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Molecular states during acute COVID-19 reveal distinct etiologies of long-term sequelae

Thompson, Ryan C; Simons, Nicole W; Wilkins, Lillian; Cheng, Esther; Del Valle, Diane Marie; Hoffman, Gabriel E; Cervia, Carlo; Fennessy, Brian; Mouskas, Konstantinos; Francoeur, Nancy J; Johnson, Jessica S; Lepow, Lauren; Le Berichel, Jessica; Chang, Christie; Beckmann, Aviva G; Wang, Ying-Chih; Nie, Kai; Zaki, Nicholas; Tuballes, Kevin; Barcessat, Vanessa; Cedillo, Mario A; Yuan, Dan; Huckins, Laura; Roussos, Panos; Marron, Thomas U; Glicksberg, Benjamin S; Nadkarni, Girish; Heath, James R; Gonzalez-Kozlova, Edgar; Boyman, Onur; Kim-Schulze, Seunghee; Sebra, Robert; Merad, Miriam; Gnjatic, Sacha; Schadt, Eric E; Charney, Alexander W; Beckmann, Noam D
Post-acute sequelae of severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2) infection are debilitating, clinically heterogeneous and of unknown molecular etiology. A transcriptome-wide investigation was performed in 165 acutely infected hospitalized individuals who were followed clinically into the post-acute period. Distinct gene expression signatures of post-acute sequelae were already present in whole blood during acute infection, with innate and adaptive immune cells implicated in different symptoms. Two clusters of sequelae exhibited divergent plasma-cell-associated gene expression patterns. In one cluster, sequelae associated with higher expression of immunoglobulin-related genes in an anti-spike antibody titer-dependent manner. In the other, sequelae associated independently of these titers with lower expression of immunoglobulin-related genes, indicating lower non-specific antibody production in individuals with these sequelae. This relationship between lower total immunoglobulins and sequelae was validated in an external cohort. Altogether, multiple etiologies of post-acute sequelae were already detectable during SARS-CoV-2 infection, directly linking these sequelae with the acute host response to the virus and providing early insights into their development.
PMCID:9873574
PMID: 36482101
ISSN: 1546-170x
CID: 5411852

Correction: The dynamic changes and sex differences of 147 immune-related proteins during acute COVID-19 in 580 individuals

Butler-Laporte, Guillaume; Gonzalez-Kozlova, Edgar; Su, Chen-Yang; Zhou, Sirui; Nakanishi, Tomoko; Brunet-Ratnasingham, Elsa; Morrison, David; Laurent, Laetitia; Aflalo, Jonathan; Aflalo, Marc; Henry, Danielle; Chen, Yiheng; Carrasco-Zanini, Julia; Farjoun, Yossi; Pietzner, Maik; Kimchi, Nofar; Afrasiabi, Zaman; Rezk, Nardin; Bouab, Meriem; Petitjean, Louis; Guzman, Charlotte; Xue, Xiaoqing; Tselios, Chris; Vulesevic, Branka; Adeleye, Olumide; Abdullah, Tala; Almamlouk, Noor; Moussa, Yara; DeLuca, Chantal; Duggan, Naomi; Schurr, Erwin; Brassard, Nathalie; Durand, Madeleine; Del Valle, Diane Marie; Thompson, Ryan; Cedillo, Mario A; Schadt, Eric; Nie, Kai; Simons, Nicole W; Mouskas, Konstantinos; Zaki, Nicolas; Patel, Manishkumar; Xie, Hui; Harris, Jocelyn; Marvin, Robert; Cheng, Esther; Tuballes, Kevin; Argueta, Kimberly; Scott, Ieisha; Greenwood, Celia M T; Paterson, Clare; Hinterberg, Michael; Langenberg, Claudia; Forgetta, Vincenzo; Mooser, Vincent; Marron, Thomas; Beckmann, Noam D; Kenigsberg, Ephraim; Charney, Alexander W; Kim-Schulze, Seunghee; Merad, Miriam; Kaufmann, Daniel E; Gnjatic, Sacha; Richards, J Brent
PMID: 36376796
ISSN: 1542-6416
CID: 5411842

