Myalgic encephalomyelitis/chronic fatigue syndrome and fibromyalgia – overlap, differences, and emerging insights

Abstract:

Background: Myalgic encephalomyelitis/chronic fatigue syndrome (ME/CFS) and fibromyalgia (FM) are debilitating chronic illnesses with considerable symptom overlap. Their symptoms include profound fatigue, widespread pain, post-exertional deterioration, sleep disturbance, dysautonomia, and cognitive impairment. These illnesses frequently co-occur; ME/CFS often develops first, particularly after infection. This overlap creates a diagnostic grey area and contributes to severe reductions in quality of life. Despite these shared features, key distinctions remain essential. ME/CFS is characterised by post-exertional neuroimmune exhaustion (PENE)/post-exertional malaise (PEM), a hallmark of post-exertional worsening and multisystem involvement. Contrastingly, FM centres on chronic widespread pain and symptom variability. It is not characterised by PEM/PENE or the same extent of system dysfunction as ME/CFS. Both disorders lack a definitive biomarker as of 2025. Thus, diagnosis remains clinical and supported by objective tests where available.

Main body: Although immune dysregulation is common in patients with each condition, distinct immune signatures have been observed. ME/CFS is characterised by fluctuating pro- and anti-inflammatory cytokine levels and a frequent reduction in natural killer (NK) cell function; this is consistent with immune exhaustion. Patients with FM exhibit elevated IL-6, IL-17 A, and IL-4 levels, and a broader immune imbalance linked to pain amplification rather than immune collapse. Viral infections do not directly cause either condition, but commonly act as triggers. Shared mechanisms, such as spinal reflex arc activation and microglial sensitisation, suggest a common pathway mediated by proprioceptor-induced microglial activation for chronic pain. ME/CFS causes autoimmunity-like processes, whereas evidence of autoimmune drivers for FM is limited. Gut microbiome studies have revealed reduced microbial diversity in patients with ME/CFS. Moreover, the two disorders are characterised by shared, yet distinct, microbial alterations.

Conclusion: Given the chronic and debilitating nature of ME/CFS and FM, prevention and early intervention remain crucial, but understudied. Health education, workplace adaptations, and early diagnostic pathways may substantially reduce the disease burden. Many patients are outside formal healthcare systems. Therefore, digital tools such as symptom-tracking apps, biosensors, remote testing, and assistive technologies are becoming central to disease management and monitoring. These approaches support a transdiagnostic, patient-centred model capable of addressing both conditions and reaching populations that remain underserved.

Source: Murovska M, Krumina A, Araja D, Kujawski S, Zalewski P, Nora-Krukle Z, Berkis U. Myalgic encephalomyelitis/chronic fatigue syndrome and fibromyalgia – overlap, differences, and emerging insights. J Transl Med. 2026 Feb 20. doi: 10.1186/s12967-026-07889-6. Epub ahead of print. PMID: 41715182. https://link.springer.com/article/10.1186/s12967-026-07889-6 (Full text available as PDF file)

Effects of Cacao Flavonoids in Long COVID-19 Patients with Chronic Fatigue: FLALOC, a Placebo-Controlled Randomized Clinical Trial

Abstract:

Background: In the context of long COVID, persistent fatigue is among the most prevalent symptoms that can develop after SARS-CoV-2 infection. Mitochondrial myopathy and endothelial dysfunction, which are triggers of inflammation, have emerged as prominent causes of long COVID-induced fatigue. Interestingly, the intake of flavanols, particularly (−)-epicatechin (EC), has been associated with the positive modulation of endothelial and mitochondrial structure and function.
Methods: In this work, we conducted a randomized, double-blind, placebo-controlled clinical trial to determine whether an EC-enriched supplement (ECES) improves plasma markers of inflammation, endothelial structure, and fatigue-related endpoints in patients with long COVID-19.
Results: The study included 46 subjects (mean age 52 years) who were instructed to consume two capsules/day for 90 days of either ECES (n = 23) or placebo (n = 23). Endpoints assessed included mean changes in plasma inflammatory markers (IL-1β, IL-6, and TNF-α) and endothelial dysfunction markers (syndecan-1), handgrip strength, fatigue scale, and quality of life (QoL). The results showed significant improvements in the ECES group for inflammatory markers, syndecan-1, and fatigue compared with the placebo group.
Conclusions: The results yield intriguing positive findings for EC and open a new avenue for treating long COVID.
Source: Munguía L, Silva S, Villarreal F, Nájera N, Ceballos G. Effects of Cacao Flavonoids in Long COVID-19 Patients with Chronic Fatigue: FLALOC, a Placebo-Controlled Randomized Clinical Trial. Journal of Clinical Medicine. 2026; 15(4):1468. https://doi.org/10.3390/jcm15041468 https://www.mdpi.com/2077-0383/15/4/1468 (Full text)

The potential causes of myasthenia and fasciculations in severely ill ME/CFS patients: the role of disturbed electrophysiology

Abstract:

Patients with severe myalgic encephalomyelitis/chronic fatigue syndrome (ME/CFS) are bedridden and suffer from hypersensitivities to light and noise, severe orthostatic intolerance reducing cerebral blood flow, and skeletal muscle symptoms, including loss of force, fatigue, pain, fasciculations, and cramps. Because neurological investigations exclude neuronal causes of myasthenia, we hypothesize a muscular pathomechanism.

In previous articles, we considered insufficient activity of the Na+/K+-ATPase to be the main cause of mitochondrial damage via high intracellular sodium that reverses the transport mode of the sodium-calcium-exchanger to import calcium, causing calcium overload. Low Na+/K+-ATPase activity also causes sarcolemmal depolarization, leading to less effective action potential propagation and loss of force. Depolarization brings the membrane potential closer to the threshold potential, causing hyperexcitability that explains fasciculations and cramps. These increase sodium influx during excitation to further increase the workload of Na+/K+-ATPase. Thereby, depolarization causes further depolarization.

Higher intracellular sodium favors calcium overload and mitochondrial damage, which lowers the energy supply of Na+/K+-ATPase and increases the reactive oxygen species, further inhibiting Na+/K+-ATPase. The muscle is in a state of depolarization even at rest. Depolarization and mitochondrial damage reinforce each other. Thus, dysfunction of Na+/K+-ATPase as a single mechanism can explain the different skeletal muscle symptoms of severely ill ME/CFS patients, comprising loss of force, fatigue, and fasciculations.

Source: Wirth KJ, Steinacker JM. The potential causes of myasthenia and fasciculations in severely ill ME/CFS patients: the role of disturbed electrophysiology. Front Physiol. 2026 Feb 2;16:1693589. doi: 10.3389/fphys.2025.1693589. PMID: 41705124; PMCID: PMC12907180. https://pmc.ncbi.nlm.nih.gov/articles/PMC12907180/ (Full text)

Use of artificial intelligence and machine learning for the management of fibromyalgia: a scoping review

Abstract:

Background: Fibromyalgia (FM) is a complex and multifactorial syndrome characterized by widespread pain, fatigue, cognitive impairment, and other systemic symptoms. The absence of specific biomarkers and the heterogeneous clinical presentation pose significant diagnostic challenges.

Objective: This scoping review aims to explore the current applications of artificial intelligence (AI) and machine learning (ML) in the diagnosis and clinical management of FM.

Methods: A systematic search was conducted in PubMed, EMBASE, and the Cochrane Library using defined keywords related to FM and AI/ML. Studies were included if they addressed ML applications in FM patients. Following PRISMA-ScR guidelines, 43 studies published between 2011 and 2024 were included and analyzed for ML techniques used, diagnostic targets, data types, and clinical relevance.

