Comprehensive Immunophenotyping of Monocytes and Dendritic Cells Suggests Distinct Pathophysiology in Chronic Fatigue Syndrome and Long COVID

Abstract:

Myalgic encephalomyelitis/chronic fatigue syndrome (ME/CFS) and long Coronavirus Disease 2019 (long COVID) are complex chronic conditions that often follow infectious triggers with overlapping clinical features but poorly defined pathophysiological relationships. This study aimed to identify disease-specific immune signatures through multiparameter immunophenotyping of monocytes, dendritic cells, and T cell subsets.

A total of 207 participants were included (ME/CFS: n = 103; long COVID: n = 63; healthy controls: n = 41). Peripheral blood mononuclear cells were analyzed using multiparameter flow cytometry. Statistical analyses included non-parametric testing, age-adjusted Analysis of covariance (ANCOVA), correlation network analysis, and principal component analysis (PCA).

Long COVID was characterized by increased M2-like monocyte polarization, elevated CD80 expression across monocyte subsets, expansion of dendritic cells, and reduced expression of activation markers, indicating persistent immune activation with features of immune exhaustion.

In contrast, ME/CFS exhibited reduced costimulatory molecule expression, impaired C-C chemokine receptor type 7 (CCR7)-mediated immune cell trafficking, and less coordinated activation patterns, consistent with a state of immune suppression. Correlation network analysis revealed more extensive and integrated immune interactions in long COVID, while PCA identified distinct immunophenotypic components and enabled moderate discrimination between the two conditions.

These findings demonstrate that ME/CFS and long COVID are characterized by distinct immune profiles, supporting the concept of divergent immunopathological mechanisms. The identified signatures may contribute to biomarker development and guide targeted therapeutic approaches.

Source: Petrov S, Bozhkova M, Ivanovska M, Kalfova T, Dudova D, Todorova Y, Dimitrova R, Murdjeva M, Taskov H, Nikolova M, Maes M. Comprehensive Immunophenotyping of Monocytes and Dendritic Cells Suggests Distinct Pathophysiology in Chronic Fatigue Syndrome and Long COVID. Int J Mol Sci. 2026 May 17;27(10):4488. doi: 10.3390/ijms27104488. PMID: 42196466; PMCID: PMC13206834. https://pmc.ncbi.nlm.nih.gov/articles/PMC13206834/ (Full text)

Toward a Molecular Reclassification of Myalgic Encephalomyelitis/Chronic Fatigue Syndrome: Integrating Multi-Omics, Machine Learning, and Precision Medicine

Abstract:

Myalgic Encephalomyelitis/Chronic Fatigue Syndrome (ME/CFS) is a complex, multi-system disease characterized by a multitude of symptoms across various organ systems. Diagnosis has relied heavily on heterogeneous clinical symptom presentation and evolving case definitions, with treatment focused on addressing presenting symptoms due to the paucity of validated biomarkers. Meanwhile, advances have been made in understanding the underlying pathophysiology through strong epidemiologic, clinical, and basic science studies. This narrative review synthesizes recent advances that are likely to drive a shift in understanding from symptom-based classification toward a molecularly defined understanding of the disease.

This shift in understanding will likely provide the foundation for future research efforts focused on targeting diagnosis and treatment more effectively. Specifically, we reference the identification of rare genetic risk variants through the HEAL2 deep learning framework, the large-scale DecodeME genome-wide association study, and dynamic epigenetic markers of disease state.

In addition, the findings revealed the downstream consequences of this genetic and epigenetic priming: chronic innate immune activation, CD8+ T cell exhaustion characterized by upregulation of the exhaustion-driving transcription factors Thymocyte Selection-Associated HMG Box (TOX) and Eomesodermin (EOMES), and a cellular energy crisis centered on mitochondrial dysfunction. Furthermore, results of recent studies have revealed sex-specific transcriptomic and proteomic signatures of maladaptive recovery.

We also highlight the role of machine learning and artificial intelligence integrations in translating high-dimensional multi-omics data into actionable biological insights, including the identification of monocyte subsets via Positive Unlabeled Learning, circulating cell-free RNA diagnostic signatures, and integrated multi-modal disease models such as BioMapAI.

The combination of these findings, which highlight multiple identifiable mechanisms of molecular activity, support the feasibility of molecular subtyping, precision diagnostics, and targeted therapeutic strategies for ME/CFS.