The dynamic changes and sex differences of 147 immune-related proteins during acute COVID-19 in 580 individuals

Butler-Laporte, Guillaume; Gonzalez-Kozlova, Edgar; Su, Chen-Yang; Zhou, Sirui; Nakanishi, Tomoko; Brunet-Ratnasingham, Elsa; Morrison, David; Laurent, Laetitia; Afilalo, Jonathan; Afilalo, Marc; Henry, Danielle; Chen, Yiheng; Carrasco-Zanini, Julia; Farjoun, Yossi; Pietzner, Maik; Kimchi, Nofar; Afrasiabi, Zaman; Rezk, Nardin; Bouab, Meriem; Petitjean, Louis; Guzman, Charlotte; Xue, Xiaoqing; Tselios, Chris; Vulesevic, Branka; Adeleye, Olumide; Abdullah, Tala; Almamlouk, Noor; Moussa, Yara; DeLuca, Chantal; Duggan, Naomi; Schurr, Erwin; Brassard, Nathalie; Durand, Madeleine; Del Valle, Diane Marie; Thompson, Ryan; Cedillo, Mario A; Schadt, Eric; Nie, Kai; Simons, Nicole W; Mouskas, Konstantinos; Zaki, Nicolas; Patel, Manishkumar; Xie, Hui; Harris, Jocelyn; Marvin, Robert; Cheng, Esther; Tuballes, Kevin; Argueta, Kimberly; Scott, Ieisha; Greenwood, Celia M T; Paterson, Clare; Hinterberg, Michael; Langenberg, Claudia; Forgetta, Vincenzo; Mooser, Vincent; Marron, Thomas; Beckmann, Noam; Kenigsberg, Ephraim; Charney, Alexander W; Kim-Schulze, Seunghee; Merad, Miriam; Kaufmann, Daniel E; Gnjatic, Sacha; Richards, J Brent
INTRODUCTION/BACKGROUND:Severe COVID-19 leads to important changes in circulating immune-related proteins. To date it has been difficult to understand their temporal relationship and identify cytokines that are drivers of severe COVID-19 outcomes and underlie differences in outcomes between sexes. Here, we measured 147 immune-related proteins during acute COVID-19 to investigate these questions. METHODS:We measured circulating protein abundances using the SOMAscan nucleic acid aptamer panel in two large independent hospital-based COVID-19 cohorts in Canada and the United States. We fit generalized additive models with cubic splines from the start of symptom onset to identify protein levels over the first 14 days of infection which were different between severe cases and controls, adjusting for age and sex. Severe cases were defined as individuals with COVID-19 requiring invasive or non-invasive mechanical respiratory support. RESULTS:). Three clusters were formed by 108 highly correlated proteins that replicated in both cohorts, making it difficult to determine which proteins have a true causal effect on severe COVID-19. Six proteins showed sex differences in levels over time, of which 3 were also associated with severe COVID-19: CCL26, IL1RL2, and IL3RA, providing insights to better understand the marked differences in outcomes by sex. CONCLUSIONS:Severe COVID-19 is associated with large changes in 69 immune-related proteins. Further, five proteins were associated with sex differences in outcomes. These results provide direct insights into immune-related proteins that are strongly influenced by severe COVID-19 infection.
PMID: 36171541
ISSN: 1542-6416
CID: 5363572

Integrated use of PD-1 inhibition and transarterial chemoembolization for hepatocellular carcinoma: evaluation of safety and efficacy in a retrospective, propensity score-matched study

