Leven, Jing G. Wang, Gohar Mosoyan, Girish N. Nadkarni, Pattharawin Pattharanitima, Emily J. Gallagher, Allon N. Friedman, John Guirguis, Rajat Kapoor, Christopher Meshberger, Katherine J. Kelly, Chirag R. Parikh, Brian T. Garibaldi, Celia P. Corona-Villalobos, Yumeng Wen, Steven Menez, Rubab F. Malik, Carmen Elena Cervantes, Samir C. Gautam, Mary C. Mallappallil, Jie Ouyang, Sabu John, Ernie Yap, Yohannes Melaku, Ibrahim Mohamed, Siddhartha Bajracharya, Isha Puri, Mariah Thaxton, Jyotsna Bhattacharya, John Wagner, Leon Boudourakis, H. Bryant Nguyen, Afshin Ahoubim, Leslie F. Thomas, Dheeraj Reddy Sirganagari, Pramod K. Guru, Kianoush Kashani, Shahrzad Tehranian, Yan Zhou, Paul A. Bergl, Jesus Rodriguez, Jatan A. Shah, Mrigank S. Gupta, Princy N. Kumar, Deepa G. Lazarous, Seble G. Kassaye, Michal L. Melamed, Tanya S. Johns, Ryan Mocerino, Kalyan Prudhvi, Denzel Zhu, Rebecca V. Levy, Yorg Azzi, Molly Fisher, Milagros Yunes, Kaltrina Sedaliu, Ladan Golestaneh, Maureen Brogan, Neelja Kumar, Michael Chang, Jyotsana Thakkar, Ritesh Raichoudhury, Akshay Athreya, Mohamed Farag, Edward J. Schenck, Soo Jung Cho, Maria Plataki, Sergio L. Alvarez-Mulett, Luis G. Gomez-Escobar, Di Pan, Stefi Lee, Jamuna Krishnan, William Whalen, David Charytan, Ashley Macina, Sobaata Chaudhry, Benjamin Wu, Frank Modersitzki, Anand Srivastava, Alexander S. Leidner, Carlos Martinez, Jacqueline M. Kruser, Richard G. Wunderink, Alexander J. Hodakowski, Juan Carlos Q. Velez, Eboni G. Price-Haywood, Luis A. Matute-Trochez, Anna E. Hasty, Muner MB. Mohamed, Rupali S. Avasare, David Zonies, Meghan E. Sise, Erik T. Newman, Samah Abu Omar, Kapil K. Pokharel, Shreyak Sharma, Harkarandeep Singh, Simon Correa, Tanveer Shaukat, Omer Kamal, Wei Wang, Heather Yang, Jeffery O. Boateng, Meghan Lee, Ian A. Strohbehn, Jiahua Li, Ariel L. Mueller, Roberta E. Redfern, Nicholas S. Cairl, Gabriel Naimy, Abeer Abu-Saif, Danyell Hall, Laura Bickley, Chris Rowan, Farah Madhani-Lovely, Vasil Peev, Jochen Reiser, John J. Byun, Andrew Vissing, Esha M. Kapania, Zoe Post, Nilam P. Patel, Joy-Marie Hermes, Anne K. Sutherland, Amee Patrawalla, Diana G. Finkel, Barbara A. Danek, Sowminya Arikapudi, Jeffrey M. Paer, Peter Cangialosi, Mark Liotta, Jared Radbel, Sonika Puri, Jag Sunderram, Matthew T. Scharf, Ayesha Ahmed, Ilya Berim, Jayanth S. Vatson, Shuchi Anand, Joseph E. Levitt, Pablo Garcia, Suzanne M. Boyle, Rui Song, Ali Arif, Jingjing Zhang, Sang Hoon Woo, Xiaoying Deng, Goni Katz-Greenberg, Katharine Senter, Moh’d A. Sharshir, Vadym V. Rusnak, Muhammad Imran Ali, Terri Peters, Kathy Hughes, Anip Bansal, Amber S. Podoll, Michel Chonchol, Sunita Sharma, Ellen L. Burnham, Arash Rashidi, Rana Hejal, Eric Judd, Laura Latta, Ashita Tolwani, Timothy E. Albertson, Jason Y. Adams, Steven Y. Chang, Rebecca M. Beutler, Carl E. Schulze, Etienne Macedo, Harin Rhee, Kathleen D. Liu, Vasantha K. Jotwani, Jay L. Koyner, Alissa Kunczt, Chintan V. Shah, Vishal Jaikaransingh, Stephanie M. Toth-Manikowski, Min J. Joo, James P. Lash, Javier A. Neyra, Nourhan Chaaban, Madona Elias, Yahya Ahmad, Rajany Dy, Alfredo Iardino, Elizabeth H. Au, Jill H. Sharma, Marie Anne Sosa, Sabrina Taldone, Gabriel Contreras, David De La Zerda, Alessia Fornoni, Salim S. Hayek, Pennelope Blakely, Hanna Berlin, Tariq U. Azam, Husam Shadid, Michael Pan, Patrick O' Hayer, Chelsea Meloche, Rafey Feroze, Kishan J. Padalia, Abbas Bitar, Jeff Leya, John P. Donnelly, Jennifer E. Flythe, Matthew J. Tugman, Emily H. Chang, Brent R. Brown, Amanda K. Leonberg-Yoo, Ryan C. Spiardi, Todd A. Miano, Meaghan S. Roche, Charles R. Vasquez, Amar D. Bansal, Natalie C. Ernecoff, Sanjana Kapoor, Siddharth Verma, Huiwen Chen, Csaba P. Kovesdy, Miklos Z. Molnar, Ambreen Azhar, S. Susan Hedayati, Mridula V. Nadamuni, Shani Shastri, Duwayne L. Willett, Samuel A.P. Short, Amanda D. Renaghan, Kyle B. Enfield, Pavan K. Bhatraju, A. Bilal Malik, Matthew W. Semler, Anitha Vijayan, Christina Mariyam Joy, Tingting Li, Seth Goldberg, Patricia F. Kao, Greg L. Schumaker, Nitender Goyal, Anthony J. Faugno, Caroline M. Hsu, Asma Tariq, Leah Meyer, Ravi K. Kshirsagar, Aju Jose, Daniel E. Weiner, Marta Christov, Savneek Chugh, Jennifer Griffiths, Sanjeev Gupta, Aromma Kapoor, Perry Wilson, Tanima Arora, and Ugochukwu Ugwuowo

Subjects
Adult, Cohort Studies, Male, Intensive Care Units, SARS-CoV-2, Critical Illness, COVID-19, Humans, Female, Hospital Mortality, Middle Aged, Critical Care and Intensive Care Medicine
Abstract

Objective To determine whether surge conditions were associated with increased mortality. Design Multicenter cohort study. Setting U.S. ICUs participating in STOP-COVID. Patients Consecutive adults with COVID-19 admitted to participating ICUs between March 4 and July 1, 2020. Interventions None Measurements and Main Results The main outcome was 28-day in-hospital mortality. To assess the association between admission to an ICU during a surge period and mortality, we used two different strategies: (1) an inverse probability weighted difference-in-differences model limited to appropriately matched surge and non-surge patients and (2) a meta-regression of 50 multivariable difference-in-differences models (each based on sets of randomly matched surge- and non-surge hospitals). In the first analysis, we considered a single surge period for the cohort (March 23 – May 6). In the second, each surge hospital had its own surge period (which was compared to the same time periods in matched non-surge hospitals). Our cohort consisted of 4342 ICU patients (average age 60.8 [sd 14.8], 63.5% men) in 53 U.S. hospitals. Of these, 13 hospitals encountered surge conditions. In analysis 1, the increase in mortality seen during surge was not statistically significant (odds ratio [95% CI]: 1.30 [0.47-3.58], p = .6). In analysis 2, surge was associated with an increased odds of death (odds ratio 1.39 [95% CI, 1.34-1.43], p Conclusions Admission to an ICU with COVID-19 in a hospital that is experiencing surge conditions may be associated with an increased odds of death. Given the high incidence of COVID-19, such increases would translate into substantial excess mortality.

