Tag: 2025

The Role of Nuclear and Mitochondrial DNA in Myalgic Encephalomyelitis: Molecular Insights into Susceptibility and Dysfunction

Abstract:

Myalgic Encephalomyelitis (ME), also known as chronic fatigue syndrome (CFS), is a debilitating and heterogeneous disorder marked by persistent fatigue, post-exertional malaise, cognitive impairment, and multisystem dysfunction. Despite its prevalence and impact, the molecular mechanisms underlying ME remain poorly understood.
This review synthesizes current evidence on the role of DNA, both nuclear and mitochondrial, in the susceptibility and pathophysiology of ME. We examined genetic predispositions, including familial clustering and candidate gene associations, and highlighted emerging insights from genome-wide and multi-omics studies.
Mitochondrial DNA variants and oxidative stress-related damage are discussed in relation to impaired bioenergetics and symptom severity. Epigenetic modifications, particularly DNA methylation dynamics and transposable element activation, are explored as mediators of gene–environment interactions and immune dysregulation.
Finally, we explored the translational potential of DNA-based biomarkers and therapeutic targets, emphasizing the need for integrative molecular approaches to advance diagnosis and treatment. Understanding the DNA-associated mechanisms in ME offers a promising path toward precision medicine in post-viral chronic diseases.
Source: Elremaly W, Elbakry M, Vahdani Y, Franco A, Moreau A. The Role of Nuclear and Mitochondrial DNA in Myalgic Encephalomyelitis: Molecular Insights into Susceptibility and Dysfunction. DNA. 2025; 5(4):53. https://doi.org/10.3390/dna5040053 https://www.mdpi.com/2673-8856/5/4/53 (Full text)

Leveraging Explainable Automated Machine Learning (AutoML) and Metabolomics for Robust Diagnosis and Pathophysiological Insights in Myalgic Encephalomyelitis/Chronic Fatigue Syndrome (ME/CFS)

Abstract:

Background/Objectives: Myalgic Encephalomyelitis/Chronic Fatigue Syndrome (ME/CFS) is a debilitating complex disease with an elusive etiology, lacking objective diagnostic biomarkers. This study leverages advanced Automated Machine Learning (AutoML) to analyze plasma metabolomic and lipidomic profiles for the purpose of ME/CFS detection.

Methods: We utilized a publicly available dataset comprising 888 metabolic features from 106 ME/CFS patients and 91 matched controls. Three AutoML frameworks-TPOT, Auto-Sklearn, and H2O AutoML-were benchmarked under identical time constraints. Univariate ROC and PLS-DA analyses with cross-validation, permutation testing, and VIP-based feature selection were applied to standardized, log-transformed omics data to identify significant discriminatory metabolites/lipids and assess their intercorrelations.

Results: TPOT significantly outperformed its counterparts, achieving an area under the curve (AUC) of 92.1%, accuracy of 87.3%, sensitivity of 85.8%, and specificity of 89.0%. The PLS-DA model revealed a moderate but statistically significant discrimination between ME/CFS and controls. Explainable artificial intelligence (XAI) via SHAP analysis of the optimal TPOT model identified key metabolites implicating dysregulated pathways in mitochondrial energy metabolism (succinic acid, pyruvic acid, leucine), chronic inflammation (prostaglandin D2, 11,12-EET), gut-brain axis communication (glycocholic acid), and cell membrane integrity (pc(35:2)a).

Conclusions: Our results demonstrate that TPOT-derived models not only provide a highly accurate and robust diagnostic tool but also yield biologically interpretable insights into the pathophysiology of ME/CFS, highlighting its potential for clinical decision support and elucidating novel therapeutic targets.

Source: Yagin FH, Colak C, Al-Hashem F, Alzakari SA, Alhussan AA, Aghaei M. Leveraging Explainable Automated Machine Learning (AutoML) and Metabolomics for Robust Diagnosis and Pathophysiological Insights in Myalgic Encephalomyelitis/Chronic Fatigue Syndrome (ME/CFS). Diagnostics (Basel). 2025 Oct 30;15(21):2755. doi: 10.3390/diagnostics15212755. PMID: 41226047. https://www.mdpi.com/2075-4418/15/21/2755 (Full text)

Systematic literature review: treatment of postural orthostatic tachycardia syndrome (POTS)

Abstract:

Postural orthostatic tachycardia syndrome (POTS) is a condition defined by symptoms of orthostatic intolerance and a sustained heart rate (HR) increment of ≥ 30 beats per minute (bpm) upon postural change to the upright position in the absence of orthostatic hypotension, defined as a sustained decrease in systolic blood pressure (SBP) of ≥ 20 mmHg or a decrease in diastolic blood pressure (DBP) of ≥ 10 mmHg within 3 min of standing. In children, a sustained HR increment of at least 40 bpm is required for diagnosis of POTS. POTS is a common condition in adults and children suffering from myalgic encephalomyelitis/chronic fatigue syndrome (ME/CFS). In daily clinical practice, therapeutic recommendations are rare and evidence is missing.

The objective of this review is to present the current knowledge on non-pharmacological and pharmacological approaches in POTS with a special focus on POTS therapy in children and people with ME/CFS. Of 3853 studies, 45 studies were included in the systematic review.

on therapy in POTS is rare and large randomized controlled trials (RCT) on single interventions are needed. Non-pharmacological approaches such as the use of compression garments, physical training, salt supplementation and transdermal vagal nerve stimulation could be possible treatment options in POTS because they are easy to implement as first-line therapeutic measures in clinical practice. For pharmaceuticals, several studies showed significant effects following therapy with ivabradine and β-adrenergic blocking agents. There are single studies which imply that midodrine (hydrochloride) and pyridostigmine seem to have a beneficial effect on hemodynamics in POTS.

Source: Schiweck N, Langer K, Maier A, Vilser D, Spiegler J. Systematic literature review: treatment of postural orthostatic tachycardia syndrome (POTS). Clin Auton Res. 2025 Nov 12. doi: 10.1007/s10286-025-01172-2. Epub ahead of print. PMID: 41225175. https://link.springer.com/article/10.1007/s10286-025-01172-2 (Full text)

Contested and neglected: Social and medical marginalization in severe Chronic Fatigue Syndrome

Highlights:

  • Severe ME/CFS patients face deep social, medical, and structural exclusion.
  • Delegitimation of illness leads to isolation, distress, and denied support.
  • Gendered stigma shapes how women’s pain is dismissed in health care.
  • Twitter (now X) offers access to the voices of an otherwise unreachable patient group.
  • This study urges reforms in care, disability access, and illness recognition.

Abstract:

This study addresses the persistent invisibility of people with severe Myalgic Encephalomyelitis/Chronic Fatigue Syndrome (ME/CFS) in research by centering their voices and examining how social and institutional forces shape their lives. As a medically contested illness, ME/CFS—especially in its severe form—renders patients both physically incapacitated and socially invisible.
Drawing on qualitative content analysis of 342 tweets under the hashtag #severeME, we identify how contested legitimacy, gendered stigma, and systemic marginalization structure the daily realities of 161 individuals with severe ME/CFS or their caregivers. Our findings highlight profound functional debilitation, emotional isolation, and exclusion from care and disability systems. We argue for the urgent need to legitimize contested illnesses, reform models of care, and extend disability protections to restore dignity and support to this neglected population.
Source: Bita Nezamdoust, Erin Ruel. Contested and neglected: Social and medical marginalization in severe Chronic Fatigue Syndrome. Social Science & Medicine, Volume 388, 2026, 118766. ISSN 0277-9536. https://www.sciencedirect.com/science/article/pii/S0277953625010974 (Full text)

Healthcare Situation of 3,345 Long COVID Patients in Germany: Results of a Nationwide Survey

Abstract:

Long COVID includes persistent symptoms after SARS CoV 2 infection and leads to multiple physical and psychosocial burdens.Between March and April 2025, a nationwide sample of long COVID patients was recruited by means of an anonymous online survey. Demographic parameters, symptoms, use of outpatient/inpatient care services and subjective satisfaction with care were recorded.

In total, 3345 people (average age 49 ± 13 years; 81.5% women) completed the survey. 83.8% reported a medically confirmed long COVID diagnosis, with a further 12.2% reporting a post-vac syndrome. The average duration of symptoms was 2.8 ± 1.1 years, with only 36.4% reporting an improvement in their symptoms over time. Almost nine out of ten patients (89.1%) were on long-term sick leave (average 1.8 ± 1.3 years), 70.8% reported total or partial incapacity for work and 46.4% applied for a pension. General practitioner care was the first point of contact for 75.7%. Over the course of the illness, 93% consulted more than three and 21.5% more than ten different doctors. Personal financial contributions were high: 41.4% invested more than € 1,000 and 11.3% more than € 10,000 in diagnostics or therapy. 60% received a rehabilitation intervention. Overall, 97.2% rated their care as “poor” or “very poor”.