Marinelli, Brett; Kim, Edward; D'Alessio, Antonio; Cedillo, Mario; Sinha, Ishan; Debnath, Neha; Kudo, Masatoshi; Nishida, Naoshi; Saeed, Anwaar; Hildebrand, Hannah; Kaseb, Ahmed O; Abugabal, Yehia I; Pillai, Anjana; Huang, Yi-Hsiang; Khan, Uqba; Muzaffar, Mahvish; Naqash, Abdul Rafeh; Patel, Rahul; Fischman, Aaron; Bishay, Vivian; Bettinger, Dominik; Sung, Max; Ang, Celina; Schwartz, Myron; Pinato, David J; Marron, Thomas
BACKGROUND:Immune checkpoint inhibitors (ICIs) have revolutionized treatment of advanced hepatocellular carcinoma. Integrated use of transarterial chemoembolization (TACE), a locoregional inducer of immunogenic cell death, with ICI has not been formally assessed for safety and efficacy outcomes. METHODS:From a retrospective multicenter dataset of 323 patients treated with ICI, we identified 31 patients who underwent >1 TACE 60 days before or concurrently, with nivolumab at a single center. We derived a propensity score-matched cohort of 104 patients based on Child-Pugh Score, portal vein thrombosis, extrahepatic metastasis and alpha fetoprotein (AFP) who received nivolumab monotherapy. We described overall survival (OS), progression-free survival (PFS), objective responses according to modified RECIST criteria and safety in the multimodal arm in comparison to monotherapy. RESULTS:Over a median follow-up of 9.3 (IQR 4.0-16.4) months, patients undergoing multimodal immunotherapy with TACE achieved a significantly longer median (95% CI) PFS of 8.8 (6.2-23.2) vs 3.7 (2.7-5.4) months (log-rank 0.15, p<0.01) in the monotherapy group. Multimodal immunotherapy with TACE demonstrated a numerically longer OS compared with ICI monotherapy with a median 35.1 (16.1-Not Evaluable) vs 16.6 (15.7-32.6) months (log-rank 0.41, p=0.12). In the multimodal treatment group, there were three (10%) grade 3 or higher adverse events (AEs) attributed to immunotherapy compared with seven (6.7%) in the matched ICI monotherapy arm. There were no AEs grade 3 or higher attributed to TACE in the multimodal treatment arm. At 3 months following each TACE in the multimodal arm, there was an overall objective response rate of 84%. There were no significant changes in liver functional reserve 1 month following each TACE. Four patients undergoing multimodal treatment were successfully bridged to transplant. CONCLUSIONS:TACE can be safely integrated with programmed cell death 1 blockade and may lead to a significant delay in tumor progression and disease downstaging in selected patients.
PMID: 35710293
ISSN: 2051-1426
CID: 5254062

Comparative assessment of standard and immune response criteria for evaluation of response to PD-1 monotherapy in unresectable HCC