Published
2021

9. Kidney Recovery and Death in Critically Ill Patients With COVID-19-Associated Acute Kidney Injury Treated With Dialysis: The STOP-COVID Cohort Study

Author

Caroline M. Hsu, Shruti Gupta, Hocine Tighiouart, Nitender Goyal, Anthony J. Faugno, Asma Tariq, Ritesh Raichoudhury, Jill H. Sharma, Leah Meyer, Ravi K. Kshirsagar, Aju Jose, David E. Leaf, Daniel E. Weiner, Hsu Gupta, Goyal Faugno, Tariq Raichoudhury, Sharma Meyer, Kshirsagar Leaf, Carl P. Walther, Samaya J. Anumudu, Justin Arunthamakun, Kathleen F. Kopecky, Gregory P. Milligan, Peter A. McCullough, Thuy-Duyen Nguyen, Shahzad Shaefi, Megan L. Krajewski, Sidharth Shankar, Ameeka Pannu, Juan D. Valencia, Kenneth A. Bauer, Sushrut S. Waikar, Zoe A. Kibbelaar, Ambarish M. Athavale, Peter Hart, Shristi Upadhyay, Ishaan Vohra, Ajiboye Oyintayo, Adam Green, Jean-Sebastien Rachoin, Christa A. Schorr, Lisa Shea, Daniel L. Edmonston, Christopher L. Mosher, Alexandre M. Shehata, Zaza Cohen, Valerie Allusson, Gabriela Bambrick-Santoyo, Noor ul aain Bhatti, Bijal Mehta, Aquino WilliamsSamantha K. Brenner, Patricia Walters, Ronaldo C. Go, Keith M. Rose, Miguel A. Hernán, Amy M. Zhou, Ethan C. Kim, Rebecca Lisk, Lili Chan, Kusum S. Mathews, Steven G. Coca, Deena R. Altman, Aparna Saha, Howard Soh, Huei Hsun Wen, Sonali Bose, Emily A. Leven, Jing G. Wang, Gohar Mosoyan, Pattharawin Pattharanitima, Emily J. Gallagher, Allon N. Friedman, John Guirguis, Rajat Kapoor, Christopher Meshberger, Katherine J. Kelly, Chirag R. Parikh, Brian T. Garibaldi, Celia P. Corona-Villalobos, Yumeng Wen, Steven Menez, Rubab F. Malik, Carmen Elena Cervantes, Samir C. Gautam, Mary C. Mallappallil, Jie Ouyang, Sabu John, Ernie Yap, Yohannes Melaku, Ibrahim Mohamed, Siddhartha Bajracharya, Isha Puri, Mariah Thaxton, Jyotsna Bhattacharya, John Wagner, Leon Boudourakis, H. Bryant Nguyen, Afshin Ahoubim, Leslie F. Thomas, Dheeraj Reddy Sirganagari, Pramod K. Guru, Kianoush Kashani, Shahrzad Tehranian, Yan Zhou, Paul A. Bergl, Jesus Rodriguez, Jatan A. Shah, Mrigank S. Gupta, Princy N. Kumar, Deepa G. Lazarous, Seble G. Kassaye, Michal L. Melamed, Tanya S. Johns. Ryan Mocerino, Kalyan Prudhvi, Denzel Zhu, Rebecca V. Levy, Yorg Azzi, Molly Fisher, Milagros Yunes, Kaltrina Sedaliu, Ladan Golestaneh, Maureen Brogan, Jyotsana Thakkar, Neelja Kumar, Michael J. Ross, Michael Chang, Akshay Athreya, Mohamed Farag, Edward J. Schenck, Soo Jung Cho, Maria Plataki, Sergio L. Alvarez-Mulett, Luis G. Gomez-Escobar, Di Pan, Stefi Lee, Jamuna Krishnan, William Whalen, David Charytan, Ashley Macina, Anand Srivastava, Alexander S. Leidner, Carlos Martinez, Jacqueline M. Kruser, Richard G. Wunderink, Alexander J. Hodakowski, Juan Carlos Q. Velez, Eboni G. Price-Haywood, Luis A. Matute-Trochez, Anna E. Hasty, Muner M.B. Mohamed, Rupali S. Avasare, David Zonies, Hanny Al-Samkari, Rebecca Karp Leaf, Rachel Rosovsky, Meghan E. Sise, Erik T. Newman, Samah Abu Omar, Kapil K. Pokharel, Shreyak Sharma, Harkarandeep Singh, Simon Correa, Tanveer Shaukat, Omer Kamal, Wei Wang, Meghan Lee, Ian A. Strohbehn, Jiahua Li, Ariel L. Mueller, Roberta E. Redfern, Nicholas S. Cairl, Gabriel Naimy, Abeer Abu-Saif, Danyell Hall, Laura Bickley, Chris Rowan, Farah Madhani-Lovely, Vasil Peev, Jochen Reiser, John J. Byun, Andrew Vissing, Esha M. Kapania, Zoe Post, Nilam P. Patel, Joy-Marie Hermes, Anne K. Sutherland, Amee Patrawalla, Diana G. Finkel, Barbara A. Danek, Sowminya Arikapudi, Jeffrey M. Paer, Peter Cangialosi, Mark Liotta, Jared Radbel, Sonika Puri, Jag Sunderram, Matthew T. Scharf, Ayesha Ahmed, Ilya Berim, Jayanth S. Vatson, George Karp, Shuchi Anand, Joseph E. Levitt, Pablo Garcia, Suzanne M. Boyle, Rui Song, Jingjing Zhang, Sang Hoon Woo, Xiaoying Deng, Goni Katz-Greenberg, Moh’d A. Sharshir, Vadym V. Rusnak, Anip Bansal, Amber S. Podoll, Michel Chonchol, Sunita Sharma, Ellen L. Burnham, Arash Rashidi, Rana Hejal, Eric Judd, Laura Latta, Ashita Tolwani, Timothy E. Albertson, Jason Y. Adams, Steven Y. Chang, Rebecca M. Beutler, Carl E. Schulze, Etienne Macedo, Harin RheeKa, null thleen D. Liu, Vasantha K. Jotwani, Jay L. Koyner, Chintan V. Shah, Vishal Jaikaransingh, Stephanie M. Toth-Manikowski, Min J. Joo, James P. Lash, Javier A. Neyra, Nourhan Chaaban, Madona Elias, Yahya Ahmad, Rajany Dy, Alfredo Iardino, Elizabeth H. Au, Marie Anne Sosa, Sabrina Taldone, Gabriel Contreras, David De La Zerda, Hayley B. Gershengorn, Alessia Fornoni, Salim S. Hayek, Pennelope Blakely, Hanna Berlin, Tariq U. Azam, Husam Shadid, Michael Pan, Patrick O’Hayer, Chelsea Meloche, Rafey Feroze, Kishan J. Padalia, Jeff Leya, John P. Donnelly, Andrew J. Admon, Jennifer E. Flythe, Matthew J. Tugman, Emily H. Chang, Brent R. Brown, Amanda K. Leonberg-Yoo, Ryan C. Spiardi, Todd A. Miano, Meaghan S. Roche, Charles R. Vasquez, Amar D. Bansal, Natalie C. Ernecoff, Sanjana Kapoor, Siddharth Verma, Huiwen Chen, Csaba P. Kovesdy, Miklos Z. Molnar, Ambreen Azhar, S. Susan Hedayati, Mridula V. Nadamuni, Shani Shastri, Duwayne L. Willett, Samuel A.P. Short, Amanda D. Renaghan, Kyle B. Enfield, Pavan K. Bhatraju, A. Bilal Malik, Matthew W. Semler, Anitha Vijayan, Christina Mariyam Joy, Tingting Li, Seth Goldberg, Patricia F. Kao, Greg L. Schumaker, Marta Christov, Jennifer Griffiths, Sanjeev Gupta, Aromma Kapoor, Savneek Chugh, Perry Wilson, Tanima Arora, and Ugochukwu Ugwuowo

Subjects
Adult, urogenital system, SARS-CoV-2, Critical Illness, Aftercare, COVID-19, Original Investigations, Acute Kidney Injury, urologic and male genital diseases, Kidney, Patient Discharge, Cohort Studies, critical care, Intensive Care Units, Nephrology, Renal Dialysis, Risk Factors, urine output, Humans, dialysis, chronic kidney disease, Retrospective Studies
Abstract