Source: Frank J, Nesterovitch N, Movva C, Klimas NG, Nathanson L. Toward a Molecular Reclassification of Myalgic Encephalomyelitis/Chronic Fatigue Syndrome: Integrating Multi-Omics, Machine Learning, and Precision Medicine. Int J Mol Sci. 2026 May 15;27(10):4436. doi: 10.3390/ijms27104436. PMID: 42196410; PMCID: PMC13207433. https://pmc.ncbi.nlm.nih.gov/articles/PMC13207433/ (Full text)

Human Endogenous Retroviruses in Myalgic Encephalomyelitis/Chronic Fatigue Syndrome: Emerging Roles in Pathogenesis, Immunity, Biomarkers and Therapeutics

Abstract:

Human endogenous retroviruses (HERVs) are potential driving forces of the pathophysiology of Myalgic encephalomyelitis/chronic fatigue syndrome (ME/CFS), linking post-infectious immune dysfunction to chronic inflammation and immune and neurocognitive dysfunction that are hallmark features of ME/CFS.

Accumulating evidence from related autoimmune diseases and cancers has shown that reactivated HERVs can contribute to disease pathogenesis by amplifying immune activation through viral protein-mediated innate sensing, long terminal repeat (LTR)-driven transcription, and disrupting epigenetic silencing. HERV signatures are therefore promising biomarkers for diagnosis, patient stratification for drug-repurposing trials, and therapy monitoring.

Accumulating evidence suggests a possible correlation between HERV expression and ME/CFS symptom severity, alterations in immune phenotypes, function and inflammatory gene networks. Importantly, locus-specific HERV profiling is a promising approach for distinguishing ME/CFS from overlapping or co-morbid conditions and healthy controls. Furthermore, HERV-targeted antibodies, immune modulators, epigenetic and antiviral interventions offer promise as concomitant therapeutic strategies for ME/CFS.

Additional research incorporating viromics and other-omics validation, functional assays, and HERV-stratified clinical trials is now needed to realise this potential and to transform ME/CFS from a symptom-based syndrome into a mechanism-driven, treatable condition.

Source: Perera KD, Oltra E, Carding SR. Human Endogenous Retroviruses in Myalgic Encephalomyelitis/Chronic Fatigue Syndrome: Emerging Roles in Pathogenesis, Immunity, Biomarkers and Therapeutics. Int J Mol Sci. 2026 May 12;27(10):4309. doi: 10.3390/ijms27104309. PMID: 42196290; PMCID: PMC13207908. https://pmc.ncbi.nlm.nih.gov/articles/PMC13207908/ (Full text)

Shared genetic risk between functional somatic syndromes, internalizing disorders, and immune-mediated diseases: a twin-sibling study

Abstract:

Functional somatic syndromes frequently co-occur with internalizing disorders such as anxiety disorders and major depressive disorder. Both show familial associations with immune-mediated diseases. Here, we estimate genetic and environmental contributions to functional somatic syndromes and their overlap with immune-mediated diseases, with internalizing disorders included for comparison.

The study sample consisted of 6,097,372 Swedish twins, full siblings, and half-siblings born between 1945 and 2003. From nationwide registers covering inpatient, outpatient and primary care, we extracted ICD diagnoses of myalgic encephalomyelitis/chronic fatigue syndrome (ME/CFS), fibromyalgia (FM), irritable bowel syndrome (IBS), major depression, anxiety disorders, and immune-mediated diseases (consisting of autoimmune and autoinflammatory diseases).

We used bivariate twin-sibling structural equation modeling to estimate genetic and environmental correlations. We found that the heritability of functional somatic syndromes and internalizing disorders ranged from 15 to 44%, with the unique environment explaining 49-84% of the variance. We estimated the heritability of immune-mediated diseases at 37% (95% CI 36-38%), with a unique environmental component of 63% (95% CI 62-63%). Regarding the genetic correlations with immune-mediated diseases, fibromyalgia showed the strongest genetic correlation (rA = 0.52, 95% CI 0.45-0.63), IBS, ME/CFS, and major depression showed more modest genetic correlations (rA range 0.19-0.29), and anxiety disorders showed minimal genetic correlation (rA = 0.04, 95% CI 0.00-0.08).

In summary, fibromyalgia, and to a lesser degree other functional somatic syndromes and major depression, share genetic risk factors with immune-mediated diseases. These findings suggest that immune-related genetic risk factors contribute to the etiology of fibromyalgia and, to a lesser extent, other functional disorders and major depression.

