Daniel L. Peterson’s research while affiliated with Society of General Internal Medicine and other places

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Publications (77)


Low Dose Rapamycin Alleviates Clinical Symptoms of Fatigue and PEM in ME/CFS Patients via Improvement of Autophagy
  • Preprint
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May 2025

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18 Reads

Brian T. Ruan

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Amy Reyes

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Background: mTOR activation is associated with chronic inflammation in ME/CFS. Previous studies have shown that sustained mTOR activation can cause chronic muscle fatigue by inhibiting ATG13-mediated autophagy. This highlights the pivotal role of mTOR in the pathogenesis of ME/CFS. Methods: We conducted a decentralized, uncontrolled trial of rapamycin in 86 patients with ME/CFS to evaluate its safety and efficacy. Low-dose rapamycin (6 mg/week) was administered, and core ME/CFS symptoms were assessed on days 30 (T1), 60 (T2), and 90 (T3). Plasma levels of autophagy metabolites, such as pSer258-ATG13 and BECLIN-1, were measured and correlated with clinical outcomes, specifically MFI. Results: Rapamycin (6 mg/week) was tolerated without any SAEs. Of the 40 patients, 29 (72.5%) showed strong recovery in PEM, fatigue, and OI, along with improvements in MFI fatigue domains and SF-36 aspects. High levels of BECLIN-1 were detected in T3. Plasma pSer258-ATG13 levels were strongly downregulated at T1. Spearman’s correlation analysis indicated an association between autophagy impairment and reduced activity. Conclusions: Low-dose rapamycin effectively reduced PEM and other key symptoms in patients with ME/CFS, as measured by BAS, SSS, MFI, and SF-36. Future studies should encompass dose optimization and develop a diagnostic tool to identify responders with mTOR-mediated autophagy disruption.