Rationale & Objective Acute kidney injury treated with kidney replacement therapy (AKI-KRT) occurs frequently in critically ill patients with COVID-19. We examined the clinical factors that determine kidney recovery in this population. Study Design Multicenter cohort study. Setting & Participants 4221 adults with COVID-19 not receiving kidney replacement therapy who were admitted to intensive care units at 68 US hospitals with COVID-19 from March 1 to June 22, 2020 (the “ICU cohort”). Among these, 876 developed AKI-KRT after admission to the ICU (the “AKI-KRT subcohort”). Exposure(s) The ICU cohort was analyzed using AKI severity as the exposure. For the AKI-KRT subcohort, exposures included demographics, comorbidities, initial mode of KRT, and markers of illness severity at the time of dialysis initiation. Outcome(s) The outcome for the ICU cohort was estimated glomerular filtration rate (GFR) at hospital discharge. A three-level outcome including death, kidney nonrecovery, and kidney recovery at discharge, was analyzed for the AKI-KRT subcohort. Analytical approach The ICU cohort was characterized using descriptive analyses. The AKI-KRT subcohort was characterized with both descriptive analyses and multinomial logistic regression to assess factors associated with kidney nonrecovery while accounting for death. Results Among a total of 4221 patients in the ICU cohort, 2361 (56%) developed AKI, including 876 (21%) who received KRT. More severe AKI was associated with higher mortality. Among survivors, more severe AKI was associated with an increased rate of kidney nonrecovery and lower kidney function at discharge. Among the 876 patients with AKI-KRT, 588 (67%) died, 95 (11%) had kidney nonrecovery, and 193 (22%) had kidney recovery by the time of discharge. The odds of kidney nonrecovery was greater for lower estimated GFR with odds ratios (ORs) of 2.09 (95% CI, 1.09-4.04), 4.27 (95% CI, 1.99-9.17), and 8.69 (95% CI, 3.07-24.55) for CKD GFR categories 3, 4, and 5, respectively, compared to estimated GFR > 60 mL/min/1.73 m2. Oliguria at the time of KRT initiation was also associated with nonrecovery (OR 2.10 [95% CI, 1.14-3.88] and 4.02 [95% CI, 1.72-9.39] for patients with 50-499 and, Critically ill patients with COVID-19 often develop acute kidney injury (AKI). This study of 4221 patients demonstrated that more severe AKI was associated with greater in-hospital mortality and poorer kidney function at hospital discharge. Among the 876 patients who required dialysis for AKI, almost two-thirds died. Among those who survived to discharge, about two-thirds recovered kidney function and were discharged without the need for dialysis. Lower baseline kidney function and reduced urine output were associated with non-recovery of kidney function. Identification of such predictors is important in assessing prognosis among these critically ill patients and has implications for clinical care of individuals critically ill with COVID-19.

Published
2021

10. Hospital-Level Variation in Death for Critically Ill Patients with COVID-19

Author

Matthew M. Churpek, Shruti Gupta, Alexandra B. Spicer, William F. Parker, John Fahrenbach, Samantha K. Brenner, David E. Leaf, Carl P. Walther, Samaya J. Anumudu, Justin Arunthamakun, Kathleen F. Kopecky, Gregory P. Milligan, Peter A. McCullough, Thuy-Duyen Nguyen, Shahzad Shaefi, Megan L. Krajewski, Sidharth Shankar, Ameeka Pannu, Juan D. Valencia, Sushrut S. Waikar, Zoe A. Kibbelaar, Ambarish M. Athavale, Peter Hart, Shristi Upadhyay, Ishaan Vohra, Adam Green, Jean-Sebastien Rachoin, Christa A. Schorr, Lisa Shea, Daniel L. Edmonston, Christopher L. Mosher, Alexandre M. Shehata, Zaza Cohen, Valerie Allusson, Gabriela Bambrick-Santoyo, Noor ul aain Bhatti, Bijal Mehta, Aquino Williams, Patricia Walters, Ronaldo C. Go, Keith M. Rose, Miguel A. Hernán, Lili Chan, Kusum S. Mathews, Steven G. Coca, Deena R. Altman, Aparna Saha, Howard Soh, Huei Hsun Wen, Sonali Bose, Emily A. Leven, Jing G. Wang, Gohar Mosoyan, Girish N. Nadkarni, Pattharawin Pattharanitima, Emily J. Gallagher, Allon N. Friedman, John Guirguis, Rajat Kapoor, Christopher Meshberger, Katherine J. Kelly, Chirag R. Parikh, Brian T. Garibaldi, Celia P. Corona-Villalobos, Yumeng Wen, Steven Menez, Rubab F. Malik, Elena Cervantes, Samir Gautam, Mary C. Mallappallil, Jie Ouyang, Sabu John, Ernie Yap, Yohannes Melaku, Ibrahim Mohamed, Siddartha Bajracharya, Isha Puri, Mariah Thaxton, Jyotsna Bhattacharya, John Wagner, Leon Boudourakis, H. Bryant Nguyen, Afshin Ahoubim, Leslie F. Thomas, Dheeraj Reddy Sirganagari, Pramod K. Guru, Kianoush Kashani, Shahrzad Tehranian, Yan Zhou, Paul A. Bergl, Jesus Rodriguez, Jatan A. Shah, Mrigank S. Gupta, Princy N. Kumar, Deepa G. Lazarous, Seble G. Kassaye, Michal L. Melamed, Tanya S. Johns, Ryan Mocerino, Kalyan Prudhvi, Denzel Zhu, Rebecca V. Levy, Yorg Azzi, Molly Fisher, Milagros Yunes, Kaltrina Sedaliu, Ladan Golestaneh, Maureen Brogan, Neelja Kumar, Michael Chang, Jyotsana Thakkar, Ritesh Raichoudhury, Akshay Athreya, Mohamed Farag, Edward J. Schenck, Soo Jung Cho, Maria Plataki, Sergio L. Alvarez-Mulett, Luis G. Gomez-Escobar, Di Pan, Stefi Lee, Jamuna Krishnan, William Whalen, David Charytan, Ashley Macina, Sobaata Chaudhry, Benjamin Wu, Frank Modersitzki, Anand Srivastava, Alexander S. Leidner, Carlos Martinez, Jacqueline M. Kruser, Richard G. Wunderink, Alexander J. Hodakowski, Juan Carlos Q. Velez, Eboni G. Price-Haywood, Luis A. Matute-Trochez, Anna E. Hasty, Muner M. B. Mohamed, Rupali S. Avasare, David Zonies, Meghan E. Sise, Erik T. Newman, Samah Abu Omar, Kapil K. Pokharel, Shreyak Sharma, Harkarandeep Singh, Simon Correa, Tanveer Shaukat, Omer Kamal, Wei Wang, Heather Yang, Jeffery O. Boateng, Meghan Lee, Ian A. Strohbehn, Jiahua Li, Ariel L. Mueller, Roberta Redfern, Nicholas S. Cairl, Gabriel Naimy, Abeer Abu-Saif, Danyell Hall, Laura Bickley, Chris Rowan, Farah Madhai-Lovely, Vasil Peev, Jochen Reiser, John J. Byun, Andrew Vissing, Esha M. Kapania, Zoe Post, Nilam P. Patel, Joy-Marie Hermes, Anne K. Sutherland, Amee Patrawalla, Diana G. Finkel, Barbara A. Danek, Sowminya Arikapudi, Jeffrey M. Paer, Peter Cangialosi, Mark Liotta, Jared Radbel, Jag Sunderram, Sonika Puri, Jayanth S. Vatson, Matthew T. Scharf, Ayesha Ahmed, Ilya Berim, Shuchi Anand, Joseph E. Levitt, Pablo Garcia, Suzanne M. Boyle, Rui Song, Ali Arif, Jingjing Zhang, Sang Hoon Woo, Xiaoying Deng, Goni Katz-Greenberg, Katharine Senter, Moh’d A. Sharshir, Vadym V. Rusnak, Muhammad Imran Ali, Terri Peters, Kathy Hughes, Anip Bansal, Amber S. Podoll, Michel Chonchol, Sunita Sharma, Ellen L. Burnham, Arash Rashidi, Rana Hejal, Eric Judd, Laura Latta, Ashita Tolwani, Timothy E. Albertson, Jason Y. Adams, Steven Y. Chang, Rebecca M. Beutler, Santa Monica, Carl E. Schulze, Etienne Macedo, Harin Rhee, Kathleen D. Liu, Vasantha K. Jotwani, Jay L. Koyner, Chintan V. Shah, Vishal Jaikaransingh, Stephanie M. Toth-Manikowski, Min J. Joo, James P. Lash, Javier A. Neyra, Nourhan Chaaban, Alfredo Iardino, Elizabeth H. Au, Jill H. Sharma, Marie Anne Sosa, Sabrina Taldone, Gabriel Contreras, David De La Zerda, Alessia Fornoni, Hayley B. Gershengorn, Salim S. Hayek, Pennelope Blakely, Hanna Berlin, Tariq U. Azam, Husam Shadid, Michael Pan, Patrick O’Hayer, Chelsea Meloche, Rafey Feroze, Rayan Kaakati, Danny Perry, Abbas Bitar, Elizabeth Anderson, Kishan J. Padalia, Christopher Launius, John P. Donnelly, Andrew J. Admon, Jennifer E. Flythe, Matthew J. Tugman, Emily H. Chang, Brent R. Brown, Amanda K. Leonberg-Yoo, Ryan C. Spiardi, Todd A. Miano, Meaghan S. Roche, Charles R. Vasquez, Amar D. Bansal, Natalie C. Ernecoff, Sanjana Kapoor, Siddharth Verma, Huiwen Chen, Csaba P. Kovesdy, Miklos Z. Molnar, Ambreen Azhar, S. Susan Hedayati, Mridula V. Nadamuni, Shani Shastri, Duwayne L. Willett, Samuel A. P. Short, Amanda D. Renaghan, Kyle B. Enfield, Pavan K. Bhatraju, A. Bilal Malik, Matthew W. Semler, Anitha Vijayan, Christina Mariyam Joy, Tingting Li, Seth Goldberg, Patricia F. Kao, Greg L. Schumaker, Nitender Goyal, Anthony J. Faugno, Caroline M. Hsu, Asma Tariq, Leah Meyer, Ravi K. Kshirsagar, Daniel E. Weiner, Marta Christov, Jennifer Griffiths, Sanjeev Gupta, Aromma Kapoor, Perry Wilson, Tanima Arora, and Ugochukwu Ugwuowo