Lewis, Sara; Cedillo, Mario A; Lee, Karen M; Bane, Octavia; Hectors, Stefanie; Ma, Weiping; Wang, Pei; Stocker, Daniel; Morris, Darrell V; Pinato, David; Sung, Max; Marron, Thomas; Schwartz, Myron; Taouli, Bachir
PURPOSE:To assess response to programmed death-1 (PD-1) monotherapy (nivolumab) in hepatocellular carcinoma (HCC) patients using RECIST1.1, modified RECIST (mRECIST), and immune RECIST (iRECIST). A secondary objective was to identify clinicolaboratory and imaging variables predictive of progressive disease (PD) and overall survival (OS). METHODS:Patients with HCC treated with nivolumab at a single institution from 5/2016 to 12/2019 with MRI or CT performed ≥ 4 weeks post treatment were retrospectively assessed. Patients who received concurrent locoregional, radiation, or other systemic therapies were excluded. Response was assessed by 2 observers in consensus using RECIST1.1, mRECIST, and iRECIST at 3/6/9/12-month time points. Time to progression (TTP) and OS were recorded. Clinicolaboratory and imaging variables were evaluated as predictors of PD and OS using uni-/multivariable and Cox regression analyses. RESULTS:Fifty-eight patients (42M/16F) were included. 118 target lesions (TL) were identified before treatment. Baseline mean TL size was 49.1 ± 43.5 mm (range 10-189 mm) for RECIST1.1/iRECIST and 46.3 ± 42.3 mm (range 10-189 mm) for mRECIST. Objective response rate (ORR) was 21% for mRECIST/iRECIST/RECIST1.1, with no cases of pseudoprogression. Median OS and median TTP were 717 days and 127 days for RECIST1.1/mRECIST/iRECIST-iUPD (unconfirmed PD). Older age, MELD/Child-Pugh scores, AFP, prior transarterial radioembolization (TARE), and larger TL size were predictive of PD and/or poor OS using mRECIST/iRECIST. The strongest predictor of PD (HR = 2.49, 95% CI 1.29-4.81, p = 0.007) was TARE. The strongest predictor of poor OS was PD by mRECIST/iRECIST at 3 months (HR = 2.26, 95% CI 1.00-5.10, p = 0.05) with borderline significance. CONCLUSION:Our results show ORR of 21%, equivalent for mRECIST, iRECIST, and RECIST1.1 in patients with advanced HCC clinically treated with nivolumab.
PMID: 34964909
ISSN: 2366-0058
CID: 5185142

Acute COVID-19 gene-expression profiles show multiple etiologies of long-term sequelae

Thompson, Ryan C; Simons, Nicole W; Wilkins, Lillian; Cheng, Esther; Del Valle, Diane Marie; Hoffman, Gabriel E; Fennessy, Brian; Mouskas, Konstantinos; Francoeur, Nancy J; Johnson, Jessica S; Lepow, Lauren; Berichel, Jessica Le; Chang, Christie; Beckmann, Aviva G; Wang, Ying-Chih; Nie, Kai; Zaki, Nicholas; Tuballes, Kevin; Barcessat, Vanessa; Cedillo, Mario A; Huckins, Laura; Roussos, Panagiotis; Marron, Thomas U; Glicksberg, Benjamin S; Nadkarni, Girish; Gonzalez-Kozlova, Edgar; Kim-Schulze, Seunghee; Sebra, Robert; Merad, Miriam; Gnjatic, Sacha; Schadt, Eric E; Charney, Alexander W; Beckmann, Noam D
Two years into the SARS-CoV-2 pandemic, the post-acute sequelae of infection are compounding the global health crisis. Often debilitating, these sequelae are clinically heterogeneous and of unknown molecular etiology. Here, a transcriptome-wide investigation of this new condition was performed in a large cohort of acutely infected patients followed clinically into the post-acute period. Gene expression signatures of post-acute sequelae were already present in whole blood during the acute phase of infection, with both innate and adaptive immune cells involved. Plasma cells stood out as driving at least two distinct clusters of sequelae, one largely dependent on circulating antibodies against the SARS-CoV-2 spike protein and the other antibody-independent. Altogether, multiple etiologies of post-acute sequelae were found concomitant with SARS-CoV-2 infection, directly linking the emergence of these sequelae with the host response to the virus.
PMCID:8509101
PMID: 34642700
ISSN: n/a
CID: 5185132

Portable Chest Radiography as an Exclusionary Test for Adverse Clinical Outcomes During the Coronavirus Disease 2019 Pandemic