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MHY1485 induces muscle fatigue in female B6 mice. A Three- to four-week-old B6 mice (n = 10; 5 male + 5 female/group) were orally administered with MHY1485 (labeled as “MHY”; mixed with 0.05% methylcellulose), every alternate day for 2 weeks. Representative images displayed the difference in body lengths between vehicle and 5 mg/kg MHY-fed animals. B Pharmacokinetic (PK) study to assess the bioavailability of MHY1485 in serum samples of mice (n = 3) after 0, 15, 30, 60, 90, 120, and 180 min of feeding via gavage. Results are mean ± SEM of three independent experiments. C Electrode placement strategy followed by D spontaneous EMG recording on the biceps femoris muscle of B6 mice. L stands for left, R for right, and the middle electrode is the reference electrode. The low-resolution unmagnified and high-resolution magnified EMG waves were shown for vehicles (i and ii) and (iii and iv) MHY1485-fed mice, respectively. E Reference EMG waves were observed to be consistent between groups. F Grip strength analysis in (i) the vehicle and (ii) MHY groups displayed significantly reduced (iii) latency measured on 4-, 8-, and 12-days post-drug treatment. **p < 0.001 and ***p < 0.0005 versus respective vehicle groups. The significance of the mean was tested with two-way ANOVA considering treatment and days as two effectors. Track plots represented gross motor activities of G vehicle- and H MHY-fed animals in open-field apparatus. I Total distance and J immobile time were measured in the vehicle (green dots) and MHY-fed (red dots) groups (n = 8 per group). ****p < 0.0005 and ***p < 0.001 versus MHY group compared to vehicle-fed group as derived by Mann–Whitney non-parametric test. Results are mean ± SEM of three independent experiments. K (i) Immunoblot assay of S2448phospho-mTOR (pmTOR), total mTOR (t mTOR), Raptor, and beta-actin (β-actin) were performed in muscle lysate. (ii) Relative densitometry analyses of tmTOR and pmTOR after normalizing with respective β-actin band densities (ImageJ software). **p < 0.01 versus control as derived by an unpaired t-test. L (i) Immunoblot analyses of S355phospho-ATG13 (pATG13)), total ATG13 (tATG13), and beta-actin were performed in the biceps muscle. (ii) Relative densitometry analysis indicated **p < 0.01 (= 0.0028) versus vehicle. M Representative images are WDFY3-stained muscle tissue sections of (i) vehicle and (ii) MHY1485 (5 mg/kg)-fed mice (n = 5). Insets are high-magnification images. Arrowheads indicate autophagosomes. N Dual immunofluorescence analysis of IBA1 (green) and WDFY3 (red) to detect the autophagosomes (WDFY3-ir red circles) in macrophage cells infiltrated in muscle tissue of vehicle-fed mouse. The detailed quantification analyses were performed in Supplementary Fig. 5. All raw blots were shown in Supplementary Fig. 10 and dotted histogram analysis for the quantification of autophagosome counts was shown in Supplementary Fig. 4
MHY1485 stimulates the infiltration and activation of M1 macrophage (M1Mφ) in muscle tissue. H&E staining in biceps muscle tissue of A vehicle and B MHY1485-fed mice (5 mg/kg). The infiltration of mononuclear cells (blue dots) was visible after 2 weeks of gavaging with MHY-1485 (alternative days at a dose of 5 mg/kg; n = 8/group). DAB immunostaining of serial Sects. (5 µm gap) by C CD4 and D CD8 antibodies demonstrated that these mononuclear cells were neither CD4-ir nor CD8-ir T cells. E and F are quantitative estimations of CD4- and CD8-ir cells, respectively. The quantification is done per 1 sq. mm parenchyma around blood vessels (n = 5/group). A total of 6 and 8 independent images per group were included for the quantifications of CD4 and CD8-ir cells, respectively. A non-parametric Mann–Whitney test was performed, and the resultant p-values were included on the histograms. IBA1 staining by DAB method in G vehicle- and H MHY-fed mice. I Quantification analyses of IBA1-ir cells were performed in 20 images (2 images from n = 10/group) in ImageJ software and plotted as dotted histograms in GraphPad Prism software. J Dual IF staining of IBA1 (green) and M1 Mφ marker CD40 (red) followed by K the quantification of CD40-ir cells were performed (total 20 images from two images in n = 10/group). Unpaired t-tests were performed to test the significance of means between groups. ***p < 0.0001 vs. vehicle as confirmed by parametric unpaired t-test. L Representative image of dual immunostaining of IBA1 and iNOS in the vehicle (left) and MHY-fed mice. Results are confirmed after three independent experiments
MHY1485 augments demyelinating response in muscle and spinal cord. A Bielschowsky’s silver staining of nerve fibers in horizontally sectioned biceps muscle tissue exhibits the loss of myelin integrity (blue arrow) in MHY-fed mice (n = 5/group). B Dual IF analyses of myelin marker MBP and axonal marker TUJ-1 were performed in muscle-serving nerve bundles of the vehicle and SIM-fed mice. Transverse (dorsoventral) sectioning of the biceps muscle was performed to expose the nerve bundle. C Horizontal (anteroposterior axis) sectioning of muscle tissue followed by dual IF staining demonstrated a lateral view of MBP (green) and TUJ-1 (red) stained nerve fibers serving skeletal muscle (biceps) tissue. D MFI (mean fluorescence intensity) was calculated as described in the method section. Briefly, 10 nerve bundles were randomly selected from 5 different images with a total of 50 selections per group. MFI was calculated in the green channel for MBP and the red channel for TUJ1 in each nerve fiber. After that, the ratio was measured and plotted as a scatter histogram. An unpaired t-test was performed to test the significance of the mean between groups that resulted in ***p < 0.005 versus control. E TUNEL staining followed by F quantification studies indicate that there was moderate but significant cell loss in MHY-fed muscle tissue. ****p < 0.0001 versus vehicle as indicated by a non-parametric Mann–Whitney U test (24 images were assessed from n = 5/group). G Luxol Fast Blue (LFB) staining exhibits the loss of myelin in the ventral horn of the lumbar spinal cord tissue of MHY-fed (lower panel), but not vehicle-fed (upper panel) mice. The demyelinating region was magnified and shown inset. H Eight LFB-stained spinal cord tissue were randomly selected per group followed by measuring the area of the entire image and that of only LFB-ir region in the area measuring tool of CaptaVision + (Accu-scope INC.) software. The result was shown by a dot histogram plot. Mann–Whitney U test revealed ****p < 0.0001 versus control in 9 spinal cord images collected from n = 5 mice/group. I IF staining of myelin marker MBP (red) in the demyelinated ventral horn of the lumbar spinal cord of vehicle- (upper panel) and MHY- (lower panel) fed mice. The magnified images were shown inset. J IF analysis of M1 Mφ marker CD40 (green) in the demyelinated ventral region of the spinal cord in MHY-fed mice. Nuclei were stained with DAPI (blue). K A parametric Pearson correlation analysis was shown in a scatter plot between the % of MBP-ir area of the spinal cord (Y-axis) and CD40-ir cells (X-axis) in 27 spinal cord images. Results are confirmed after three independent experiments in n = 5 mice per group