Subjects
Pulmonary and Respiratory Medicine, Male, medicine.medical_specialty, genetic structures, Coronavirus disease 2019 (COVID-19), Critical Illness, Disease, Comorbidity, Critical Care and Intensive Care Medicine, medicine.disease_cause, law.invention, 03 medical and health sciences, 0302 clinical medicine, law, Risk Factors, medicine, Humans, 030212 general & internal medicine, Hospital Mortality, Coronavirus, Aged, Retrospective Studies, Critically ill, business.industry, SARS-CoV-2, Incidence, Editorials, COVID-19, Hospital level, Middle Aged, Prognosis, Intensive care unit, Health equity, United States, Survival Rate, Intensive Care Units, Variation (linguistics), 030228 respiratory system, Emergency medicine, Female, business, Algorithms, Follow-Up Studies
Abstract

Variation in hospital mortality has been described for coronavirus disease 2019 (COVID-19), but the factors that explain these differences remain unclear.Our objective was to utilize a large, nationally representative dataset of critically ill adults with COVID-19 to determine which factors explain mortality variability.In this multicenter cohort study, we examined adults hospitalized in intensive care units with COVID-19 at 70 United States hospitals between March and June 2020. The primary outcome was 28-day mortality. We examined patient-level and hospital-level variables. Mixed-effects logistic regression was used to identify factors associated with interhospital variation. The median odds ratio (OR) was calculated to compare outcomes in higher- vs. lower-mortality hospitals. A gradient boosted machine algorithm was developed for individual-level mortality models.A total of 4,019 patients were included, 1537 (38%) of whom died by 28 days. Mortality varied considerably across hospitals (0-82%). After adjustment for patient- and hospital-level domains, interhospital variation was attenuated (OR decline from 2.06 [95% CI, 1.73-2.37] to 1.22 [95% CI, 1.00-1.38]), with the greatest changes occurring with adjustment for acute physiology, socioeconomic status, and strain. For individual patients, the relative contribution of each domain to mortality risk was: acute physiology (49%), demographics and comorbidities (20%), socioeconomic status (12%), strain (9%), hospital quality (8%), and treatments (3%).There is considerable interhospital variation in mortality for critically ill patients with COVID-19, which is mostly explained by hospital-level socioeconomic status, strain, and acute physiologic differences. Individual mortality is driven mostly by patient-level factors. This article is open access and distributed under the terms of the Creative Commons Attribution Non-Commercial No Derivatives License 4.0 (http://creativecommons.org/licenses/by-nc-nd/4.0/).

Published
2021

11. Performance of crisis standards of care guidelines in a cohort of critically ill COVID-19 patients in the United States

Author

Huei Hsun Wen, Vishal Jaikaransingh, Ernie Yap, Matthew T. Scharf, Jiahua Li, Samir Gautam, Jeffery O. Boateng, John Guirguis, Timothy E. Albertson, Shuchi Anand, Kathleen D. Liu, Amar D. Bansal, Alessia Fornoni, Caroline M. Hsu, Simon Correa, Natalie C. Ernecoff, Chris Rowan, William Feldman, Rupali S. Avasare, Maureen Brogan, Etienne Macedo, Nourhan Chaaban, Sabrina Taldone, Ryan Mocerino, Nilam P. Patel, Christopher Meshberger, Muner Mb. Mohamed, Joy-Marie Hermes, Ritesh Raichoudhury, Jamuna Krishnan, Amy M. Zhou, Abbas Bitar, Danny Perry, Barbara A. Danek, Allon N. Friedman, Salim S. Hayek, Richard G. Wunderink, Duwayne L. Willett, Moh’d A. Sharshir, Luis G. Gomez-Escobar, Wei Wang, Nicholas S. Cairl, Lisa Shea, Miguel A. Hernán, Christa A. Schorr, Rubab F. Malik, Patricia F. Kao, John Wagner, Patrick O’ Hayer, Sonika Puri, Shreyak Sharma, Mariah Thaxton, Seble G. Kassaye, Sidharth Shankar, Paul A. Bergl, Hayley B. Gershengorn, Sanjeev Gupta, Ibrahim Mohamed, Sushrut S. Waikar, Dheeraj Reddy Sirganagari, Jill H. Sharma, Gohar Mosoyan, Kyle B. Enfield, Ian A. Strohbehn, Thuy-Duyen Nguyen, Suzanne M. Boyle, Brent Brown, Rebecca V. Levy, Vasantha K. Jotwani, Alexandre M. Shehata, Maria Plataki, Julia L. Jezmir, Valerie Allusson, Jennifer Griffiths, Chirag R. Parikh, Alfredo Iardino, Emily H. Chang, Sanjana Kapoor, Tanira Ferreira, Harin Rhee, Nicholas Sadovnikoff, Aquino Williams, Vivian S. Cruz, Jay L. Koyner, Kristen M. Hess, Leon Boudourakis, Shahzad Shaefi, Vasil Peev, Omer Kamal, Ugochukwu Ugwuowo, Aromma Kapoor, Anitha Vijayan, Jared Radbel, Husam Shadid, Vadym V. Rusnak, Pattharawin Pattharanitima, Aju Jose, Yohannes Adama Melaku, Jayanth S. Vatson, Tariq U. Azam, Yahya Ahmad, William Whalen, Meghan Lee, Shani Shastri, David De La Zerda, Goni Katz-Greenberg, Hanna Berlin, Todd A. Miano, Seth Goldberg, Jatan A. Shah, Frank Modersitzki, Jag Sunderram, Anna E. Hasty, Esha M. Kapania, Samantha K. Brenner, Pennelope K. Blakely, Elizabeth H. Au, Ronaldo C. Go, Keith M. Rose, Anand Srivastava, Kathleen F. Kopecky, Ilya Berim, Alexander Chaitoff, Danyell Hall, Jingjing Zhang, Michel Chonchol, Gabriel Naimy, Sejal B. Shah, Stephanie M. Toth-Manikowski, Christina Mariyam Joy, Deepa G. Lazarous, Matthew W. Semler, Mark Liotta, Mridula V. Nadamuni, Greg L. Schumaker, Patricia Walters, Joseph E. Levitt, Steven G. Coca, Rana Hejal, Stefi Lee, Pramod Guru, Noor ul aain Bhatti, Jennifer E. Flythe, Daniel L. Edmonston, Asma Tariq, John J. Byun, Jesus Rodriguez, Mrigank S. Gupta, Andrew Vissing, Michal L. Melamed, Howard Soh, Adam E. Green, Yorg Azzi, Ladan Golestaneh, Amee Patrawalla, Amber S. Podoll, Ryan C. Spiardi, Xiaoying Deng, Ishaan Vohra, Carl P. Walther, Michael Chang, John P. Donnelly, David M. Charytan, Anthony J. Faugno, Peter Hart, Ameeka Pannu, Sandeep P. Kishore, Roberta E. Redfern, Ambreen Azhar, Meghan E. Sise, Di Pan, Sang Hoon Woo, H. Bryant Nguyen, Pavan K. Bhatraju, Bradford Diephuis, Justin Arunthamakun, Kaltrina Sedaliu, Ajiboye Oyintayo, Aimee Milliken, Andrew J Admon, Elena Cervantes, Erik T. Newman, Heather Yang, Lili Chan, Nitender Goyal, Peter Cangialosi, Arash Rashidi, David Zonies, Juan D. Valencia, Rebecca Lisk, Zoe Post, Farah Madhani-Lovely, Benjamin M. Wu, Princy N. Kumar, Ethan C. Kim, Maheetha Bharadwaj, Chintan V. Shah, A. Bilal Malik, Siddartha Bajracharya, Gabriela Bambrick-Santoyo, Conor P. Crowley, Ellen L. Burnham, Kianoush Kashani, Ashley Macina, Diana Finkel, Rebecca M. Beutler, Sowminya Arikapudi, Ayesha Ahmed, Edward J. Schenck, Kishan Padalia, Aparna Saha, Alexander J. Hodakowski, Tanya S. Johns, Rayan Kaakati, James P. Lash, Bhavarth Shukla, Mary Mallappallil, Eboni G. Price-Haywood, Steven Menez, Samaya J. Anumudu, Christopher L. Mosher, Rajat Kapoor, Harkarandeep Singh, Amanda K. Leonberg-Yoo, Rui Song, Samah Abu Omar, Laura Latta, Siddharth Verma, Steven Y. Chang, Soo Jung Cho, Emily Leven, Denzel Zhu, Jing G. Wang, Katharine Senter, Bijal Mehta, Ariel Mueller, Peter A. McCullough, Alexander S. Leidner, Milagros Yunes, Akshay Athreya, Carlos Martinez, Muhammad Imran Ali, Matthew J. Tugman, Laura Bickley, Perry Wilson, Chanu Rhee, Ambarish M. Athavale, Shruti Gupta, Samuel A.P. Short, S. Susan Hedayati, Neelja Kumar, Abeer Abu-Saif, Jeffrey M. Paer, Sobaata Chaudhry, Louis T. Merriam, Jochen Reiser, Gabriel Contreras, Eric Judd, Isha Puri, Marta Christov, Afshin Ahoubim, Leslie F. Thomas, Tanima Arora, Eric Goralnick, Elizabeth Anderson, Csaba P. Kovesdy, Alanna L. Jacobs, Marie Anne Sosa, Ashita Tolwani, Ravi K. Kshirsagar, Jason Y. Adams, Tingting Li, Javier A. Neyra, Deena R. Altman, Anip Bansal, Katherine J. Kelly, Sunita Sharma, Jean-Sebastien Rachoin, Zoe A. Kibbelaar, Celia P. Corona-Villalobos, Juan Carlos Q. Velez, Tanveer Shaukat, Leah Meyer, Kalyan Prudhvi, Edy Y. Kim, Madona Elias, Brian T. Garibaldi, Miklos Z. Molnar, Megan L. Krajewski, Sabu John, Girish N. Nadkarni, Molly Fisher, Michael Pan, Zaza Cohen, Min J. Joo, Yumeng Wen, Kapil K. Pokharel, Kusum S. Mathews, Shristi Upadhyay, Charles R. Vasquez, Amanda DeMauro Renaghan, Sergio L. Alvarez-Mulett, Rafey Feroze, Jacqueline M. Kruser, Daniel E. Weiner, Anne Sutherland, Jie Ouyang, Mohamed Farag, Gregory P. Milligan, Meaghan S. Roche, Luis A. Matute-Trochez, Chelsea Meloche, Yan Zhou, Jyotsna Bhattacharya, Sonali Bose, and David E. Leaf