This survey highlights a high and persistent burden among long COVID patients, as well as significant socioeconomic consequences, accompanied by a predominantly negative evaluation of the current care situation. Improvements require structured, easily accessible, and cross-sectoral services. Improving the primary care system, establishing clear referral pathways, and (where clinically indicated) integrating rehabilitative interventions into an interdisciplinary care concept could help to improve the care situation of patients with long COVID.

Source: Gloeckl R, Rischer R, Schneeberger T, Jarosch I, Blome C, Koczulla R. Versorgungssituation von 3345 Long-COVID-Betroffenen in Deutschland: Ergebnisse einer bundesweiten Befragung [Healthcare Situation of 3,345 Long COVID Patients in Germany: Results of a Nationwide Survey]. Pneumologie. 2025 Nov 11. German. doi: 10.1055/a-2725-5650. Epub ahead of print. PMID: 41218624. https://pubmed.ncbi.nlm.nih.gov/41218624/  https://www.thieme-connect.de/products/ejournals/html/10.1055/a-2725-5650 (Full text available in German]

A Comparative Study of the Coagulation Systems and Inflammatory Profiles of Patients with Myalgic Encephalomyelitis/Chronic Fatigue Syndrome and Patients with Long COVID

Abstract:

Myalgic Encephalomyelitis/Chronic Fatigue Syndrome is a chronic condition that severely debilitates patients, yet it remains largely unfamiliar to many. Faced with scepticism as a real clinical entity for decades, the recognition of ME/CFS has improved with the emergence of Long COVID. This chronic illness manifests after an acute COVID-19 infection. With two-thirds of ME/CFS cases reported to be post-viral, a clear overlap emerges with Long COVID, as both conditions arise following an infectious illness.
The parallels between post-infectious ME/CFS and Long COVID are striking, with similarities in both symptomology and pathophysiology. One overlapping mechanism in both conditions, systemic inflammation, may be perpetuated by pathogen persistence or reactivation. While inflammation alone may not be accountable for the symptoms experienced in both conditions, it can lead to disruption in other physiological mechanisms. Owing to a bi-directional link with inflammation, coagulopathy and vascular changes may be exhibited in ME/CFS and Long COVID. Given the accessibility of blood samples, it is imperative to explore these mechanisms to uncover potential biomarkers for these conditions, both of which currently lack standardised diagnostic biomarkers.
A total of 83 participants were included in the study. The control group consisted of 19 healthy controls and 10 inflammatory controls (individuals with known inflammatory conditions), used to assess inflammation in a step-increase manner. The post-infectious group included 54 individuals, subdivided into 20 ME/CFS patients and 34 Long COVID patients. Statistical analyses were performed using GraphPad Prism 10 and R-Studio, with comparisons made using parametric or non-parametric tests, depending on data distribution. Significant results were considered at P<0.05. Multiple regression analyses were conducted to control for the effects of age and sex on the outcomes.
The techniques utilised in this dissertation focused on Virchow’s triad, a model explaining that hypercoagulability, stasis, and endothelial damage contribute to the aetiology and risk of thrombosis, particularly deep vein thrombosis. Framing the dissertation around this model offered a valuable framework to investigate potential pathological mechanisms and identify relevant biomarkers for these conditions. Common viscoelastic point-of-care devices, including TEG and ClotPro, were employed to examine the hypercoagulability component of Virchow’s triad.
These techniques demonstrated how standard laboratory tests are inefficient in revealing pathological alterations in Long COVID and ME/CFS, and how the insignificance of these results has prompted researchers and healthcare professionals to question the validity of these conditions. Despite this, newly developed fluorescent microscopy techniques revealed an increased presence of plasma structures resistant to fibrinolysis in the post-infectious groups, providing evidence of coagulopathy. This technique effectively distinguished the two conditions, with the Long COVID group showing a 2.75-fold increase in these plasma structures compared to the ME/CFS group. Additionally, the post-infectious groups displayed a marked presence of hyperactivated platelets and megakaryocytes in circulation, with platelet activation and aggregation being 1.35-fold higher in the Long COVID group compared to the ME/CFS group.
However, such microscopy techniques are low-throughput and labour-intensive, making them less practical for diagnostic purposes. An innovative high-throughput diagnostic technique known as real-time deformability cytometry was employed to investigate the second component of Virchow’s triad: alterations in blood rheology.
When isolating anomalous events and large clots in whole blood using the combined filter technique, the Long COVID group showed a 1.30-fold decrease in deformation compared to the ME/CFS group, indicating greater rigidity of these structures. Additionally, the ME/CFS group had a 1.31-fold decrease in the volume of these clots compared to the Long COVID group. Although significant differences were observed in both conditions and likely impact blood rheology, this technique requires further standardisation due to its novelty.
Lastly, endothelial biomarkers previously studied in other inflammatory diseases were investigated to better understand the extent of endothelial damage, the final aspect of Virchow’s triad. The flow luminescence immunoassay revealed a 1.29-fold reduction in cadherin-5 levels in the ME/CFS group compared to healthy controls. No significant differences were found in other endothelial biomarkers between the post-infectious groups, suggesting these biomarkers cannot be repurposed for these conditions.
Furthermore, the lack of replicability in endothelial analyte concentrations among different studies raises concerns about the reproducibility of this technique. When the findings of this dissertation are considered collectively through biomarker stratification, it becomes clear that distinct subgroups may exist within the studied populations. This highlights the importance of a multiparameter approach for diagnosis, although these novel investigations require further validation and should be replicated with larger sample sizes.
Through an examination of these mechanisms, this dissertation illustrated some commonalities between these diseases and demonstrated how Virchow’s triad may be implicated to some extent in both conditions. However, key differences were also identified between the conditions, highlighting the unique challenges each presents. As we investigate whether Long COVID signals the early onset of ME/CFS and consider whether insights gained from decades of combating ME/CFS can enlighten our understanding of Long COVID, we progress toward a deeper understanding of post-infectious conditions and the creative solutions required to address them.
Source: Arron, H. E. 2025. A Comparative Study of the Coagulation Systems and Inflammatory Profiles of Patients with Myalgic Encephalomyelitis/Chronic Fatigue Syndrome and Patients with Long COVID. Unpublished doctoral thesis. Stellenbosch: Stellenbosch University [online]. Available: https://scholar.sun.ac.za/items/1a98fb4e-a91f-497b-892e-716a25ee5358