MHY1485 upregulates IL6 and RANTES. A An antibody array of 40 inflammatory cytokines (RayBiotech) was performed in the supernatants of C20 human microglial cells treated with 5 µM of MHY1485 for 48 h. Control sup was collected from microglia treated with DMSO for 48 h. The red arrow shows the IL6 expression, whereas the blue arrow indicates the RANTES expression. B Realtime mRNA expressions of IL6 were monitored in microglia treated with 1, 2, and 5 µM of MHY for 5 h under serum-free conditions. **p < 0.01 versus control as measured with the Mann–Whitney non-parametric test. C Realtime mRNA expressions of RANTES were monitored in human microglial cells treated with 1, 2, and 5 µM of MHY1485 for 5 h under serum-free conditions. **p < 0.01 versus control as measured with the Mann–Whitney test. D Immunoblot analysis of IL6 (~ 20 kDa) was performed in human microglial cells after treating increasing doses of MHY1485 for 24 h. The resultant expression was normalized with respective β-actin expressions followed by analyzing E relative density. **p < 0.01 versus control (Mann–Whitney test). F At 14 days, after the last dose of MHY1485 feeding blood collection was carried out via cardiac puncture method, serum was isolated in heparin tube, and then performed a similar antibody array method of 40 inflammatory cytokines. Red and blue arrows indicate IL6 and RANTES expressions, respectively. ELISA analyses of G IL6 and H RANTES in the serum samples were performed (n = 8/group). Non-parametric Mann–Whitney test represents ***p < 0.005 (= 0.0002) versus vehicle. Realtime mRNA expressions of I IL6 and J RANTES were performed in muscle tissue of vehicle and MHY-fed mice (n = 5 per group). The non-parametric Mann–Whitney tests represent **p < 0.01 and *p < 0.05 versus vehicle. Results are mean ± SEM of three different experiments. K IL6 and L RANTES concentrations were also measured by quantitative ELISA methods in sera of n = 8 healthy and age-matched n = 8 ME/CFS patients. Mann–Whitney tests represent *p < 0.05 (= 0.0407) and ***p < 0.005 (= 0.0002) versus the control group. Results are mean ± SEM of three different experiments
The essential role of STAT3 in MHY 1485-mediated expression of IL6 and RANTES. A Immunoblot analyses of mTOR with phosphorylated tyrosine 705 (pY705) and phosphorylated Serine727 (pS727) in the nuclear extracts of human C20 microglial cells treated with 1, 2, and 5 µM of MHY1485. Histone 3 (H3) immunoblot analysis was performed as a control. (Inset) Densitometric analyses were done in ImageJ followed by normalization with respective H3 bands. B EMSA analysis of STAT3 (probed with STAT3 oligonucleotide; Li-Cor Bioscience) in the nuclear extracts of human microglial cells treated with 1 and 2 µM MHY1485 (NC = negative control). The raw blot is shown in Supplementary Fig. 10. C The promoter analysis of the human IL6 promoter at chromosome 7 displays the detailed location and sequence of consensus STAT3 responsive element. D Chromatin immunoprecipitation (ChIP) analysis of STAT3- and IgG-pulled DNA (product length = 123 bp) surrounding STAT3 responsive element of IL6 promoter. Chromosomal DNA was isolated from blue = input; green = control; and red = 5 µM MHY1485-treated microglial cells, performed with ChIP, and the resultant real-time PCR amplification data suggests increased binding of STAT3 at IL6 promoter. Fold increases in E anti-STAT3- and F IgG-pulled down DNA were displayed after normalizing the Ct value of MHY-pulled down DNA with the Ct value of the input. *p < 0.05 versus control and ns = no significance. Results were mean ± SD of three different experiments. G Human RANTES promoter map at chromosome 17 with location and sequence. H Realtime PCR amplification of human RANTES promoter pulled down by anti-STAT3 antibody in human microglial cells treated with 5 µM MHY1485 (red). Control cells were treated with DMSO (green), and input (blue) was no antibody-treated group. Fold-increase of chromosomal DNA surrounding the STAT3-responsive element of the RANTES promoter was quantified after pulling down with I STAT3 antibody and J IgG. The result was further quantified with relative Ct analyses in (K) anti-STAT3 and (L) IgG-pulled DNA after normalizing with input Ct. *p < 0.05 versus control and ns = no significance. Results were mean ± SD after three different experiments. K GFP-reporter assay of wild-type IL6 promoter cloned at STAT3 response element tagged GFP at the N-terminus region (pwtIL6). The promoter clone was transfected in HEK293T cells followed by stimulation with 1, 2, and 5 µM of MHY1485, and the resultant GFP signal was quantified with Ex: Em = 485 nm:535 nm. Results are mean ± SD of three different experiments. *p < 0.05 versus control and ns = no significance. L Site-directed mutagenesis of STAT3-response element of human IL6 promoter followed by the construction of a GFP reporter clone was performed. A dose-dependent effect of MHY1485 on the expression of GFP reporter was evaluated in HEK293T cells. ns = no significance. M DAB immunostaining of Y705PSTAT3 in skeletal muscle tissue (biceps muscle biopsies) of vehicle- and 5 mg/kg MHY1485-fed mice (n = 5/group). The representative image was derived from muscle epithelium. N Dual IF analysis of Y705PSTAT3 and macrophage-marker IBA1 in epithelial tissue of vehicle- and MHY-fed mice (n = 5/per group). Insets are magnified images of respective enclosed areas. Nuclei were stained with DAPI