Subjects
Adult, Male, Medicine (General), medicine.medical_specialty, Exacerbation, Critical Care, Organ Dysfunction Scores, Critical Illness, Population, Comorbidity, General Biochemistry, Genetics and Molecular Biology, Cohort Studies, R5-920, Intensive care, medicine, Humans, Hospital Mortality, Intensive care medicine, education, Pandemics, intensive care, Aged, Retrospective Studies, education.field_of_study, crisis standards of care, Receiver operating characteristic, business.industry, SARS-CoV-2, Crew Resource Management, Healthcare, COVID-19, Standard of Care, Middle Aged, medicine.disease, Triage, United States, medical ethics, Cohort, Practice Guidelines as Topic, SOFA score, Female, triage, business, Algorithms
Abstract

Summary: Many US states published crisis standards of care (CSC) guidelines for allocating scarce critical care resources during the COVID-19 pandemic. However, the performance of these guidelines in maximizing their population benefit has not been well tested. In 2,272 adults with COVID-19 requiring mechanical ventilation drawn from the Study of the Treatment and Outcomes in Critically Ill Patients with COVID-19 (STOP-COVID) multicenter cohort, we test the following three approaches to CSC algorithms: Sequential Organ Failure Assessment (SOFA) scores grouped into ranges, SOFA score ranges plus comorbidities, and a hypothetical approach using raw SOFA scores not grouped into ranges. We find that area under receiver operating characteristic (AUROC) curves for all three algorithms demonstrate only modest discrimination for 28-day mortality. Adding comorbidity scoring modestly improves algorithm performance over SOFA scores alone. The algorithm incorporating comorbidities has modestly worse predictive performance for Black compared to white patients. CSC algorithms should be empirically examined to refine approaches to the allocation of scarce resources during pandemics and to avoid potential exacerbation of racial inequities.

Published
2021

12. Characteristics and Outcomes of Individuals With Pre-existing Kidney Disease and COVID-19 Admitted to Intensive Care Units in the United States

Author

Jennifer E. Flythe, Magdalene M. Assimon, Matthew J. Tugman, Emily H. Chang, Shruti Gupta, Jatan Shah, Marie Anne Sosa, Amanda DeMauro Renaghan, Michal L. Melamed, F. Perry Wilson, Javier A. Neyra, Arash Rashidi, Suzanne M. Boyle, Shuchi Anand, Marta Christov, Leslie F. Thomas, Daniel Edmonston, David E. Leaf, Carl P. Walther, Samaya J. Anumudu, Justin Arunthamakun, Kathleen F. Kopecky, Gregory P. Milligan, Peter A. McCullough, Thuy-Duyen Nguyen, Shahzad Shaefi, Megan L. Krajewski, Sidharth Shankar, Ameeka Pannu, Juan D. Valencia, Sushrut S. Waikar, Zoe A. Kibbelaar, Ambarish M. Athavale, Peter Hart, Shristi Upadhyay, Ishaan Vohra, Adam Green, Jean-Sebastien Rachoin, Christa A. Schorr, Lisa Shea, Daniel L. Edmonston, Christopher L. Mosher, Alexandre M. Shehata, Zaza Cohen, Valerie Allusson, Gabriela Bambrick-Santoyo, Noor ul aain Bhatti, Bijal Mehta, Aquino Williams, Samantha K. Brenner, Patricia Walters, Ronaldo C. Go, Keith M. Rose, Lili Chan, Kusum S. Mathews, Steven G. Coca, Deena R. Altman, Aparna Saha, Howard Soh, Huei Hsun Wen, Sonali Bose, Emily A. Leven, Jing G. Wang, Gohar Mosoyan, Girish N. Nadkarni, Pattharawin Pattharanitima, Emily J. Gallagher, Allon N. Friedman, John Guirguis, Rajat Kapoor, Christopher Meshberger, Katherine J. Kelly, Chirag R. Parikh, Brian T. Garibaldi, Celia P. Corona-Villalobos, Yumeng Wen, Steven Menez, Rubab F. Malik, Carmen Elena Cervantes, Samir C. Gautam, Mary C. Mallappallil, Jie Ouyang, Sabu John, Ernie Yap, Yohannes Melaku, Ibrahim Mohamed, Siddhartha Bajracharya, Isha Puri, Mariah Thaxton, Jyotsna Bhattacharya, John Wagner, Leon Boudourakis, H. Bryant Nguyen, Afshin Ahoubim, Kianoush Kashani, Shahrzad Tehranian, Dheeraj Reddy Sirganagari, Pramod K. Guru, Yan Zhou, Paul A. Bergl, Jesus Rodriguez, Jatan A. Shah, Mrigank S. Gupta, Princy N. Kumar, Deepa G. Lazarous, Seble G. Kassaye, Tanya S. Johns, Ryan Mocerino, Kalyan Prudhvi, Denzel Zhu, Rebecca V. Levy, Yorg Azzi, Molly Fisher, Milagros Yunes, Kaltrina Sedaliu, Ladan Golestaneh, Maureen Brogan, Neelja Kumar, Michael Chang, Jyotsana Thakkar, Ritesh Raichoudhury, Akshay Athreya, Mohamed Farag, Edward J. Schenck, Soo Jung Cho, Maria Plataki, Sergio L. Alvarez-Mulett, Luis G. Gomez-Escobar, Di Pan, Stefi Lee, Jamuna Krishnan, William Whalen, David Charytan, Ashley Macina, Sobaata Chaudhry, Benjamin Wu, Frank Modersitzki, Anand Srivastava, Alexander S. Leidner, Carlos Martinez, Jacqueline M. Kruser, Richard G. Wunderink, Alexander J. Hodakowski, Juan Carlos Q. Velez, Eboni G. Price-Haywood, Luis A. Matute-Trochez, Anna E. Hasty, Muner M.B. Mohamed, Rupali S. Avasare, David Zonies, Meghan E. Sise, Erik T. Newman, Samah Abu Omar, Kapil K. Pokharel, Shreyak Sharma, Harkarandeep Singh, Simon Correa, Tanveer Shaukat, Omer Kamal, Wei Wang, Heather Yang, Jeffery O. Boateng, Meghan Lee, Ian A. Strohbehn, Jiahua Li, Ariel L. Mueller, Roberta Redfern, Nicholas S. Cairl, Gabriel Naimy, Abeer Abu-Saif, Danyell Hall, Laura Bickley, Chris Rowan, Farah Madhani-Lovely, Vasil Peev, Jochen Reiser, John J. Byun, Andrew Vissing, Esha M. Kapania, Zoe Post, Nilam P. Patel, Joy-Marie Hermes, Anne K. Sutherland, Amee Patrawalla, Diana G. Finkel, Barbara A. Danek, Sowminya Arikapudi, Jeffrey M. Paer, Peter Cangialosi, Mark Liotta, Jared Radbel, Sonika Puri, Jag Sunderram, Matthew T. Scharf, Ayesha Ahmed, Ilya Berim, Jayanth S. Vatson, Joseph E. Levitt, Pablo Garcia, Rui Song, Jingjing Zhang, Sang Hoon Woo, Xiaoying Deng, Goni Katz-Greenberg, Katharine Senter, Moh’d A. Sharshir, Vadym V. Rusnak, Muhammad Imran Ali, Anip Bansal, Amber S. Podoll, Michel Chonchol, Sunita Sharma, Ellen L. Burnham, Rana Hejal, Eric Judd, Laura Latta, Ashita Tolwani, Timothy E. Albertson, Jason Y. Adams, Ronald Reagan, Steven Y. Chang, Rebecca M. Beutler, Santa Monica, Carl E. Schulze, Etienne Macedo, Harin Rhee, Kathleen D. Liu, Vasantha K. Jotwani, Jay L. Koyner, Alissa Kunczt, Chintan V. Shah, Vishal Jaikaransingh, Stephanie M. Toth-Manikowski, Min J. Joo, James P. Lash, Nourhan Chaaban, Rajany Dy, Alfredo Iardino, Elizabeth H. Au, Jill H. Sharma, Sabrina Taldone, Gabriel Contreras, David De La Zerda, Hayley B. Gershengorn, Salim S. Hayek, Pennelope Blakely, Hanna Berlin, Tariq U. Azam, Husam Shadid, Michael Pan, Patrick O’ Hayer, Chelsea Meloche, Rafey Feroze, Rayan Kaakati, Danny Perry, Abbas Bitar, Elizabeth Anderson, Kishan J. Padalia, John P. Donnelly, Andrew J. Admon, Brent R. Brown, Amanda K. Leonberg-Yoo, Ryan C. Spiardi, Todd A. Miano, Meaghan S. Roche, Charles R. Vasquez, Amar D. Bansal, Natalie C. Ernecoff, Sanjana Kapoor, Siddharth Verma, Huiwen Chen, Csaba P. Kovesdy, Miklos Z. Molnar, Ambreen Azhar, S. Susan Hedayati, Mridula V. Nadamuni, Shani Shastri, Duwayne L. Willett, Samuel A.P. Short, Amanda D. Renaghan, Kyle B. Enfield, Pavan K. Bhatraju, A. Bilal Malik, Matthew W. Semler, Anitha Vijayan, Christina Mariyam Joy, Tingting Li, Seth Goldberg, Patricia F. Kao, Greg L. Schumaker, Nitender Goyal, Anthony J. Faugno, Caroline M. Hsu, Asma Tariq, Leah Meyer, Ravi K. Kshirsagar, Daniel E. Weiner, Aju Jose, Jennifer Griffiths, Sanjeev Gupta, Aromma Kapoor, Perry Wilson, Tanima Arora, and Ugochukwu Ugwuowo