Source: Steen OD, Ohlsson H, van Ockenburg SL, Kendler KS, Rosmalen JGM, Sundquist K, van Loo HM. Shared genetic risk between functional somatic syndromes, internalizing disorders, and immune-mediated diseases: a twin-sibling study. Brain Behav Immun. 2026 May 25:106837. doi: 10.1016/j.bbi.2026.106837. Epub ahead of print. PMID: 42190845. https://www.sciencedirect.com/science/article/pii/S0889159126005854 (Full text)

Deficient TRPM3-linked mitochondrial Ca2+ influx in natural killer cells associated with myalgic encephalomyelitis/chronic fatigue syndrome

Abstract:

Introduction: Myalgic encephalomyelitis/chronic fatigue syndrome (ME/CFS) is a multisystemic illness, commonly associated with dysregulation of the immune system including reduced cytotoxicity of natural killer (NK) cells and post-exertional neuroimmune exhaustion. Previously, transient receptor potential melastatin 3 (TRPM3) ion channel impairment associated with reduced Ca2+ mobilisation in NK cells from ME/CFS patients was reported. To further explore the pathomechanisms involved in ME/CFS, we investigated the downstream impact of TRPM3 ion channel dysfunction on mitochondrial Ca2+ mobilisation in NK cells.

Method: Fluorescence live-cell imaging was used to investigate Ca2+ mobilisation in NK cells of (N = 10) ME/CFS, classified using Canadian Consensus Criteria, and (N = 10) healthy control (HC) participants. Cytoplasmic and mitochondrial Ca2+ entry was determined using Fluo-8 AM and Rhod-2 AM Ca2+ indicators, respectively. The effect of TRPM3 modulation on Ca2+ mobilisation ex vivo, was examined using pregnenolone sulfate and ononetin to activate and inhibit the channel, respectively.

Results: Cytosolic Ca2+ influx amplitude and slope were significantly reduced (p < 0.001), with a significantly shorter T1/2 response (p = 0.001) in ME/CFS compared to HC. Ca2+ influx amplitude (p < 0.001) and slope (p < 0.041) into the mitochondria were significantly higher in ME/CFS compared to HC. TRPM3 activation triggered pronounced cytosolic response (P < 0.001) accompanied by mitochondrial Ca2+ increase in HC. TRPM3-dependent cytosolic and mitochondrial Ca2+ mobilisation (P < 0.015) were significantly reduced with a shorter T1/2 response (p < 0.02) in ME/CFS compared to HC.

Conclusion: The results demonstrate that altered TRPM3-mediated cytosolic Ca2+ influx may significantly impact Ca2+ mobilisation into the mitochondria of people with ME/CFS. Alterations that interfere with the optimal function of Ca2+ permeable channels may cumulatively impact downstream signalling, leading to detrimental cellular consequences. Collectively these findings provide an avenue for further studies on the physiological functions of TRPM3 ion channel and its role in ME/CFS.

Source: Magawa CT, Eaton-Fitch N, Muraki K, Marshall-Gradisnik S. Deficient TRPM3-linked mitochondrial Ca2+ influx in natural killer cells associated with myalgic encephalomyelitis/chronic fatigue syndrome. BMC Immunol. 2026 May 23. doi: 10.1186/s12865-026-00849-1. Epub ahead of print. PMID: 42177403. https://link.springer.com/article/10.1186/s12865-026-00849-1 (Full text)

Reframing ME/CFS: toward a unified mechanistic model of chronic post-infectious diseases

Abstract:

Background: Myalgic encephalomyelitis/chronic fatigue syndrome (ME/CFS) is a severe multisystem illness marked by post-exertional malaise (PEM), cognitive dysfunction, autonomic disturbance, and impaired physiological resilience. Historically, the absence of validated biomarkers, heterogeneous definitions, and limited investigative capacity have complicated mechanistic interpretation and contributed to the use of psychosocial and rehabilitative frameworks in clinical practice and in parts of the literature.

Main body: Advances in systems biology, accelerated by Long-COVID research, have transformed our understanding of post-infectious syndromes, implicating persistent immune dysregulation, mitochondrial and metabolic reprogramming, endothelial and microvascular dysfunction, abnormal coagulation, lipid-mediated signalling, extracellular vesicle communication, and viral protein-associated immune activation. This review charts the shift from early post-infectious observations through psychosocial dominance to contemporary biological frameworks, emphasising that pathology is state-dependent and revealed under physiological stress.