Pagano, Andrew; Finkelstein, Mark; Overbey, Jessica; Steinberger, Sharon; Ellison, Trevor; Manna, Sayan; Toussie, Danielle; Cedillo, Mario; Jacobi, Adam; Gupta, Yogesh S; Bernheim, Adam; Chung, Michael; Eber, Corey; Fayad, Zahi A; Concepcion, Jose
BACKGROUND:Chest radiography (CXR) often is performed in the acute setting to help understand the extent of respiratory disease in patients with coronavirus disease 2019 (COVID-19), but a clearly defined role for negative chest radiograph results in assessing patients has not been described. RESEARCH QUESTION/OBJECTIVE:Is portable CXR an effective exclusionary test for future adverse clinical outcomes in patients suspected of having COVID-19? STUDY DESIGN AND METHODS/METHODS:Charts of consecutive patients suspected of having COVID-19 at five EDs in New York City between March 19, 2020, and April 23, 2020, were reviewed. Patients were categorized based on absence of findings on initial CXR. The primary outcomes were hospital admission, mechanical ventilation, ARDS, and mortality. RESULTS:Three thousand two hundred forty-five adult patients, 474 (14.6%) with negative initial CXR results, were reviewed. Among all patients, negative initial CXR results were associated with a low probability of future adverse clinical outcomes, with negative likelihood ratios of 0.27 (95% CI, 0.23-0.31) for hospital admission, 0.24 (95% CI, 0.16-0.37) for mechanical ventilation, 0.19 (95% CI, 0.09-0.40) for ARDS, and 0.38 (95% CI, 0.29-0.51) for mortality. Among the subset of 955 patients younger than 65 years and with a duration of symptoms of at least 5 days, no patients with negative CXR results died, and the negative likelihood ratios were 0.17 (95% CI, 0.12-0.25) for hospital admission, 0.09 (95% CI, 0.02-0.36) for mechanical ventilation, and 0.09 (95% CI, 0.01-0.64) for ARDS. INTERPRETATION/CONCLUSIONS:Initial CXR in adult patients suspected of having COVID-19 is a strong exclusionary test for hospital admission, mechanical ventilation, ARDS, and mortality. The value of CXR as an exclusionary test for adverse clinical outcomes is highest among young adults, patients with few comorbidities, and those with a prolonged duration of symptoms.
PMCID:7844357
PMID: 33516703
ISSN: 1931-3543
CID: 4859082

Combining Initial Radiographs and Clinical Variables Improves Deep Learning Prognostication in Patients with COVID-19 from the Emergency Department

Kwon, Young Joon Fred; Toussie, Danielle; Finkelstein, Mark; Cedillo, Mario A; Maron, Samuel Z; Manna, Sayan; Voutsinas, Nicholas; Eber, Corey; Jacobi, Adam; Bernheim, Adam; Gupta, Yogesh Sean; Chung, Michael S; Fayad, Zahi A; Glicksberg, Benjamin S; Oermann, Eric K; Costa, Anthony B
Purpose/UNASSIGNED:To train a deep learning classification algorithm to predict chest radiograph severity scores and clinical outcomes in patients with coronavirus disease 2019 (COVID-19). Materials and Methods/UNASSIGNED:= 110) populations. Bootstrapping was used to compute CIs. Results/UNASSIGNED:The model trained on the chest radiograph severity score produced the following areas under the receiver operating characteristic curves (AUCs): 0.80 (95% CI: 0.73, 0.88) for the chest radiograph severity score, 0.76 (95% CI: 0.68, 0.84) for admission, 0.66 (95% CI: 0.56, 0.75) for intubation, and 0.59 (95% CI: 0.49, 0.69) for death. The model trained on clinical variables produced an AUC of 0.64 (95% CI: 0.55, 0.73) for intubation and an AUC of 0.59 (95% CI: 0.50, 0.68) for death. Combining chest radiography and clinical variables increased the AUC of intubation and death to 0.88 (95% CI: 0.79, 0.96) and 0.82 (95% CI: 0.72, 0.91), respectively. Conclusion/UNASSIGNED:© RSNA, 2020.
PMCID:7754832
PMID: 33928257
ISSN: 2638-6100
CID: 4858862

Coronary artery calcification in COVID-19 patients: an imaging biomarker for adverse clinical outcomes