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Inactivation of ATG13 stimulates chronic demyelinating pathologies in muscle-serving nerves and spinal cord

January 2025

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61 Reads

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1 Citation

Immunologic Research

Chronic muscle fatigue is a condition characterized by debilitating muscle weakness and pain. Based on our recent finding to study the potential effect of mTOR on ATG13 inactivation in chronic muscle fatigue, we report that biweekly oral administration with MHY1485, a potent inducer of mTOR, develops chronic illness in mice resulting in severe muscle weakness. As a mechanism, we observed that MHY1485 feeding impaired ATG13-dependent autophagy, caused the infiltration of inflammatory M1 macrophages (Mφ), upregulated IL6 and RANTES by STAT3 activation, and augmented demyelination in muscle-serving nerve fibers. Interestingly, these mice displayed worsened muscle fatigue during 2-day post-treadmill exercise, suggesting the critical role of chronic mTOR activation in potential PEM pathogenesis. Interestingly, ATG13-repressor mice exhibited enhanced infiltration of M1Mφ cells, STAT3 activation, demyelination of nerve fibers, and PEM-like symptoms, suggesting the potential role of ATG13 impairment in post-exertional fatigue. Highlights The potential role of mTOR activation in post-exertional fatigue is highlighted. As a molecular mechanism, mTOR activation augments autophagy impairment via ATG13 inactivation. Autophagy impairment induces IL-6 and RANTES via STAT3, demyelinates nerves in the muscle and spinal cord. ATG13 repressor mice (Tg-ATG13) displayed inflammatory demyelination and post-treadmill fatigue. Graphical abstract


CBSB measures for speed of performance by study groups across timepoints. Estimated mean score [95% Confidence Interval (CI)] in CogState measures across 5 sessions: LMN = Speed is represented by the mean of the log10 transformed reaction times for correct responses; MPS = Moves per second; DET = Detection, IDN = Identification, OCL = One Card Learning, ONB = 1-Back, TWOB- 2-Back, GML = Groton Maze Learning; *p < 0.01.
TOPF and WAIS-IV digit span tests.
Latency to respond between ME/CFS participants with and without exercise testing across timepoints (n = 261).
Cognitive assessment in myalgic encephalomyelitis/chronic fatigue syndrome (ME/CFS): a cognitive substudy of the multi-site clinical assessment of ME/CFS (MCAM)

