Longitudinal trajectories of pneumonia lesions and lymphocyte counts associated with disease severity among convalescent COVID-19 patients: a group-based multi-trajectory analysis

被引:4
|
作者
Shi, Nannan [1 ]
Huang, Chao [2 ,3 ]
Zhang, Qi [2 ,3 ,4 ,5 ]
Shi, Chunzi [1 ]
Liu, Fengjun [1 ]
Song, Fengxiang [1 ]
Hou, Qinguo [1 ]
Shen, Jie [1 ]
Shan, Fei [1 ]
Su, Xiaoming [3 ]
Liu, Cheng [2 ,3 ]
Zhang, Zhiyong [6 ]
Shi, Lei [2 ,3 ]
Shi, Yuxin [1 ]
机构
[1] Fudan Univ, Shanghai Publ Hlth Clin Ctr, Dept Radiol, Shanghai 201508, Peoples R China
[2] Shanghai Key Lab Artificial Intelligence Med Imag, Shanghai 200051, Peoples R China
[3] Inst Healthcare Res, Shanghai, Peoples R China
[4] Shanghai Univ, Shanghai Inst Adv Commun & Data Sci, Shanghai, Peoples R China
[5] Shanghai Univ, Sch Commun & Informat Engn, Shanghai, Peoples R China
[6] Fudan Univ, Shanghai, Peoples R China
关键词
COVID-19; Group-based multi-trajectory modelling; Clinical course; Pneumonia; Lymphocyte; FEATURES;
D O I
10.1186/s12890-021-01592-6
中图分类号
R56 [呼吸系及胸部疾病];
学科分类号
摘要
BackgroundTo explore the long-term trajectories considering pneumonia volumes and lymphocyte counts with individual data in COVID-19.MethodsA cohort of 257 convalescent COVID-19 patients (131 male and 126 females) were included. Group-based multi-trajectory modelling was applied to identify different trajectories in terms of pneumonia lesion percentage and lymphocyte counts covering the time from onset to post-discharge follow-ups. We studied the basic characteristics and disease severity associated with the trajectories.ResultsWe characterised four distinct trajectory subgroups. (1) Group 1 (13.9%), pneumonia increased until a peak lesion percentage of 1.9% (IQR 0.7-4.4) before absorption. The slightly decreased lymphocyte rapidly recovered to the top half of the normal range. (2) Group 2 (44.7%), the peak lesion percentage was 7.2% (IQR 3.2-12.7). The abnormal lymphocyte count restored to normal soon. (3) Group 3 (26.0%), the peak lesion percentage reached 14.2% (IQR 8.5-19.8). The lymphocytes continuously dropped to 0.75x10(9)/L after one day post-onset before slowly recovering. (4) Group 4 (15.4%), the peak lesion percentage reached 41.4% (IQR 34.8-47.9), much higher than other groups. Lymphopenia was aggravated until the lymphocytes declined to 0.80x10(9)/L on the fourth day and slowly recovered later. Patients in the higher order groups were older and more likely to have hypertension and diabetes (all P values<0.05), and have more severe disease.ConclusionsOur findings provide new insights to understand the heterogeneous natural courses of COVID-19 patients and the associations of distinct trajectories with disease severity, which is essential to improve the early risk assessment, patient monitoring, and follow-up schedule.
引用
收藏
页数:8
相关论文
共 50 条
  • [21] Clinical and CT scan findings in patients with COVID-19 pneumonia: a comparison based on disease severity
    Hesam-Shariati, Sonia
    Mohammadi, Susan
    Abouzaripour, Morteza
    Mohsenpour, Behzad
    Zareie, Bushra
    Sheikholeslomzadeh, Hana
    Rajabi, Fahimeh
    Shariati, Mohammad Bakhtiar Hesam
    EGYPTIAN JOURNAL OF BRONCHOLOGY, 2022, 16 (01)
  • [22] Factors associated with disease severity and mortality among patients with COVID-19: A systematic review and meta-analysis
    Chidambaram, Vignesh
    Tun, Nyan Lynn
    Haque, Waqas Z.
    Majella, Marie Gilbert
    Sivakumar, Ranjith Kumar
    Kumar, Amudha
    Hsu, Angela Ting-Wei
    Ishak, Izza A.
    Nur, Aqsha A.
    Ayeh, Samuel K.
    Salia, Emmanuella L.
    Zil-E-Ali, Ahsan
    Saeed, Muhammad A.