Abnormal breathing patterns and hyperventilation are common in patients with chronic fatigue syndrome during exercise

Introduction: Patients with myalgic encephalomyelitis/chronic fatigue syndrome (ME/CFS) experience symptoms of fatigue, dyspnea, mental fog, and worsening fatigue after physical or mental efforts. Some of these patients have been found to hyperventilate. In long COVID patients, many of whom also have ME/CFS, dysfunctional breathing (DB) has been described. Whether patients with ME/CFS, independent of COVID-19, experience dysfunctional breathing is unknown, as well as how it may relate to hyperventilation.

Methods: We performed serial 2-day cardiopulmonary exercise testing (CPET) in 57 patients with ME/CFS and 25 age- and activity-matched control participants. Peak oxygen consumption (VO2), ventilatory efficiency slope (VE/VCO2), O2 saturation, end-tidal CO2 (PetCO2), heart rate, and mean arterial blood pressure were measured in all patients during upright incremental bicycle exercise. Ventilatory patterns were reviewed using minute ventilation (VE) versus time, respiratory rate, and tidal volume versus minute ventilation graphs. Chronic hyperventilation (HV) was defined as a PETCO2 of <34 mm Hg that persisted during low-intensity exercise. Dysfunctional breathing was characterized by a 15% increase in oscillations in minute ventilation during at least 60% of the exercise duration or by a scatterplot pattern of respiratory rate and tidal volume plotted versus minute ventilation.