Subjects
medicine.medical_specialty, 030232 urology & nephrology, Renal function, Original Investigations, 03 medical and health sciences, 0302 clinical medicine, Internal medicine, Intensive care, medicine, critical illness, 030212 general & internal medicine, Survival analysis, Kidney, business.industry, SARS-CoV-2, Confounding, COVID-19, Retrospective cohort study, medicine.disease, medicine.anatomical_structure, Respiratory failure, Nephrology, end stage kidney disease, dialysis, business, chronic kidney disease, Kidney disease
Abstract

Rationale & Objective Underlying kidney disease is an emerging risk factor for more severe COVID-19 illness. We examined the clinical courses of critically ill COVID-19 patients with and without pre-existing kidney disease and investigated the association between degree of underlying kidney disease and in-hospital outcomes. Study Design Retrospective cohort study Settings & Participants 4,264 critically ill COVID-19 patients (143 dialysis patients, 521 chronic kidney disease [CKD] patients, and 3,600 patients without CKD) admitted to ICUs at 68 hospitals in the United States. Predictor(s) Presence (versus absence) of pre-existing kidney disease Outcome(s) In-hospital mortality (primary); respiratory failure, shock, ventricular arrhythmia/ cardiac arrest, thromboembolic event, major bleed, and acute liver injury (secondary) Analytical Approach We used standardized differences to compare patient characteristics (values >0.10 indicate a meaningful difference between groups) and multivariable adjusted Fine and Gray survival models to examine outcome associations. Results Dialysis patients had a shorter time from symptom onset to ICU admission compared to other groups (median [quartile 1-quartile 3] days: 4 [2-9] for dialysis patients; 7 [3-10] for CKD patients; 7 [4-10] for patients without pre-existing kidney disease). More dialysis patients (25%) reported altered mental status than those with CKD (20%, standardized difference = 0.12) and no kidney disease (12%, standardized difference = 0.36). Half of dialysis and CKD patients died within 28-days of ICU admission versus 35% of patients without pre-existing kidney disease. Compared to patients without pre-existing kidney disease, dialysis patients had a higher risk of 28-day in-hospital death (adjusted HR 1.41; 95% CI 1.09, 1.81), while patients with CKD had an intermediate risk (adjusted HR 1.25; 95% CI 1.08, 1.44). Limitations Potential residual confounding Conclusions Findings highlight the high mortality of individuals with underlying kidney disease and severe COVID-19, underscoring the importance of identifying safe and effective COVID-19 therapies for this vulnerable population., Individuals with underlying kidney disease may be particularly vulnerable to severe COVID-19 illness, marked by multi-system organ failure, thrombosis, and a heightened inflammatory response. Among 4,264 critically ill adults with COVID-19 admitted to 68 intensive care units across the U.S., we found that both chronic kidney disease and dialysis patients had a ∼50% 28-day in-hospital mortality rate. Patients with underlying kidney disease had higher in-hospital mortality than patients without kidney disease, with patients on maintenance dialysis having the highest risk. As evidenced by differences in symptoms and clinical trajectories, patients with pre-existing kidney disease may have unique susceptibility to COVID-19-related complications which warrants additional study and special consideration in the pursuit and development of targeted therapies.

Published
2021
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13. Thrombosis, Bleeding, and the Observational Effect of Early Therapeutic Anticoagulation on Survival in Critically Ill Patients With COVID-19