    Sarena, Ayu P. B.
    Seth, Bhavna
    Ahmadzada, Muzzammil
    Haque, Eman F.
    Neupane, Pranita
    Wang, Kuang-Heng
    Pu, Tzu-Miao
    Ali, Syed M. H.
    Arshad, Muhammad A.
    Wang, Lin
    Baksh, Sheriza
    Karakousis, Petros C.
    Galiatsatos, Panagis
    PLOS ONE, 2020, 15 (11):
  • [23] Obesity is associated with increased severity of disease in COVID-19 pneumonia: a systematic review and meta-analysis
    Yanan Chu
    Jinxiu Yang
    Jiaran Shi
    Pingping Zhang
    Xingxiang Wang
    European Journal of Medical Research, 25
  • [24] Obesity is associated with increased severity of disease in COVID-19 pneumonia: a systematic review and meta-analysis
    Chu, Yanan
    Yang, Jinxiu
    Shi, Jiaran
    Zhang, Pingping
    Wang, Xingxiang
    EUROPEAN JOURNAL OF MEDICAL RESEARCH, 2020, 25 (01)
  • [25] Proteomic analysis identifies a signature of disease severity in the plasma of COVID-19 pneumonia patients associated to neutrophil, platelet and complement activation
    Ciccosanti, Fabiola
    Antonioli, Manuela
    Sacchi, Alessandra
    Notari, Stefania
    Farina, Anna
    Beccacece, Alessia
    Fusto, Marisa
    Vergori, Alessandra
    D'Offizi, Gianpiero
    Taglietti, Fabrizio
    Antinori, Andrea
    Nicastri, Emanuele
    Marchioni, Luisa
    Palmieri, Fabrizio
    Ippolito, Giuseppe
    Piacentini, Mauro
    Agrati, Chiara
    Fimia, Gian Maria
    CLINICAL PROTEOMICS, 2022, 19 (01)
  • [26] Proteomic analysis identifies a signature of disease severity in the plasma of COVID-19 pneumonia patients associated to neutrophil, platelet and complement activation
    Fabiola Ciccosanti
    Manuela Antonioli
    Alessandra Sacchi
    Stefania Notari
    Anna Farina
    Alessia Beccacece
    Marisa Fusto
    Alessandra Vergori
    Gianpiero D’Offizi
    Fabrizio Taglietti
    Andrea Antinori
    Emanuele Nicastri
    Luisa Marchioni
    Fabrizio Palmieri
    Giuseppe Ippolito
    Mauro Piacentini
    Chiara Agrati
    Gian Maria Fimia
    Clinical Proteomics, 2022, 19
  • [27] Matrix metalloproteinases are associated with severity of disease among COVID-19 patients: A possible pharmacological target
    Cavalcante, Gisele Lopes
    Bonifacio, Livia Pimenta
    Sanches-lopes, Jessica Maria
    Puga, Fernanda Guioti
    de Carvalho, Felipe Santos
    Bellissimo-Rodrigues, Fernando
    Tanus-Santos, Jose Eduardo
    BASIC & CLINICAL PHARMACOLOGY & TOXICOLOGY, 2024, 134 (05) : 727 - 736
  • [28] Comparisons of the immunological landscape of COVID-19 patients based on sex and disease severity by multi-omics analysis
    Zhang, Tianfang
    Abdelrahman, Zeinab
    Liu, Qian
    Wang, Xiaosheng
    Chen, Zuobing
    CHEMICO-BIOLOGICAL INTERACTIONS, 2022, 352
  • [29] Clinical Disease Characteristics and Treatment Trajectories Associated with Mortality among COVID-19 Patients in Punjab, Pakistan
    Munir, Muhammad Zeeshan
    Khan, Amer Hayat
    Khan, Tahir Mehmood
    HEALTHCARE, 2023, 11 (08)
  • [30] Loneliness during the last phase of the COVID-19 pandemic in Spain: A longitudinal study of group-based trajectories, risk factors, and consequences in mental health
    Domenech-Abella, Joan
    Gabarrell-Pascuet, Aina
    Garcia-Mieres, Helena
    Mortier, Philippe
    Felez-Nobrega, Mireia
    Cristobal-Narvaez, Paula
    Vilagut, Gemma
    Olaya, Beatriz
    Alonso, Jordi
    Haro, Josep Maria
    PSYCHIATRY RESEARCH, 2023, 326