Identifying molecular signatures underpinning treatment responses to novel therapeutics influencing COVID-19 outcomes

J Jodie Ackland (Clinical and Experimental Sciences, Faculty of Medicine, University of Southampton , Southampton,) V Victor Barozi (Clinical and Experimental Sciences, Faculty of Medicine, University of Southampton , Southampton,) R Rebekah Penrice-Randal (Department of Infection Biology and Microbiomes, Institute of Infection, Veterinary and Ecological Sciences, University of Liverpool) C Catherine Hartley (Institute of Infection, Veterinary and Ecological Sciences, University of Liverpool , Liverpool,) J Julian A Hiscox (Institute of Infection, Veterinary and Ecological Sciences, University of Liverpool , Liverpool,) M Mahesan Niranjan D Diana Baralle A Andres Vallejo Pulido (Clinical and Experimental Sciences, Faculty of Medicine, University of Southampton , Southampton,) T Tom Wilkinson (School of Chemical, Materials and Biological Engineering, University of Sheffield) R Rupert Dixon C Clive Page (Institute of Pharmaceutical Science, King’s College London , London,) M Miles Carroll G Gareth Griffiths (3University of Southampton and University Hospital Southampton NHS Foundation Trust, Cancer Research UK Southampton Clinical Trials Unit, Southampton, United Kingdom) L Ling-Pei Ho A Anthony De Soyza (Population and Health Sciences Institute, NIHR Biomedical Research Centre for Aging, Newcastle University, Newcastle upon Tyne, United Kingdom) T Timothy Felton K Keir E Lewis K Karen Phekoo J James D Chalmers A Anthony Gordon L Lorcan McGarvey J Jillian Doherty R Robert C Read M Manu Shankar-Hari N Nuria Martinez-Alier M Michael O’Kelly G Graeme Duncan R Roelize Walles J James Sykes C Charlotte Summers D Dave Singh

Abstract

Abstract COVID-19 continues to present ongoing global health challenges driven by diverse immune responses and heterogeneous clinical outcomes. The ACCORD trial evaluated 3 investigational treatments—bemcentinib, tozorakimab, and zilucoplan—in patients hospitalized with COVID-19, each of which has demonstrated clinical efficacy. To better understand their molecular mechanisms, we conducted a mechanistic follow-up study, integrating transcriptomic and clinical data from 65 patients and applying cellular deconvolution, differential expression, coexpression, and pathway enrichment analyses to uncover treatment-specific immune responses. Each therapy induced transcriptional shifts and modulated distinct immune pathways implicated in severe disease. Bemcentinib primarily modulated myeloid cell populations and inflammatory signalling; zilucoplan enhanced B-cell signalling and lymphocyte-associated pathways; and tozorakimab exerted broad immune and cellular responses across immune cell types. Co-expression analysis revealed gene networks associated with clinical improvement, each driven by distinct treatment-specific hub genes, indicating diverse regulatory mechanisms across treatments. Improved outcomes correlated with gene expression shifts in 4 key immunological pathways: B-cell signalling, antiviral defense, innate inflammation, and platelet/coagulation activity. In contrast, nonresponders had persistent dysregulation of 1 or more of these gene signatures. Our findings define molecular signatures of treatment response and failure in COVID-19, providing mechanistic insight into how distinct therapies modulate the immune system. These insights support the need for adaptive precision medicine approaches tailored to individual, evolving immune trajectories. Moreover, the immunological mechanisms targeted by these repurposed immunomodulatory therapies may inform treatment strategies across a broader spectrum of immune-mediated diseases beyond COVID-19.

Article Details

Volume / Issue Vol. 215, Issue 8
Published August 04, 2026
ISSN 0022-1767
Publisher American Association of Immunologists

Authors (31)

J

Jodie Ackland

Clinical and Experimental Sciences, Faculty of Medicine, University of Southampton , Southampton,

V

Victor Barozi

Clinical and Experimental Sciences, Faculty of Medicine, University of Southampton , Southampton,

R

Rebekah Penrice-Randal

Department of Infection Biology and Microbiomes, Institute of Infection, Veterinary and Ecological Sciences, University of Liverpool

C

Catherine Hartley

Institute of Infection, Veterinary and Ecological Sciences, University of Liverpool , Liverpool,

J

Julian A Hiscox

Institute of Infection, Veterinary and Ecological Sciences, University of Liverpool , Liverpool,

M

Mahesan Niranjan

D

Diana Baralle

A

Andres Vallejo Pulido

Clinical and Experimental Sciences, Faculty of Medicine, University of Southampton , Southampton,

T

Tom Wilkinson

School of Chemical, Materials and Biological Engineering, University of Sheffield

R

Rupert Dixon

C

Clive Page

Institute of Pharmaceutical Science, King’s College London , London,

M

Miles Carroll

G

Gareth Griffiths

3University of Southampton and University Hospital Southampton NHS Foundation Trust, Cancer Research UK Southampton Clinical Trials Unit, Southampton, United Kingdom

L

Ling-Pei Ho

A

Anthony De Soyza

Population and Health Sciences Institute, NIHR Biomedical Research Centre for Aging, Newcastle University, Newcastle upon Tyne, United Kingdom

T

Timothy Felton

K

Keir E Lewis

K

Karen Phekoo

J

James D Chalmers

A

Anthony Gordon

L

Lorcan McGarvey

J

Jillian Doherty

R

Robert C Read

M

Manu Shankar-Hari

N

Nuria Martinez-Alier

M

Michael O’Kelly

G

Graeme Duncan

R

Roelize Walles

J

James Sykes

C

Charlotte Summers

D

Dave Singh