Author

Hanny Al-Samkari, Shruti Gupta, Rebecca Karp Leaf, Wei Wang, Rachel P. Rosovsky, Samantha K. Brenner, Salim S. Hayek, Hanna Berlin, Rajat Kapoor, Shahzad Shaefi, Michal L. Melamed, Anne Sutherland, Jared Radbel, Adam Green, Brian T. Garibaldi, Anand Srivastava, Amanda Leonberg-Yoo, Alexandre M. Shehata, Jennifer E. Flythe, Arash Rashidi, Nitender Goyal, Lili Chan, Kusum S. Mathews, S. Susan Hedayati, Rajany Dy, Stephanie M. Toth-Manikowski, Jingjing Zhang, Mary Mallappallil, Roberta E. Redfern, Amar D. Bansal, Samuel A.P. Short, Mark G. Vangel, Andrew J. Admon, Matthew W. Semler, Kenneth A. Bauer, Miguel A. Hernán, David E. Leaf, Carl P. Walther, Samaya J. Anumudu, Justin Arunthamakun, Kathleen F. Kopecky, Gregory P. Milligan, Peter A. McCullough, Thuy-Duyen Nguyen, Megan L. Krajewski, Sidharth Shankar, Ameeka Pannu, Juan D. Valencia, Sushrut S. Waikar, Zoe A. Kibbelaar, Ambarish M. Athavale, Peter Hart, Shristi Upadhyay, Ishaan Vohra, Ajiboye Oyintayo, Jean-Sebastien Rachoin, Christa A. Schorr, Lisa Shea, Daniel L. Edmonston, Christopher L. Mosher, Zaza Cohen, Valerie Allusson, Gabriela Bambrick-Santoyo, Noor ul aain Bhatti, Bijal Mehta, Aquino Williams, Patricia Walters, Ronaldo C. Go, Keith M. Rose, Amy M. Zhou, Ethan C. Kim, Rebecca Lisk, Steven G. Coca, Deena R. Altman, Aparna Saha, Howard Soh, Huei Hsun Wen, Sonali Bose, Emily A. Leven, Jing G. Wang, Gohar Mosoyan, Pattharawin Pattharanitima, Emily J. Gallagher, Allon N. Friedman, John Guirguis, Christopher Meshberger, Katherine J. Kelly, Chirag R. Parikh, Celia P. Corona-Villalobos, Yumeng Wen, Steven Menez, Rubab F. Malik, Carmen Elena Cervantes, Samir C. Gautam, Mary C. Mallappallil, Jie Ouyang, Sabu John, Ernie Yap, Yohannes Melaku, Ibrahim Mohamed, Siddhartha Bajracharya, Isha Puri, Mariah Thaxton, Jyotsna Bhattacharya, John Wagner, Leon Boudourakis, H. Bryant Nguyen, Afshin Ahoubim, Leslie F. Thomas, Dheeraj Reddy Sirganagari, Pramod K. Guru, Yan Zhou, Paul A. Bergl, Jesus Rodriguez, Jatan A. Shah, Mrigank S. Gupta, Princy N. Kumar, Deepa G. Lazarous, Seble G. Kassaye, Tanya S. Johns, Ryan Mocerino, Kalyan Prudhvi, Denzel Zhu, Rebecca V. Levy, Yorg Azzi, Molly Fisher, Milagros Yunes, Kaltrina Sedaliu, Ladan Golestaneh, Maureen Brogan, Jyotsana Thakkar, Neelja Kumar, Michael J. Ross, Michael Chang, Ritesh Raichoudhury, Akshay Athreya, Mohamed Farag, Edward J. Schenck, Soo Jung Cho, Maria Plataki, Sergio L. Alvarez-Mulett, Luis G. Gomez-Escobar, Di Pan, Stefi Lee, Jamuna Krishnan, William Whalen, David Charytan, Ashley Macina, Alexander S. Leidner, Carlos Martinez, Jacqueline M. Kruser, Richard G. Wunderink, Alexander J. Hodakowski, Juan Carlos Q. Velez, Eboni G. Price-Haywood, Luis A. Matute-Trochez, Anna E. Hasty, Muner M.B. Mohamed, Rupali S. Avasare, David Zonies, Rachel Rosovsky, Meghan E. Sise, Erik T. Newman, Samah Abu Omar, Kapil K. Pokharel, Shreyak Sharma, Harkarandeep Singh, Simon Correa, Tanveer Shaukat, Omer Kamal, Meghan Lee, Ian A. Strohbehn, Jiahua Li, Ariel L. Mueller, Nicholas S. Cairl, Gabriel Naimy, Abeer Abu-Saif, Danyell Hall, Laura Bickley, Chris Rowan, Farah Madhani-Lovely, Vasil Peev, Jochen Reiser, John J. Byun, Andrew Vissing, Esha M. Kapania, Zoe Post, Nilam P. Patel, Joy-Marie Hermes, Anne K. Sutherland, Amee Patrawalla, Diana G. Finkel, Barbara A. Danek, Sowminya Arikapudi, Jeffrey M. Paer, Peter Cangialosi, Mark Liotta, Sonika Puri, Jag Sunderram, Matthew T. Scharf, Ayesha Ahmed, Ilya Berim, Jayanth S. Vatson, George Karp, Shuchi Anand, Joseph E. Levitt, Pablo Garcia, Suzanne M. Boyle, Rui Song, Sang Hoon Woo, Xiaoying Deng, Goni Katz-Greenberg, Moh'd A. Sharshir, Vadym V. Rusnak, Muhammad Imran Ali, Anip Bansal, Amber S. Podoll, Michel Chonchol, Sunita Sharma, Ellen L. Burnham, Rana Hejal, Eric Judd, Laura Latta, Ashita Tolwani, Timothy E. Albertson, Jason Y. Adams, Steven Y. Chang, Rebecca M. Beutler, Carl E. Schulze, Etienne Macedo, Harin Rhee, Kathleen D. Liu, Vasantha K. Jotwani, Jay L. Koyner, Chintan V. Shah, Vishal Jaikaransingh, Min J. Joo, James P. Lash, Javier A. Neyra, Nourhan Chaaban, Madona Elias, Yahya Ahmad, Alfredo Iardino, Elizabeth H. Au, Jill H. Sharma, Marie Anne Sosa, Sabrina Taldone, Gabriel Contreras, David De La Zerda, Hayley B. Gershengorn, Alessia Fornoni, Pennelope Blakely, Tariq U. Azam, Husam Shadid, Michael Pan, Patrick O’Hayer, Chelsea Meloche, Rafey Feroze, Kishan J. Padalia, Jeff Leya, John P. Donnelly, Matthew J. Tugman, Emily H. Chang, Brent R. Brown, Amanda K. Leonberg-Yoo, Ryan C. Spiardi, Todd A. Miano, Meaghan S. Roche, Charles R. Vasquez, Natalie C. Ernecoff, Sanjana Kapoor, Siddharth Verma, Huiwen Chen, Csaba P. Kovesdy, Miklos Z. Molnar, Ambreen Azhar, Mridula V. Nadamuni, Shani Shastri, Duwayne L. Willett, Amanda D. Renaghan, Kyle B. Enfield, Pavan K. Bhatraju, A. Bilal Malik, Anitha Vijayan, Christina Mariyam Joy, Tingting Li, Seth Goldberg, Patricia F. Kao, Greg L. Schumaker, Anthony J. Faugno, Caroline M. Hsu, Asma Tariq, Leah Meyer, Ravi K. Kshirsagar, Daniel E. Weiner, Marta Christov, Jennifer Griffiths, Sanjeev Gupta, Aromma Kapoor, Savneek Chugh, Perry Wilson, Tanima Arora, and Ugochukwu Ugwuowo

Subjects
Male, medicine.medical_specialty, Critical Illness, Hemorrhage, 01 natural sciences, law.invention, 03 medical and health sciences, 0302 clinical medicine, Interquartile range, law, Internal Medicine, medicine, Humans, 030212 general & internal medicine, 0101 mathematics, Survival rate, Original Research, Aged, Proportional hazards model, business.industry, SARS-CoV-2, Incidence (epidemiology), 010102 general mathematics, Hazard ratio, Anticoagulants, COVID-19, General Medicine, Venous Thromboembolism, Blood Coagulation Disorders, Middle Aged, Intensive care unit, United States, Survival Rate, Intensive Care Units, Emergency medicine, Observational study, Female, business, Cohort study
Abstract

Hypercoagulability may be a key mechanism of death in patients with COVID-19. This cohort study evaluated the incidence of venous thromboembolism and major bleeding in critically ill patients with COVID-19 and examined the observational effect of early therapeutic anticoagulation on survival., Visual Abstract. Early Anticoagulation in COVID-19 Hypercoagulability may be a key mechanism of death in patients with COVID-19. This cohort study evaluated the incidence of venous thromboembolism and major bleeding in critically ill patients with COVID-19 and examined the observational effect of early therapeutic anticoagulation on survival. Visual Abstract. Early Anticoagulation in COVID-19 Hypercoagulability may be a key mechanism of death in patients with COVID-19. This cohort study evaluated the incidence of venous thromboembolism and major bleeding in critically ill patients with COVID-19 and examined the observational effect of early therapeutic anticoagulation on survival., Background: Hypercoagulability may be a key mechanism of death in patients with coronavirus disease 2019 (COVID-19). Objective: To evaluate the incidence of venous thromboembolism (VTE) and major bleeding in critically ill patients with COVID-19 and examine the observational effect of early therapeutic anticoagulation on survival. Design: In a multicenter cohort study of 3239 critically ill adults with COVID-19, the incidence of VTE and major bleeding within 14 days after intensive care unit (ICU) admission was evaluated. A target trial emulation in which patients were categorized according to receipt or no receipt of therapeutic anticoagulation in the first 2 days of ICU admission was done to examine the observational effect of early therapeutic anticoagulation on survival. A Cox model with inverse probability weighting to adjust for confounding was used. Setting: 67 hospitals in the United States. Participants: Adults with COVID-19 admitted to a participating ICU. Measurements: Time to death, censored at hospital discharge, or date of last follow-up. Results: Among the 3239 patients included, the median age was 61 years (interquartile range, 53 to 71 years), and 2088 (64.5%) were men. A total of 204 patients (6.3%) developed VTE, and 90 patients (2.8%) developed a major bleeding event. Independent predictors of VTE were male sex and higher D-dimer level on ICU admission. Among the 2809 patients included in the target trial emulation, 384 (11.9%) received early therapeutic anticoagulation. In the primary analysis, during a median follow-up of 27 days, patients who received early therapeutic anticoagulation had a similar risk for death as those who did not (hazard ratio, 1.12 [95% CI, 0.92 to 1.35]). Limitation: Observational design. Conclusion: Among critically ill adults with COVID-19, early therapeutic anticoagulation did not affect survival in the target trial emulation. Primary Funding Source: None.