Conclusion: ME/CFS is thus reframed here as a disorder of impaired adaptive capacity within post-infectious disease biology.

Source: Watton P, Prusty BK. Reframing ME/CFS: toward a unified mechanistic model of chronic post-infectious diseases. J Transl Med. 2026 May 22. doi: 10.1186/s12967-026-08319-3. Epub ahead of print. PMID: 42174604. https://link.springer.com/article/10.1186/s12967-026-08319-3 (Full text available as PDF file)

Myalgic Encephalomyelitis/Chronic Fatigue Syndrome: Successful Therapeutic Plasma Exchange Treatment After SARS-CoV-2 Infection-A Case Report

Abstract:

Myalgic encephalomyelitis/chronic fatigue syndrome (ME/CFS) is a complex neuroimmunological disorder characterized by disabling symptoms that are often difficult to manage. More recently, in the context of SARS-CoV-2 infection, potential pathophysiological overlaps and disease modulation have been hypothesized. Our successful case highlights the need to investigate novel therapeutic approaches, including plasma exchange.

Source: Ciobanu G, Arn N. Myalgic Encephalomyelitis/Chronic Fatigue Syndrome: Successful Therapeutic Plasma Exchange Treatment After SARS-CoV-2 Infection-A Case Report. Clin Case Rep. 2026 May 17;14:e72725. doi: 10.1002/ccr3.72725. PMID: 42158223; PMCID: PMC13180788. https://pmc.ncbi.nlm.nih.gov/articles/PMC13180788/ (Full text)

Vascular inflammation in neuropsychiatric long COVID

Highlights:

  • Long COVID is characterized by endothelial dysfunction with dysregulated inflammatory and coagulation pathways.
  • Endothelial biomarkers are elevated in Long COVID vs acute COVID-19, supporting a distinct vascular process.
  • Vascular biomarkers correlate with key cognitive and neuropsychiatric measures (fluency, memory, depression, and anxiety).
  • Vascular inflammation is a targetable mechanism in Long COVID, informing patient stratification and therapeutic trials.
  • Results highlight need to define the short- and long-term impact of vascular inflammation on brain health after COVID-19.

Abstract

The role of vascular inflammation in neuropsychiatric Long COVID (LC) is suspected but not well understood. This study evaluated whether vascular inflammation is present in individuals with neuropsychiatric LC and how it relates to cognitive and mental health symptoms.

This cross-sectional, case-control study included individuals with acute COVID-19 (AC), neuropsychiatric LC, and recovered controls. Participants were enrolled from the COVID Mind Study and the Yale IMPACT Study (hospitalized), and an independent cohort from the Johns Hopkins University (JHU) Long COVID Study. Fifty individuals with neuropsychiatric LC (new symptoms a median of 368 days post-COVID), 28 with AC, and 29 recovered controls (>3 months post-COVID) were evaluated. All underwent blood sampling and neuropsychiatric testing. The JHU cohort included 114 individuals with late LC (median 1065 days post-COVID illness associated with LC onset) and 31 recovered controls (median 852 days).

Fourteen plasma biomarkers of vascular inflammation were measured. ANCOVA was used to compare groups, adjusting for comorbidities. Non-hospitalized participants completed the Global Neuropsychological Assessment, GAD-7, and PHQ-9. LC and recovered groups were demographically similar, while AC participants had higher obesity and hypertension rates. LC participants had elevated circulating biomarkers of endothelial, leukocyte, and platelet adhesion (sL-selectin, ADAMTS13, sP-selectin, sICAM-1) compared to recovered controls.

Coagulation markers (D-dimer, fibrinogen) did not differ. Most biomarkers were highest in AC and lower in LC; however, fetuin, sL-selectin, and α-2 macroglobulin were higher in LC than AC. In LC, higher sP-selectin correlated with lower fluency and verbal learning. Lower α1-acid glycoprotein levels were strongly associated with poorer verbal memory, verbal learning, fluency, depression, and anxiety. In the JHU cohort, late LC and recovered controls showed no differences in biomarkers or demographics, suggesting normalization over time. Persistent dysregulation at the intersection of inflammation, platelet adhesion, and endothelial dysfunction is strongly linked to neuropsychiatric Long COVID.

Elevated markers of endothelial adhesion in LC suggest distinct pathophysiology from AC. These biomarkers correlate with lower fluency and verbal learning, linking vascular dysfunction to brain function. This study underscores the critical need for longitudinal, within-person investigations to elucidate how vascular inflammation evolves over time.