Results: As expected, the majority of studies done so far focused on improving diagnostic accuracy through supervised algorithms such as support vector machines, neural networks, and ensemble models, as well as unsupervised clustering and dimensionality reduction techniques. Notable findings include the identification of neurophysiological signatures via fMRI, gene expression patterns, retinal imaging changes, and metabolomic biomarkers that distinguish FM patients from controls. For instance, one study investigating circulating microRNAs used a Random Forest model to identify 11 microRNAs (e.g. hsa-miR-28-5p, hsa-miR-29a-3p, hsa-miR-150-5p) capable of differentiating patients with FM, ME/CFS, and healthy controls, suggesting their potential as biomarkers for more accurate diagnoses. Reported model accuracies ranged from 82% to 100%, although most studies were pilot-based with small and imbalanced samples, limiting generalizability.

Conclusion: AI and ML offer promising tools to overcome longstanding limitations in FM diagnosis and treatment. While current findings demonstrate significant potential, larger, multicenter studies with rigorous validation protocols are essential to finally establish these approaches as clinically reliable solutions.

Source: Clempi Almeida E Silva AL, Reis VHPF, Lamoglia ASA, Souza Desidério C, Freire Oliveira CJ. Use of artificial intelligence and machine learning for the management of fibromyalgia: a scoping review. J Man Manip Ther. 2026 Feb 17:1-17. doi: 10.1080/10669817.2026.2630999. Epub ahead of print. PMID: 41700030. https://pubmed.ncbi.nlm.nih.gov/41700030/

Altered Pain Perception and Modulation in Individuals With Post-COVID-Condition: Insights From Quantitative Sensory Testing

Abstract:

Introduction: Chronic pain is a significant and debilitating symptom observed in individuals with post-COVID condition (PCC), yet the underlying mechanisms remain poorly understood. This study aimed to investigate whether changes in psychophysical indicators of myofascial pain perception and modulation are present in individuals with PCC compared to symptom-free healthy controls (HC), and whether these changes correlate with the severity of clinical symptoms.

Methods: The study involved 84 individuals with PCC and 50 HC, assessing pain detection and tolerance thresholds (PDT and PTT), spatial and temporal summation of pain (SSP and TSP), and conditioned pain modulation (CPM) using phasic cuff pressure on the legs.

Results: Results indicated that individuals with PCC exhibited lower PDT and PPT (PDT: d = -0.557, p = 0.0022; PTT: d = -0.575, p = 0.0016), increased TSP (d = 0.424, p = 0.02) and decreased SSPPTT (d = -0.532, p = 0.0038) compared to HC CPM effects (CPMPDT: p = 0.058; CPMPTT: p = 0.43) did not differ significantly between groups but post hoc analysis revealed a significantly higher proportion of inhibitory responders among HC. Subgroup analyses highlighted that these effects were particularly pronounced in participants that reported chronic pain among their PCC symptoms, as well as those with more severe PCC symptomatology.

Conclusion: The findings suggest that individuals with PCC demonstrate altered myofascial pain perception, indicative of central sensitization. These results underscore the need for further research into targeted therapeutic strategies for managing chronic pain in PCC.

Significance statement: Individuals with post-COVID condition (PCC) often experience persistent pain. Using quantitative sensory testing of deep tissue pain, we found that individuals with PCC had lower pain detection and tolerance thresholds, stronger spatial and temporal summation, and a higher proportion of facilitatory conditioned pain modulation compared to healthy controls. This pattern is consistent with nociplastic pain, suggesting altered central pain processing in PCC. Understanding these mechanisms is essential for developing targeted treatments of chronic pain in this growing patient population.

