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How does Long COVID develop? New piece of the puzzle found

Big data study finds link to molecular cell state of immune cells

How Long COVID develops is still largely unknown. New molecular connections are revealed in a recent study led by the Centre for Individualised Infection Medicine (CiiM). Using their approach of examining different molecular levels within individual cells, the researchers identified a specific condition in immune cells that was directly associated with elevated inflammation markers, fatigue, and respiratory problems in patients with Long COVID. The study was published in the journal Nature Immunology. The CiiM is a joint institution of the Helmholtz Centre for Infection Research (HZI) and Hannover Medical School (MHH).

After infection with the SARS-CoV-2 virus, up to ten percent of those affected in Germany develop Long COVID. The symptoms associated with it, such as fatigue, concentration problems, respiratory issues, or neurological problems, can last for months or years. Furthermore, the clinical picture can differ from person to person. “Long COVID is an extremely complex disease with various manifestations,” says Prof. Yang Li, head of the “Computational Biology for Individualised Medicine” department and director of CiiM. “How and to what extent Long COVID develops is still largely unknown. Figuratively speaking, we are unfortunately only looking at an extremely incomplete puzzle.”

The research team led by study director Yang Li, together with the teams of Prof. Thomas Illig (MHH) and Prof. Jie Sun (University of Virginia, USA), as well as other cooperation partners, set out to find further pieces of the puzzle that could help uncover the disease-causing mechanisms behind Long COVID. To this end, the researchers took a closer look at immune cells from patients with Long COVID in their study. The samples came from MHH's central biobank. "We examined the cells using a so-called single-cell multiomics approach. This allowed us to record the molecules’ status within a cell and gain insights into its cellular relationships," explains Dr Saumya Kumar, CiiM scientist and first author of the study. The researchers also determined the content of pro-inflammatory messenger substances, known as cytokines, in blood plasma. “The central and innovative approach of our study is to classify patient data according to the severity of the original COVID-19 disease,” says Yang Li. “This approach allowed us to capture the associated molecular differences in immune response across patients. Only in this way, clear molecular characteristics underlying the chronic symptoms of Long COVID could be identified.”

How does the molecular setting in immune cells change over the course of Long COVID? Are there clear molecular markers associated with the severity of fatigue or respiratory symptoms? Researchers investigated these and other questions in their big data study. And what then came into focus for the researchers from this extensive treasure trove of data was a specific molecular state of so-called CD14+ monocytes. These immune cells belong to the white blood cells and are an important part of the immune defense. “With the help of single-cell analysis, we were able to zoom in on these cells. This revealed that monocytes with a specific molecular state (i.e. molecular profile), which we called “LC-Mo”, were particularly prevalent in Long COVID patients who had previously experienced mild to moderate COVID-19 disease,” says Saumya Kumar. “In addition, LC-Mo correlated with the severity of fatigue and respiratory symptoms and was associated with elevated cytokine levels in blood plasma, which are an indicator of inflammatory processes in the body.”

With LC-Mo, the researchers have thus found an important new piece of the puzzle. “Its exact place in the pathogenesis of Long COVID has yet to be determined, but it offers exciting starting points for further studies, for example, with regard to genetic risk factors or individualised medicine,” says Yang Li. "If we can gain a better understanding of the background to the development of Long COVID, it will also help us to better understand the development of possible late or long-term consequences of other infectious diseases."

The research was funded by an ERC Starting Grant (ModVaccine), the COVID-19 Research Network of Lower Saxony (COFONI) and the Lower Saxony Centre for AI & Causal Methods in Medicine (CAIMed), both with funds from the Lower Saxony Ministry of Science and Culture (MWK), as well as the Federal Ministry of Research, Technology and Space (BMFTR).

Text: Nicole Silbermann

Original publication

Saumya Kumar, Chaofan Li, Liang Zhou, Qiuyao Zhan, Ahmed Alaswad, Sonja Volland, Bibiana Costa, Simon Alexander Krooss, Isabel Klefenz, Hagen Schmaus, Antonia Zeuzem, Dorothee von Witzendorff, Helena Lickei, Lea Pueschel, Anke R. M. Kraft, Markus Cornberg, Andreas Rembert Koczulla, Isabell Pink, Marius M. Hoeper, Cheng-Jian Xu, Susanne Häussler, Miriam Wiestler, Mihai G. Netea, Thomas Illig, Jie Sun & Yang Li: A distinct monocyte transcriptional state links systemic immune dysregulation to pulmonary impairment in long COVID. Nature Immunology (2026); DOI: 10.1038/s41590-025-02387-1

Further article on Long COVID and this publication

Antar, A.A.R., Pasetes, E.C., Brennon, K.M.Z. et al.: Immunologically distinct long COVID after mild acute disease. Nature Immunology (2026); DOI: 10.1038/s41590-025-02399-x