Source: McAlpine LS, Shorer EF, Chiarella J, Nelson A, Veenhuis R, Azola A, Lee A, Pierce R, Farhadian S, Rubin LH, Spudich SS; Yale COVID Mind; IMPACT Study Groups. Vascular inflammation in neuropsychiatric long COVID. Brain Behav Immun Health. 2026 Apr 28;54:101247. doi: 10.1016/j.bbih.2026.101247. PMID: 42099668; PMCID: PMC13147379. https://pmc.ncbi.nlm.nih.gov/articles/PMC13147379/ (Full text)

Designing studies for post-treatment Lyme disease and other infection-associated chronic illnesses

Abstract:

Infection-associated chronic illnesses (IACIs) encompass a spectrum of poorly understood syndromes often marked by significant neurologic and multisystem symptoms following an infectious event. This review focuses on several diseases representative of the IACI spectrum. These are post-treatment Lyme disease syndrome (PTLDS), long COVID, myalgic encephalomyelitis/chronic fatigue syndrome (ME/CFS) and multiple sclerosis (MS). Their clinical and biological complexity, combined with a lack of clear diagnostic criteria and objective available laboratory biomarkers, makes them difficult to distinguish from conditions with overlapping features.

This presents challenges for research studies, as well as diagnosis and clinical management. This diagnostic ambiguity, coupled with heterogeneous patient presentations, has led to challenges in research, including misclassification of study participants and inconsistent or irreproducible findings. Some PTLDS research exemplifies these issues, which also extend to other IACIs.

To advance the field, we highlight key methodological refinements and approaches for studying IACIs, including rigorous participant selection, standardized sample collection protocols, and the use of appropriate control groups, including those with microbiologic proof of the initial infection when known and technologically feasible. We also address broader influences on research quality, such as stigma, historical neglect, and the urgency to find treatments, which have contributed to the proliferation of poorly controlled studies and questionable practices. Drawing lessons from past challenges, we propose a path forward grounded in fit-for-purpose methodological rigour to improve scientific understanding and support evidence-based therapeutic development for IACIs.

Source: Arnaboldi PM, Becker J, Nath A, Coyle PK, Handel A, Sellati TJ, Gomes-Solecki M, Garcet S, Henderson MK, Mullins P, Cowan E, McCombie WR, Wellins AM, Allegretta M, Bergquist J, Schutzer SE. Designing studies for post-treatment Lyme disease and other infection-associated chronic illnesses. Brain. 2026 May 18:awag016. doi: 10.1093/brain/awag016. Epub ahead of print. PMID: 42148664. https://academic.oup.com/brain/advance-article/doi/10.1093/brain/awag016/8586348 (Full text)

A Perspective on Observation as Intervention in Chronic Diagnostic Complexity

Abstract:

This patient perspective article advances observation as an intentional, rigorous form of clinical care rather than a passive absence of intervention. The recommendations arise from the lived experience of Myalgic Encephalomyelitis/Chronic Fatigue Syndrome (ME/CFS), informed by clinical training as a mobile equine veterinarian.

Over a nine-year diagnostic course, early clinical curiosity gave way to prolonged skepticism in the context of normal examinations and laboratory findings, ultimately shifting responsibility for daily functioning and symptom interpretation onto the patient. Across repeated encounters, subtle but consistent indicators of impaired energy regulation and exertional intolerance were present yet remained clinically unintegrated. When viewed longitudinally, these findings revealed a coherent physiological pattern that was not apparent at any single time point.

Modern medical training emphasizes action. However complex, relapsing, and poorly understood conditions often demand sustained clinical attention before diagnostic clarity emerges. In the absence of immediate abnormalities, discomfort with uncertainty may prompt premature intervention or disengagement, eroding trust and obscuring evolving signals.

Structured observation offers an alternative. As a clinical strategy, it preserves diagnostic curiosity, strengthens the physician-patient relationship, and allows for the observation of physiology without confounding influences. Such observation can yield meaningful insight and guide precise, compassionate care.

Source: Niederman CN. A Perspective on Observation as Intervention in Chronic Diagnostic Complexity. J Patient Exp. 2026 May 11;13:23743735261449971. doi: 10.1177/23743735261449971. PMID: 42137851; PMCID: PMC13168711. https://pmc.ncbi.nlm.nih.gov/articles/PMC13168711/ (Full text)