Results: The patients with ME/CFS had an average age of 38.6 ± 9.6 years, and a mean body mass index (BMI) of 24.1 ± 3.4, which was comparable to the sedentary controls. All participants performed maximal exercise, achieving a respiratory exchange ratio (RER) of >1.05. For the patients with ME/CFS, peak VO2 averaged 22.3 ± 5.3 mL/kg/min, which was 79 ± 20% of predicted and comparable to that observed in the sedentary controls (23.4 ± 4.6 mL/kg/min; 81 ± 12%; p = NS). A total of 24 patients with ME/CFS (42.1%) met the criteria for dysfunctional breathing compared to four sedentary controls (16%) (p < 0.02). In total, 18 patients with ME/CFS (32%) had hyperventilation compared to one sedentary control participant (4%) (p < 0.01), and nine patients with ME/CFS had both hyperventilation and dysfunctional breathing, whereas no sedentary participant exhibited both. The patients with ME/CFS and hyperventilation had significantly higher VE/VCO2 ratios (HV+: 34.7 ± 7.2; HV−: 28.1 ± 3.8; p < 0.001). A total of 15 of 18 patients with hyperventilation (83%) had either elevated VE /VCO2 ratios (n = 15) or dysfunctional breathing (n = 9) compared to 44% (n = 17) of the 40 non-hyperventilators (p < 0.01).

Conclusion: Dysfunctional breathing and hyperventilation are common in patients with ME/CFS and could present a new therapeutic target for these patients.

Source: Mancini Donna M. , Brunjes Danielle L. , Cook Dane , Soto Tiffany , Blate Michelle , Quan Patrick , Yamazaki Tadahiro , Norweg Anna , Natelson Benjamin H. Abnormal breathing patterns and hyperventilation are common in patients with chronic fatigue syndrome during exercise. Frontiers in Medicine, Volume 12 – 2025. DOI=10.3389/fmed.2025.1669036. ISSN=2296-858X https://www.frontiersin.org/journals/medicine/articles/10.3389/fmed.2025.1669036 (Full text)

Integrated immune, hormonal, and transcriptomic profiling reveals sex-specific dysregulation in long COVID patients with ME/CFS

Abstract:

Long COVID (LC) manifests with sex-specific differences, particularly in those with myalgic encephalomyelitis/chronic fatigue syndrome (ME/CFS). Our study reveals that female LC patients (LCF) with ME/CFS show a shift toward myelopoiesis, reduced lymphocytes, increased neutrophils/monocytes, and depleted regulatory T cells-suggesting persistent immune activation. Elevated CD71+ erythroid cells and disrupted erythropoiesis contribute to fatigue and tissue damage in LCF.

Cytokine profiling indicates a stronger pro-inflammatory response in LCF compared to males (LCM), along with markers of gut barrier dysfunction. Hormonal analysis shows reduced testosterone in LCF and estradiol in LCM. Transcriptomic data reveal neuroinflammatory signatures in LCF, potentially explaining cognitive symptoms. We also identify biomarkers that distinguish LCF from LCM and correlate with sex-specific clinical symptoms.

Overall, LC with ME/CFS is characterized by sex-specific immune, hormonal, and transcriptional alterations, with females exhibiting more severe inflammation. These insights underscore the need for sex-tailored interventions, including consideration of hormone replacement therapy.

Source: Shahbaz S, Osman M, Syed H, Mason A, Rosychuk RJ, Cohen Tervaert JW, Elahi S. Integrated immune, hormonal, and transcriptomic profiling reveals sex-specific dysregulation in long COVID patients with ME/CFS. Cell Rep Med. 2025 Nov 7:102449. doi: 10.1016/j.xcrm.2025.102449. Epub ahead of print. PMID: 41205594. https://www.cell.com/cell-reports-medicine/fulltext/S2666-3791(25)00522-1 (Full text)

Severe COVID-19 induces prolonged elevation of the acute-phase protein pentraxin 3

Abstract:

Introduction: During the acute-phase of COVID-19, elevated levels of several acute-phase proteins, such as C-reactive protein (CRP), mannose-binding lectin (MBL), pentraxin 3 (PTX-3), serum amyloid A (SAA) and surfactant protein D (SP-D), are associated with severe to fatal clinical outcomes. Typically, these markers return to baseline within days after resolution of the acute infection.

Methods: In this study, we assessed the plasma levels of these proteins in a well-defined cohort of 141 COVID-19 convalescent patients 10 weeks after infection and compared them to 98 non-infected controls. In addition, we performed genetic analyses in a subgroup of patients and related the findings with structural equation modelling to disease severity.