Gupta, Yogesh Sean; Finkelstein, Mark; Manna, Sayan; Toussie, Danielle; Bernheim, Adam; Little, Brent P; Concepcion, Jose; Maron, Samuel Z; Jacobi, Adam; Chung, Michael; Kukar, Nina; Voutsinas, Nicholas; Cedillo, Mario A; Fernandes, Ajit; Eber, Corey; Fayad, Zahi A; Hota, Partha
BACKGROUND:Recent studies have demonstrated a complex interplay between comorbid cardiovascular disease, COVID-19 pathophysiology, and poor clinical outcomes. Coronary artery calcification (CAC) may therefore aid in risk stratification of COVID-19 patients. METHODS:Non-contrast chest CT studies on 180 COVID-19 patients ≥ age 21 admitted from March 1, 2020 to April 27, 2020 were retrospectively reviewed by two radiologists to determine CAC scores. Following feature selection, multivariable logistic regression was utilized to evaluate the relationship between CAC scores and patient outcomes. RESULTS:The presence of any identified CAC was associated with intubation (AOR: 3.6, CI: 1.4-9.6) and mortality (AOR: 3.2, CI: 1.4-7.9). Severe CAC was independently associated with intubation (AOR: 4.0, CI: 1.3-13) and mortality (AOR: 5.1, CI: 1.9-15). A greater CAC score (UOR: 1.2, CI: 1.02-1.3) and number of vessels with calcium (UOR: 1.3, CI: 1.02-1.6) was associated with mortality. Visualized coronary stent or coronary artery bypass graft surgery (CABG) had no statistically significant association with intubation (AOR: 1.9, CI: 0.4-7.7) or death (AOR: 3.4, CI: 1.0-12). CONCLUSION/CONCLUSIONS:COVID-19 patients with any CAC were more likely to require intubation and die than those without CAC. Increasing CAC and number of affected arteries was associated with mortality. Severe CAC was associated with higher intubation risk. Prior CABG or stenting had no association with elevated intubation or death.
PMCID:7875715
PMID: 33601125
ISSN: 1873-4499
CID: 4859092

Relationship of hospital volume on outcomes in patients with acute pulmonary embolism: Analysis of a 70,000 patient database

Finkelstein, Mark; Cedillo, Mario A; Kestenbaum, David C; Shoaib, Obaib S; Fischman, Aaron M; Lookstein, Robert A
Positive relationships between volume and outcome have been seen in several surgical and medical conditions, resulting in more centralized and specialized care structures. Currently, there is a scarcity of literature involving the volume-outcome relationship in pulmonary embolism (PE). Using a state-wide dataset that encapsulates all non-federal admissions in New York State, we performed a retrospective cohort study on admitted patients with a diagnosis of PE. A total of 70,443 cases were separated into volume groups stratified by hospital quartile. Continuous and categorical variables were compared between cohorts. Multivariable regression analysis was conducted to assess predictors of 1-year mortality, 30-day all-cause readmission, 30-day PE-related readmission, length of stay, and total charges. Of the 205 facilities that were included, 128 (62%) were labeled low volume, 39 (19%) medium volume, 23 (11%) high volume, and 15 (7%) very high volume. Multivariable analysis showed that very high volume was associated with decreased 30-day PE-related readmission (OR 0.64; 95% CI, 0.55 to 0.73), decreased 30-day all-cause readmission (OR 0.84; 95% CI, 0.79 to 0.89), decreased 1-year mortality (OR 0.85; 95% CI, 0.80 to 0.91), decreased total charges (OR 0.96; 95% CI, 0.94 to 0.98), and decreased length of stay (OR 0.94; 95% CI, 0.92 to 0.96). In summary, facilities with higher volumes of acute PE were found to have less 30-day PE-related readmissions, less all-cause readmissions, shorter length of stay, decreased 1-year mortality, and decreased total charges.
PMID: 33332237
ISSN: 1477-0377
CID: 5185122