Evolving phenotypes of non-hospitalized patients that indicate long COVID

被引:3
|
作者
Estiri, Hossein [1 ,2 ]
Strasser, Zachary H. [1 ,2 ,3 ]
Brat, Gabriel A. [3 ]
Semenov, Yevgeniy R. [4 ]
Patel, Chirag J. [3 ]
Murphy, Shawn N. [1 ,5 ,6 ]
机构
[1] Massachusetts Gen Hosp, Lab Comp Sci, Boston, MA 02114 USA
[2] Massachusetts Gen Hosp, Dept Med, Boston, MA 02114 USA
[3] Harvard Med Sch, Dept Biomed Informat, Boston, MA USA
[4] Massachusetts Gen Hosp, Dept Dermatol, Boston, MA 02114 USA
[5] Massachusetts Gen Hosp, Dept Neurol, Boston, MA 02114 USA
[6] Res Informat Sci & Comp, Mass Gen Brigham, Boston, MA USA
关键词
Post-acute sequelae of SARS-CoV-2; Electronic health records; Phenotypes; Machine learning; MANAGEMENT; LINES;
D O I
10.1186/s12916-021-02115-0
中图分类号
R5 [内科学];
学科分类号
1002 ; 100201 ;
摘要
Background For some SARS-CoV-2 survivors, recovery from the acute phase of the infection has been grueling with lingering effects. Many of the symptoms characterized as the post-acute sequelae of COVID-19 (PASC) could have multiple causes or are similarly seen in non-COVID patients. Accurate identification of PASC phenotypes will be important to guide future research and help the healthcare system focus its efforts and resources on adequately controlled age- and gender-specific sequelae of a COVID-19 infection. Methods In this retrospective electronic health record (EHR) cohort study, we applied a computational framework for knowledge discovery from clinical data, MLHO, to identify phenotypes that positively associate with a past positive reverse transcription-polymerase chain reaction (RT-PCR) test for COVID-19. We evaluated the post-test phenotypes in two temporal windows at 3-6 and 6-9 months after the test and by age and gender. Data from longitudinal diagnosis records stored in EHRs from Mass General Brigham in the Boston Metropolitan Area was used for the analyses. Statistical analyses were performed on data from March 2020 to June 2021. Study participants included over 96 thousand patients who had tested positive or negative for COVID-19 and were not hospitalized. Results We identified 33 phenotypes among different age/gender cohorts or time windows that were positively associated with past SARS-CoV-2 infection. All identified phenotypes were newly recorded in patients' medical records 2 months or longer after a COVID-19 RT-PCR test in non-hospitalized patients regardless of the test result. Among these phenotypes, a new diagnosis record for anosmia and dysgeusia (OR 2.60, 95% CI [1.94-3.46]), alopecia (OR 3.09, 95% CI [2.53-3.76]), chest pain (OR 1.27, 95% CI [1.09-1.48]), chronic fatigue syndrome (OR 2.60, 95% CI [1.22-2.10]), shortness of breath (OR 1.41, 95% CI [1.22-1.64]), pneumonia (OR 1.66, 95% CI [1.28-2.16]), and type 2 diabetes mellitus (OR 1.41, 95% CI [1.22-1.64]) is one of the most significant indicators of a past COVID-19 infection. Additionally, more new phenotypes were found with increased confidence among the cohorts who were younger than 65. Conclusions The findings of this study confirm many of the post-COVID-19 symptoms and suggest that a variety of new diagnoses, including new diabetes mellitus and neurological disorder diagnoses, are more common among those with a history of COVID-19 than those without the infection. Additionally, more than 63% of PASC phenotypes were observed in patients under 65 years of age, pointing out the importance of vaccination to minimize the risk of debilitating post-acute sequelae of COVID-19 among younger adults.
引用
收藏
页数:10
相关论文
共 50 条
  • [31] Chronotropic Incompetence in Non-Hospitalized Patients with Post-COVID-19 Syndrome
    Jimeno-Almazan, Amaya
    Pallares, Jesus G.
    Buendia-Romero, Angel
    Martinez-Cava, Alejandro
    Courel-Ibanez, Javier
    [J]. JOURNAL OF CLINICAL MEDICINE, 2021, 10 (22)
  • [32] Persistent COVID-19-associated neurocognitive symptoms in non-hospitalized patients
    Joanna Hellmuth
    T. Allen Barnett
    Breton M. Asken
    J. Daniel Kelly
    Leonel Torres
    Melanie L. Stephens
    Bryan Greenhouse
    Jeffrey N. Martin
    Felicia C. Chow
    Steven G. Deeks
    Meredith Greene
    Bruce L. Miller
    Wesley Annan
    Timothy J. Henrich
    Michael J. Peluso
    [J]. Journal of NeuroVirology, 2021, 27 : 191 - 195
  • [33] Does COVID-19 Affect the Exercise Capacity of Non-hospitalized Patients?