Results: In contrast to other acute-phase proteins, PTX-3 levels were significantly higher in severe COVID-19 convalescent patients than in the control group. Furthermore, a higher proportion of patients with severe COVID-19 exhibited PTX-3 levels above 5000 pg/ml even 10 months post-infection, compared to those with mild disease. To explore potential genetic influences, a genetic analysis was performed on all severely affected patients (n=36) and on an age- and sex-matched subset of mild COVID-19 patients (n=38). Results revealed a significantly higher frequency (p<0.0001) of the homozygous wildtype genotype of the PTX-3 SNP rs971145291 in severe (15 out of 36) versus mild (1 out of 38) COVID-19 patients. Using structural equation modelling, the association of this PTX-3 genotype and disease severity was shown to be mediated by elevated PTX-3 levels, with no contribution from other analyzed (clinical) confounders.

Discussion: In summary, severe COVID-19 patients show high PTX-3 serum levels which may be influenced by genetic predisposition, specifically the absence of the rs971145291 SNP variant. PTX-3 may thus serve both as a biomarker for tissue damage and/or long-term immune activation and eventually post-COVID-19 complications.

Source: Kratzer B, Stieger RB, Durmus S, Trapin D, Gattinger P, Ettel P, Sehgal ANA, Borochova K, Dorofeeva Y, Tulaeva I, Grabmeier-Pfistershammer K, Tauber PA, Gerdov M, Perkmann T, Fae I, Wenda S, Kundi M, Wrighton S, Fischer GF, Valenta R, Pickl WF. Severe COVID-19 induces prolonged elevation of the acute-phase protein pentraxin 3. Front Immunol. 2025 Oct 1;16:1672485. doi: 10.3389/fimmu.2025.1672485. PMID: 41103408; PMCID: PMC12520919. https://pmc.ncbi.nlm.nih.gov/articles/PMC12520919/ (Full text)

Post-Exertional Symptom Exacerbation after Sub-Maximal Exercise in Individuals with Myalgic Encephalomyelitis/Chronic Fatigue Syndrome and Post-Acute Sequelae of COVID-19

Abstract:

Purpose: In individuals with myalgic encephalomyelitis/chronic fatigue syndrome (ME/CFS) and post-acute sequelae of SARS-CoV-2 infection (PASC), physical activity can exacerbate symptoms for days-to-weeks, referred to as post-exertional symptom exacerbation (PESE). This study characterized the trajectory of PESE symptoms before and for 7 days after a sub-maximal exercise task in individuals with ME/CFS or PASC.

Methods: Individuals with ME/CFS (n=30) or PASC (n=30) and matched controls (n=30) were recruited from a university hospital and the community setting. Participants completed a 25-minute moderate intensity exercise on a whole-body cycle ergometer. The trajectory of 8 commonly reported PESE symptoms (physical fatigue, mental fatigue, pain, physical function, flu-like symptoms, gastrointestinal symptoms, sleep dysfunction, anxiety) before and for 7 days after exercise.

Results: There was variability in the proportion of those who experienced increased symptoms ranging from 46/60 reporting physical fatigue to only 18/30 reporting anxiety. There was no change in any of the symptoms across the 7-day period when analyzed individually. An aggregate score of 4-5 symptoms that includes physical fatigue, mental fatigue, physical function and flu-like symptoms, with or without pain, was more comprehensive in capturing maximal changes in PESE. Changes were greatest during the 72h post-exercise and for those with ME/CFS. The aggregate score shows 8/30 of individuals with ME/CFS and 12/30 with PASC show minimal-to-no increase in PESE, while 6-7/30 show increases greater than 3/10 points.

Conclusions: PESE to a clinically relevant exercise task is variable in individuals with ME/CFS and PASC as submaximal exercise does not exacerbate symptoms for some, while modifications of intensity may be necessary to minimize PESE in others.

Source: Berardi G, Janowski A, McNally S, Post A, Garg A, Sluka KA. Post-Exertional Symptom Exacerbation after Sub-Maximal Exercise in Individuals with Myalgic Encephalomyelitis/Chronic Fatigue Syndrome and Post-Acute Sequelae of COVID-19. Med Sci Sports Exerc. 2025 Nov 4. doi: 10.1249/MSS.0000000000003891. Epub ahead of print. PMID: 41185151. https://pubmed.ncbi.nlm.nih.gov/41185151/