Identification of immune subtypes associated with neutrophils in tuberculosis infection based on weighted gene co-expression network analysis

被引:0
作者
Zhou, Yingying [1 ]
Zhang, Yanli [2 ]
Li, Li [1 ]
机构
[1] Daqing Oilfield Gen Hosp, Resp Med, 9 Zhongkang St, Daqing 163000, Heilongjiang, Peoples R China
[2] Da Qing Long Nan Hosp, Daqing 163000, Peoples R China
关键词
WGCNA; Tuberculosis; Infection; Neutrophils; Immune subtype;
D O I
10.1016/j.diagmicrobio.2024.116322
中图分类号
R51 [传染病];
学科分类号
100401 ;
摘要
Tuberculosis (TB) is caused by Mycobacterium tuberculosis and is a major global health concern. Neutrophils play a significant role in TB infection and patient outcomes. This study aimed to identify gene modules associated with neutrophil infiltration in TB samples using WGCNA. Gene ontology and enrichment analyses were performed, and a random forest model was constructed to identify differentially expressed genes. K-means clustering was used to classify samples into subtypes, and immune-related scores, PD-L1 expression, HLA expression, and gene enrichment analysis were evaluated. The blue module showed significant correlation with neutrophils and enrichment in immune-related processes. The model exhibited good classification performance, and subtype 1 demonstrated higher immune-related scores, PD-L1 expression, HLA class I molecule expression, and immunerelated pathway enrichment. These findings enhance our understanding of TB pathogenesis and provide potential targets for diagnosis and treatment strategies.
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页数:8
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共 34 条
  • [1] Disruption of innate defense responses by endoglycosidase HPSE promotes cell survival
    Agelidis, Alex
    Turturice, Benjamin A.
    Suryawanshi, Rahul K.
    Yadavalli, Tejabhiram
    Jaishankar, Dinesh
    Ames, Joshua
    Hopkins, James
    Koujah, Lulia
    Patil, Chandrashekhar D.
    Hadigal, Satvik R.
    Kyzar, Evan J.
    Campeau, Anaamika
    Wozniak, Jacob M.
    Gonzalez, David J.
    Vlodavsky, Israel
    Li, Jin-ping
    Perkins, David L.
    Finn, Patricia W.
    Shukla, Deepak
    [J]. JCI INSIGHT, 2021, 6 (07)
  • [2] Hypervirulent Mycobacterium tuberculosis strain triggers necrotic lung pathology associated with enhanced recruitment of neutrophils in resistant C57BL/6 mice
    Almeida, Fabricio M.
    Ventura, Thatiana L. B.
    Amaral, Eduardo P.
    Ribeiro, Simone C. M.
    Calixto, Sanderson D.
    Manhaes, Marcelle R.
    Rezende, Andreza L.
    Souzal, Giliane S.
    de Carvalho, Igor S.
    Silva, Elisangela C.
    da Silva, Juliana Azevedo
    Carvalho, Eulogio C. Q.
    Kritski, Afranio L.
    Lasunskaia, Elena B.
    [J]. PLOS ONE, 2017, 12 (03):
  • [3] Random forests
    Breiman, L
    [J]. MACHINE LEARNING, 2001, 45 (01) : 5 - 32
  • [4] Neutrophils and NETs in modulating acute and chronic inflammation
    Castanheira, Fernanda V. S.
    Kubes, Paul
    [J]. BLOOD, 2019, 133 (20) : 2178 - 2185
  • [5] The WHO Global Tuberculosis 2021 Report - not so good news and turning the tide back to End TB
    Chakaya, Jeremiah
    Petersen, Eskild
    Nantanda, Rebecca
    Mungai, Brenda N.
    Migliori, Giovanni Battista
    Amanullah, Farhana
    Lungu, Patrick
    Ntoumi, Francine
    Kumarasamy, Nagalingeswaran
    Maeurer, Markus
    Zumla, Alimuddin
    [J]. INTERNATIONAL JOURNAL OF INFECTIOUS DISEASES, 2022, 124 : S26 - S29
  • [6] What We Know About Tuberculosis Transmission: An Overview
    Churchyard, Gavin
    Kim, Peter
    Shah, N. Sarita
    Rustomjee, Roxana
    Gandhi, Neel
    Mathema, Barun
    Dowdy, David
    Kasmar, Anne
    Cardenas, Vicky
    [J]. JOURNAL OF INFECTIOUS DISEASES, 2017, 216 : S629 - S635
  • [7] Dormer Anton, 2005, In Silico Biol, V5, P323
  • [8] Neutrophils Are the Predominant Infected Phagocytic Cells in the Airways of Patients With Active Pulmonary TB
    Eum, Seok-Yong
    Kong, Ji-Hye
    Hong, Min-Sun
    Lee, Ye-Jin
    Kim, Jin-Hee
    Hwang, Soo-Hee
    Cho, Sang-Nae
    Via, Laura E.
    Barry, Clifton E., III
    [J]. CHEST, 2010, 137 (01) : 122 - 128
  • [9] Gong Xutong, 2022, Mol Cancer Res, V20, P1272, DOI 10.1158/1541-7786.MCR-21-0886
  • [10] S100A8/A9 Proteins Mediate Neutrophilic Inflammation and Lung Pathology during Tuberculosis
    Gopal, Radha
    Monin, Leticia
    Torres, Diana
    Slight, Samantha
    Mehra, Smriti
    McKenna, Kyle C.
    Junecko, Beth A. Fallert
    Reinhart, Todd A.
    Kolls, Jay
    Baez-Saldana, Renata
    Cruz-Lagunas, Alfredo
    Rodriguez-Reyna, Tatiana S.
    Kumar, Nathella Pavan
    Tessier, Phillipe
    Roth, Johannes
    Selman, Moises
    Becerril-Villanueva, Enrique
    Baquera-Heredia, Javier
    Cumming, Bridgette
    Kasprowicz, Victoria O.
    Steyn, Adrie J. C.
    Babu, Subash
    Kaushal, Deepak
    Zuniga, Joaquin
    Vogl, Thomas
    Rangel-Moreno, Javier
    Khader, Shabaana A.
    [J]. AMERICAN JOURNAL OF RESPIRATORY AND CRITICAL CARE MEDICINE, 2013, 188 (09) : 1137 - 1146