Published
2021

14. Collaboration, Innovation, and Time: A Shared Journey Through Child Psychiatric Consultation in the School Setting

Author

Sarah Flanders, Heath Mueller, Laura Latta, and Sara Coffey

Subjects
Mental Health Services, medicine.medical_specialty, education, Behavioral Symptoms, Public-Private Sector Partnerships, Article, 03 medical and health sciences, 0302 clinical medicine, Child and adolescent psychiatry, medicine, ComputingMilieux_COMPUTERSANDEDUCATION, Humans, 030212 general & internal medicine, Clinical care, Child, Students, Intersectoral Collaboration, Referral and Consultation, Child Psychiatry, Medical education, Schools, Mental Disorders, Professional development, School setting, Mental health, 030227 psychiatry, Psychiatry and Mental health, Psychiatric consultation, General partnership, School Teachers, Psychology, School system
Abstract

INTRODUCTION: Similar to reports across the United States, roughly 20% of students in our community are diagnosed with emotional and behavioral disturbances. These problems often manifest in our school settings and although several universal, targeted and individual mental health services are in place, students and teachers still struggle in the classroom. OBJECTIVE: With this need in mind our team set out to provide collaborative, innovative support to our public school system, while offering a novel training opportunity for child and adolescent psychiatry fellows. METHOD: Working collaboratively, our child psychiatry team offered direct clinical care and consultation in the school-based clinic. As our relationship progressed the psychiatry team offered ongoing professional development and consultation to teachers, followed by district-wide implementation. DISCUSSION: Engaging and working in school settings is not without challenges. Essential to any effective partnership is communication, respect and trust. Our multi-year partnership, incorporating fellowship training offered a mutually beneficial experience for educators and psychiatry trainees alike.

Published
2019

15. Immunotherapy Bridge 2017 and Melanoma Bridge 2017: meeting abstracts

Author

David Carbone, Michael Sharpnack, Kai He, Lisa H. Butterfield, Alexander M. M. Eggermont, Maria Gonzalez-Cao, Niki Karachaliou, Guillermo Crespo, Erika Aldeguer, Ana Drozdowskyj, Ana Giménez-Capitán, Cristina Teixidó, Miguel Angel Molina-Vila, Santiago Viteri Ramírez, Salvador Martin Algarra, Elisabeth Pérez-Ruiz, Iván Márquez-Rodas, Delvys Rodriguez-Abreu, Remei Blanco, Teresa Puértolas, Maria Angeles Royo, Rafael Rosell, Maria Libera Ascierto, Svetlana Hamm, Tanja Wulff, Kerstin Kronthaler, Sabine Schrepfer, Ulrike Parnitzke, Anne Catherine Bretz, Roland Baumgartner, Veronica Ferrucci, Francesco Paolo Pennino, Luisa Dassi, Fatemeh Asadzadeh, Roberto Siciliano, Marianeve Carotenuto, Daniela Spano, Cristina Maria Chiarolla, Adelaide Greco, Monica Cantile, Maurizio Di Bonito, Gerardo Botti, Vandenbussche Jonathan, Gevaert Kris, Massimo Zollo, Teresa Amaral, Ioanna Tampouri, Ulrike Keim, Thomas Eigentler, Claus Garbe, Andrea Forschner, Alessandra Cesano, Sarah Warren, Duane Moogk, Kaitao Li, Zhou Yuan, Shi Zhong, Zhiya Yu, Ivan Liadi, William Rittase, Victoria Fang, Janna Dougherty, Arianne Perez-Garcia, Iman Osman, Navin Varadarajan, Nicholas P. Restifo, Alan Frey, Cheng Zhu, Michelle Krogsgaard, Claire Vanpouille-Box, Silvia C. Formenti, Sandra Demaria, Cristiana Lo Nigro, Alexander Renziehausen, Andreas G. Tzakos, Hexiao Wang, Bhavya Rao, Rubeta Matin, Catherine Harwood, Daniela Vivenza, Federica Tonissi, Marcella Occelli, Lynda Weir, Su Li, Van Ren Sim, Kevin O’Neill, Alan Evans, Alastair Thompson, Peter Szlosarek, Colin Fleming, Charlotte Proby, Nelofer Syed, Marco Merlano, Tim Crook, Robert Ferguson, Danny Simpson, Carlos Martinez, Matjaz Vogelsang, Esther Kazlow, Melissa Wilson, Anna Pavlick, Jeffrey Weber, Ryan Sullivan, Keith Flaherty, Antoni Ribas, Tomas Kirchhoff, Antonio D’Avino, Licia Guida, Augusto Cosacco, Roberta D’Aniello, Piera Maiolino, Teresa Tramontano, Maria R. Sarno, Ida Palazzo, Angela Di Napoli, Gianclaudio Acunzo, Mariarosanna De Fina, Antonia Silvestri, Monica Specchia, Michela Musacchio, Gianfranco Giglio, Francesco Carrozza, Liberato Di Lullo, Gian Marco De Maddi, Adele Venturelli, Elisabetta Gambale, Alessia Gatta, Davide Brocco, Consiglia Carella, Michele De Tursi, Thomas F. Gajewski, Costanza M. Cristiani, Rossana Tallerico, Valeria Ventura, Mariaelena Capone, Gabriele Madonna, Domenico Mallardo, Eliska Selinger, Cinzia Garofalo, Elina Staaf, Ester Simeone, Antonio M. Grimaldi, Genny del Zotto, Elio Gulletta, Gennaro Ciliberto, Alessandro Moretta, Paolo A. Ascierto, Ennio Carbone, Susan Costantini, Angela Sorice, Francesca Capone, Alfredo Budillon, Carolina Cauchi, Grazia Sciancalepore, Michela Rovera, Chiara Varamo, Zelda Seia, Stefania Palazzini, Fabiana Errico, Davide Basso, Laura Quaranta, Giuseppe Forte, Fulvio Lavagna, Silvia Violante, Paolo Bosio, Laura Lattanzio, Marco C Merlano, Mike Gowen, Jeremy Tchack, Hua Zhou, Keith Giles, Scott Paschke, Una Moran, David Fenyo, Aris Tsirigos, Michael Pacold, Silvana Morello, Claudia Sorrentino, Diana Giannarelli, Aldo Pinto, Federica Fratangelo, Rosaria Falcone, Vito Vanella, Dirk Schadendorf, Karl Lewis, Michele Maio, Lev Demidov, Mario Mandalà, Igor Bondarenko, Christopher Herbert, Andrzej Mackiewicz, Piotr Rutkowski, Alexander Guminski, Grant Goodman, Brian Simmons, Chenglin Ye, Gregory Hooper, Matthew J. Wongchenko, Yibing Yan, Frank Hermann, Astrid Ammendola, René Bartz, Bulotta Alessandra, Colombo Letizia, Mirabile Aurora, Lazzari Chiara, Mercuri Santo Raffaele, Parolini Danilo, Rizzo Nathalie, Martella Stefano, Modorati Giulio, Brianti Pina, Cestone Enza, Bellinzona Federica, Miserocchi Elisabetta, Gianni Luca, Gregorc Vanesa, Sanjiv Agarwala, B. Mark Smithers, Axel Haushild, Eric Watcher, Luigi Fattore, Ciro Francesco Ruggiero, Domenico Liguoro, Andrea Cerri, Maria Elena Pisanu, and Rita Mancini

Subjects
Medicine
Published
2018
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16. Inhibition of the Polyamine Synthesis Pathway Is Synthetically Lethal with Loss of Argininosuccinate Synthase 1

Author

Matthew Locke, Essam Ghazaly, Marta O. Freitas, Mikaella Mitsinga, Laura Lattanzio, Cristiana Lo Nigro, Ai Nagano, Jun Wang, Claude Chelala, Peter Szlosarek, and Sarah A. Martin

Subjects
Biology (General), QH301-705.5
Abstract

Argininosuccinate synthase 1 (ASS1) is the rate-limiting enzyme for arginine biosynthesis. ASS1 expression is lost in a range of tumor types, including 50% of malignant pleural mesotheliomas. Starving ASS1-deficient cells of arginine with arginine blockers such as ADI-PEG20 can induce selective lethality and has shown great promise in the clinical setting. We have generated a model of ADI-PEG20 resistance in mesothelioma cells. This resistance is mediated through re-expression of ASS1 via demethylation of the ASS1 promoter. Through coordinated transcriptomic and metabolomic profiling, we have shown that ASS1-deficient cells have decreased levels of acetylated polyamine metabolites, together with a compensatory increase in the expression of polyamine biosynthetic enzymes. Upon arginine deprivation, polyamine metabolites are decreased in the ASS1-deficient cells and in plasma isolated from ASS1-deficient mesothelioma patients. We identify a synthetic lethal dependence between ASS1 deficiency and polyamine metabolism, which could potentially be exploited for the treatment of ASS1-negative cancers.

Published
2016
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