Source: Lange H, Reichert J, Vock S, Hermes M, Beiner E, Eich W, Friederich HC, Treede RD, Tesarz J. Altered Pain Perception and Modulation in Individuals With Post-COVID-Condition: Insights From Quantitative Sensory Testing. Eur J Pain. 2026 Feb;30(2):e70203. doi: 10.1002/ejp.70203. PMID: 41699921. https://pubmed.ncbi.nlm.nih.gov/41699921/

Forced isolation by invisible barriers: international survey on the effects of fragrances on the quality of life

Abstract:

Background: Previous cross-sectional surveys showed that between 20 to 35% of the adult population report health effects in contact with fragrances. The present international survey with 3152 self-reported fragrance sensitive persons addresses the situation in more detail, gathered reported symptoms, underlying diseases, strategies to cope with fragrance sensitivity, and the impact on participation in social life and on quality of life.

Results: On average, every fragrance sensitive person in this survey associates almost ten health symptoms with fragrance exposure, the most frequent ones being cognitive problems, migraine/headaches, mucous membrane problems and breathing problems. More than a third (37.47%) of the survey participants indicate that they have experienced a physical breakdown due to heavy exposure to fragrances. Almost half of the respondents (48.92%) report that their fragrance sensitivity was the reason why they lost their job. Nearly 70% (68,31%) of survey participants indicate that they are excluded from social life almost completely or very strongly, and nearly two thirds (62.53%) indicate that they are forced into increasing isolation almost completely or very strongly. Around three quarters (76.84%) of survey participants state that fragrance exposure affects their quality of life strongly or takes away any quality of life completely.

Conclusions: Fragrance exposure is an invisible barrier that leads to isolation of fragrance sensitive persons in society. General avoidance of fragrances does not heal their sensitivity, but prevents the manifestation of the symptoms, so that fragrance sensitive persons would be able to participate in and contribute to society. Fragrance-free regulations for important areas, such as those implemented partially in Canada and the USA, would be an important improvement.

Many fragrance substances are hazardous with effects for the human health and the environment, but they are not essential for human health, safety or for the functioning of society. Therefore, hazardous fragrances are obvious candidates for a prompt phase out according to the European essential use concept. A responsible use of fragrances would not only help fragrance vulnerable individuals, but also the general population and the environment.

Source: Wagner, H., Klaschka, U. Forced isolation by invisible barriers: international survey on the effects of fragrances on the quality of life. Environ Sci Eur 38, 2 (2026). https://doi.org/10.1186/s12302-025-01259-7 https://link.springer.com/article/10.1186/s12302-025-01259-7 (Full text)

Genetic Insights into Circulating Complement Proteins in Myalgic Encephalomyelitis/Chronic Fatigue Syndrome: A Potential Inflammatory Subgroup

Abstract:

Myalgic Encephalomyelitis/Chronic Fatigue Syndrome (ME/CFS) is a debilitating multi-system illness with heterogeneity that complicates identifying the pathophysiology, biomarkers, and therapeutic targets. Evidence indicates the importance of immune dysregulation, including the complement system, in ME/CFS. This study investigates the contribution of genetic drivers to potential dysregulation of the complement pathway in ME/CFS.

We used protein quantitative trait loci (pQTL) analyses, adjusted for covariates using linear and logistic regression, to identify genetic variants significantly associated with plasma complement protein levels in a study sample identified from the general population (50 ME/CFS and 121 non-fatigued). ME/CFS patients carrying certain pQTLs exhibited dysregulation of the alternative complement pathway, which defined an inflammatory subgroup with a high C3/low Bb profile and established a genetic link to dysregulation of the alternative complement pathway. Six of the significant pQTLs were also associated with fatigue-related phenotypes in the UK Biobank, four of which were complement-associated, providing some validation in an independent population.

Our findings highlight a mechanism by which risk alleles contribute to ME/CFS heterogeneity, providing evidence of a genetic basis for complement dysregulation in a subset of patients. This approach could identify pathway-focused subgroups in ME/CFS and related illnesses to inform personalized approaches to diagnosis and treatment.