    Mazzucco, Guillermo A.
    Torres-Castro, Rodrigo
    Intelangelo, Leonardo
    Vila Ortiz, Belen
    Lista-Paz, Ana
    [J]. CUREUS JOURNAL OF MEDICAL SCIENCE, 2021, 13 (09)
  • [34] Fatigue after COVID-19 in non-hospitalized patients according to sex
    Mazurkiewicz, Iwona
    Chatys-Bogacka, Zaneta
    Slowik, Joanna
    Klich-Raczka, Alicja
    Fedyk-Lukasik, Malgorzata
    Slowik, Agnieszka
    Wnuk, Marcin
    Drabik, Leszek
    [J]. BRAIN AND BEHAVIOR, 2023, 13 (02):
  • [35] Letter on the article "Long-COVID: Cognitive deficits (brain fog) and brain lesions in non-hospitalized patients"
    Mungmunpuntipantip, Rujittika
    Wiwanitkit, Viroj
    [J]. PRESSE MEDICALE, 2022, 51 (02):
  • [36] FLUPHENAZINE IN LONG-TERM TREATMENT OF NON-HOSPITALIZED PSYCHIATRIC-PATIENTS
    MORROW, LE
    [J]. AMERICAN JOURNAL OF PSYCHIATRY, 1964, 120 (10): : 1008 - &
  • [37] Prevalence, predictors, and patient-reported outcomes of long COVID in hospitalized and non-hospitalized patients from the city of São Paulo, Brazil
    Malheiro, Daniel Tavares
    Bernardez-Pereira, Sabrina
    Parreira, Kaue Capellato Junqueira
    Pagliuso, Joao Gabriel Dias
    Gomes, Emerson de Paula
    Escobosa, Daisa de Mesquita
    de Araujo, Carolina Ivo
    Pimenta, Beatriz Silva
    Lin, Vivian
    de Almeida, Silvana Maria
    Tuma, Paula
    Laselva, Claudia Regina
    Cendoroglo Neto, Miguel
    Klajner, Sidney
    Teich, Vanessa Damazio
    Kobayashi, Takaaki
    Edmond, Michael B.
    Marra, Alexandre R.
    [J]. FRONTIERS IN PUBLIC HEALTH, 2024, 11
  • [38] Persistent, new-onset symptoms and mental health complaints in Long COVID in a Brazilian cohort of non-hospitalized patients
    Titze-de-Almeida, Ricardo
    da Cunha, Thaylise Ramalho
    dos Santos Silva, Leticia Dias
    Ferreira, Clarisse Santos
    Silva, Caroline Pena
    Ribeiro, Adriana Pinheiro
    de Castro Moreira Santos Junior, Agenor
    de Paula Brandao, Pedro Renato
    Silva, Andrezza Paula Brito
    da Rocha, Marcia Cristina Oliveira
    Xavier, Mary-Ann Elvina
    Titze-de-Almeida, Simoneide Souza
    Shimizu, Helena Eri
    Delgado-Rodrigues, Raimundo Nonato
    [J]. BMC INFECTIOUS DISEASES, 2022, 22 (01)
  • [39] Persistent, new-onset symptoms and mental health complaints in Long COVID in a Brazilian cohort of non-hospitalized patients
    Ricardo Titze-de-Almeida
    Thaylise Ramalho da Cunha
    Letícia Dias dos Santos Silva
    Clarisse Santos Ferreira
    Caroline Pena Silva
    Adriana Pinheiro Ribeiro
    Agenor de Castro Moreira Santos Júnior
    Pedro Renato de Paula Brandão
    Andrezza Paula Brito Silva
    Márcia Cristina Oliveira da Rocha
    Mary-Ann Elvina Xavier
    Simoneide Souza Titze-de-Almeida
    Helena Eri Shimizu
    Raimundo Nonato Delgado-Rodrigues
    [J]. BMC Infectious Diseases, 22
  • [40] Neurologic manifestations of Long COVID in Colombia: a comparative analysis of post-hospitalization vs. non-hospitalized patients
    Hurtado, Carolina
    Rojas-Gualdron, Diego Fernando
    Perez Giraldo, Gina S.
    Villegas Arbelaez, Esteban
    Mantilla, Salvador Ernesto Medina
    Campuzano-Sierra, Mariana
    Ospina-Patino, Santiago
    Arroyave-Bustamante, Mariana
    Uribe-Vizcarra, Valeria
    Restrepo-Arbelaez, Daniel
    Cardona, Paul
    Llano-Piedrahita, Julian
    Vasquez-Builes, Santiago
    Agudelo-Quintero, Esteban
    Velez-Arroyave, Juliana
    Menges, Sebastian
    Jimenez, Millenia
    Miller, Janet
    Quique, Yina M.
    Koralnik, Igor J.
    [J]. FRONTIERS IN HUMAN NEUROSCIENCE, 2024, 18