Source: Maya J, Unger ER, Lin JS, Rajeevan MS. Genetic Insights into Circulating Complement Proteins in Myalgic Encephalomyelitis/Chronic Fatigue Syndrome: A Potential Inflammatory Subgroup. Int J Mol Sci. 2026 Feb 5;27(3):1574. doi: 10.3390/ijms27031574. PMID: 41683992. https://www.mdpi.com/1422-0067/27/3/1574 (Full text)

Vitamin D in Myalgic Encephalomyelitis/Chronic Fatigue Syndrome After COVID-19 or Vaccination: A Randomized Controlled Trial

Abstract:

Background: Myalgic encephalomyelitis/chronic fatigue syndrome (ME/CFS) can develop as post-vaccination syndrome (PVS) or Post-Acute Sequelae of SARS-CoV-2 infection (PASC). In our prior retrospective study, most patients with PVS who developed ME/CFS had vitamin D insufficiency or deficiency. We evaluated the efficacy of vitamin D replacement therapy guidance for ME/CFS symptom improvement in patients with vitamin D insufficiency or deficiency.

Methods: This open-label randomized controlled trial enrolled 91 participants with ME/CFS as PVS or PASC and serum 25(OH) vitamin D < 30 ng/mL across five clinical sites. Participants were randomized 1:1 to intervention (active vitamin D preparation plus vitamin D replacement therapy guidance: 25 μg daily supplementation, dietary counseling, sun exposure, and exercise) or control (active vitamin D preparation alone) for 12 weeks. The primary endpoint was the change in ME/CFS symptom count from screening to Week 12.

Results: Mean symptom change was -6.7 in the intervention group versus -1.2 in the control group (between-group difference -5.6; 95% CI: -7.2, -3.9; p < 0.001). Serum 25(OH) vitamin D improved from 18.6 to 27.1 ng/mL in the intervention group, while the control group showed a decreasing trend (between-group difference 10.2 ng/mL; 95% CI: 7.9, 12.5). Achievement of <8 symptoms (i.e., no longer meeting ME/CFS diagnostic criteria) was significantly higher in the intervention group, with 16 participants achieving this threshold compared to 1 in the control group (p < 0.001). Subgroup analyses showed consistent benefit in both PVS (n = 56) and PASC (n = 29) cohorts.

Conclusions: Vitamin D replacement therapy guidance significantly reduced ME/CFS symptoms along with improvement of serum 25(OH) vitamin D levels in patients with vitamin D insufficiency or deficiency who developed ME/CFS as PVS or PASC.

Source: Kodama S, Nakata M, Konishi N, Yoshino M, Fujisawa A, Naganuma M, Kobayashi Y, Hirai Y, Kitagawa A, Miyokawa M, Mishima R, Teramukai S, Fukushima M. Vitamin D in Myalgic Encephalomyelitis/Chronic Fatigue Syndrome After COVID-19 or Vaccination: A Randomized Controlled Trial. Nutrients. 2026 Feb 3;18(3):521. doi: 10.3390/nu18030521. PMID: 41683343. https://www.mdpi.com/2072-6643/18/3/521 (Full text)

Potential application of brain-gut axis-based treatments in Long COVID and ME/CFS: a case-based systematic review

Abstract:

Background: Myalgic encephalomyelitis/chronic fatigue syndrome (ME/CFS) and Long COVID share clinical features including persistent fatigue, post-exertional malaise (PEM), and gastrointestinal (GI) dysfunction. Growing evidence implicates brain-gut axis dysregulation, characterized by dysbiosis, neuroinflammation within the central nervous system (CNS), increased intestinal permeability, and microbial translocation in their pathophysiology. However, therapeutic strategies targeting these pathways remain poorly defined.

Methods: We report a case of post-COVID ME/CFS successfully treated with electroacupuncture (EA)-based deep peroneal nerve stimulation which was employed to potentiate the vagal reflex. Fatigue trajectories were assessed using the Multidimensional Fatigue Inventory over 12 weeks. Based on the case, a systematic review of randomized controlled trials (RCTs) evaluating brain-gut axis-modulating interventions in ME/CFS or Long COVID was conducted.

Results: The patient exhibited a significant reduction in total fatigue, with early improvements in motivation and mental fatigue, and delayed improvement in physical fatigue following transient systemic symptom flares. Across included RCTs (n = 8, 790 participants), four investigated gut microbiome-modulating therapies and four employed nerve stimulation. Synbiotic and herbal interventions demonstrated benefits for fatigue or PEM, accompanied by alterations in specific bacterial populations or CNS metabolisms. Regarding nerve stimulation, transcranial direct current stimulation (tDCS) combined with exercise program improved fatigue, whereas standalone tDCS, auricular or peripheral TENS showed limited efficacy.

Conclusion: Brain-gut axis-based interventions may alleviate fatigue in ME/CFS and Long COVID by potentially modulating neuroinflammation, restoring microbiome balance, and improving epithelial barrier function. EA-based vagal stimulation represents a feasible option for patients with severe or treatment-resistant symptoms. Larger mechanistic studies and rigorously designed RCTs are needed to establish therapeutic targets and optimize intervention strategies.

Source: Kim DY, Youn J, Kang N, Cho SI, Ha IH. Potential application of brain-gut axis-based treatments in Long COVID and ME/CFS: a case-based systematic review. J Transl Med. 2026 Feb 10. doi: 10.1186/s12967-026-07807-w. Epub ahead of print. PMID: 41668172. https://link.springer.com/article/10.1186/s12967-026-07807-w (Full text available as PDF file)

Activation of the Lectin Pathway Drives Persistent Complement Dysregulation in Long COVID

Abstract:

Long COVID affects a substantial proportion of survivors of acute infection with severe acute respiratory syndrome-associated coronavirus-2 (SARS-CoV-2), who suffer a variety of symptoms that limit their quality of life and economic activity. Although the aetiology of long COVID is obscure, it appears to be a chronic inflammatory condition. Complement dysregulation is a prevalent feature of long COVID. Specifically, markers of classical, alternative, and terminal pathway activation are often elevated in patients with this condition.

Here, we used a sensitive assay for mannan-binding lectin-associated serine protease-2 (MASP-2)/C1Inh complexes to analyse lectin pathway activation in a previously characterised cohort of patients with long COVID (n = 159) and healthy convalescent individuals with no persistent symptoms after infection with SARS-CoV-2 (n = 76). The data were combined with those from the most predictive complement analytes identified previously to delineate potential biomarkers of long COVID. MASP-2/C1Inh complexes were significantly elevated in patients with long COVID (p = 0.0003). Generalised linear modelling further identified an optimal set of four markers, namely iC3b (alternative pathway), TCC (terminal pathway), MASP-2/C1Inh (lectin pathway), and the complement regulator properdin, which had a receiver operating characteristic predictive power of 0.796 (95% confidence interval = 0.664-0.905). Combinations of the classical pathway markers C4, C1q, and C1s/C1Inh were poorly predictive of long COVID.

These findings demonstrate that activation of the lectin complement pathway, which occurs upstream of the alternative and terminal pathways and can be inhibited therapeutically, is a salient feature of long COVID.

Source: Keat SBK, Khatri P, Ali YM, Arachchilage CH, Demopulos G, Baillie K, Miners KL, Ladell K, Jones SA, Davies HE, Price DA, Zelek WM, Morgan BP, Schwaeble WJ, Lynch NJ. Activation of the Lectin Pathway Drives Persistent Complement Dysregulation in Long COVID. Immunology. 2026 Jan 25. doi: 10.1111/imm.70110. Epub ahead of print. PMID: 41581925. https://onlinelibrary.wiley.com/doi/10.1111/imm.70110?af=R (Full text)