November 2024

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101 Reads

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2 Citations

Introduction Patients with Myalgic Encephalomyelitis/Chronic Fatigue Syndrome (ME/CFS) experience cognitive problems with attention, information processing speed, working memory, learning efficiency, and executive function. Commonly, patients report worsening of cognitive symptoms over time after physical and/or cognitive challenges. To determine, monitor, and manage longitudinal decrements in cognitive function after such exposures, it is important to be able to screen for cognitive dysfunction and changes over time in clinic and also remotely at home. The primary objectives of this paper were: (1) to determine whether a brief computerized cognitive screening battery will detect differences in cognitive function between ME/CFS and Healthy Controls (HC), (2) to monitor the impact of a full-day study visit on cognitive function over time, and (3) to evaluate the impact of exercise testing on cognitive dysfunction. Methods This cognitive sub-study was conducted between 2013 and 2019 across seven U.S. ME/CFS clinics as part of the Multi-Site Clinical Assessment of ME/CFS (MCAM) study. The analysis included 426 participants (261 ME/CFS and 165 HC), who completed cognitive assessments including a computerized CogState Brief Screening Battery (CBSB) administered across five timepoints (T0-T4) at the start of and following a full day in-clinic visit that included exercise testing for a subset of participants (182 ME/CFS and 160 HC). Exercise testing consisted of ramped cycle ergometry to volitional exhaustion. The primary outcomes are performance accuracy and latency (performance speed) on the computerized CBSB administered online in clinic (T0 and T1) and at home (T2-T4). Results No difference was found in performance accuracy between ME/CFS and HCs whereas information processing speed was significantly slower for ME/CFS at most timepoints with Cohen’s d effect sizes ranging from 0.3–0.5 (p < 0.01). The cognitive decline over time on all CBSB tasks was similar for patients with ME/CFS independent of whether exercise testing was included in the clinic visit. Conclusion The challenges of a clinic visit (including cognitive testing) can lead to further cognitive deficits. A single short session of intense exercise does not further reduce speed of performance on any CBSB tasks.


Fig. 1 UpSet Plot for Overlapping COPCs in People with ME/CFS (n = 453). UpSet shows intersections in a matrix, with the rows of the matrix corresponding to the six COPC sets (from the bottom of set size: cMHA (chronic migraine/headache), FM (fibromyalgia), cLBP (chronic low back pain), IBS (irritable bowel syndrome), TMD (temporomandibular disorder), and IC/IB (interstitial cystitis/irritable bladder)), and the columns to the intersections between these sets. The size of the sets (i.e., the total number of individuals with each COPC) and of the co-occurrence among COPCs are shown as bar charts in blue and red, respectively. The set size is the same as the n for each COPCs among ME/CFS participants that was previously described in Table 2: cMHA (n = 286), FM (n = 268), cLBP (n = 197), IBS (n = 188), TMD (n = 82), and IC/IB (n = 25)
Fig. 2 Mean Difference in Health Measures Between ME/CFS Participants With and Without Individual COPCs. Matrix graphs of health measures (A-G) by COPC comorbidities. Rows give the mean difference in specific subscale scores for ME/CFS participants with and without COPC in the column. SF-36 = 36-item Health Survey -Short Form [35]; PROMIS = Patient-Reported Outcomes Measurement Information System [29-34]; CDC-SI = CDC Symptom Inventory [26]; MFI-20 = 20-item Multidimensional Fatigue Inventory [27, 28]; BPI = Brief Pain Inventory [25]; CDC-HRQoL Unhealthy days [36]; cMHA = chronic migraine/headache; FM = fibromyalgia; cLBP = chronic low back pain; IBS = irritable bowel syndrome; TMD = temporomandibular disorder; IC/IB = interstitial cystitis/irritable bladder; COPCs = chronic overlapping pain conditions a p < 0.05, b p < 0.01,
Chronic Overlapping Pain Conditions in people with Myalgic Encephalomyelitis/Chronic Fatigue Syndrome (ME/CFS): a sample from the Multi-site Clinical Assessment of ME/CFS (MCAM) study

October 2024

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92 Reads

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3 Citations

BMC Neurology

Background Chronic overlapping pain conditions (COPCs), pain-related conditions that frequently occur together, may occur in patients with myalgic encephalomyelitis/chronic fatigue syndrome (ME/CFS) and could impact illness severity. This study aimed to identify comorbid COPCs in patients with ME/CFS and evaluate their impact on illness severity. Methods We used data from 923 participants in the Multi-Site Clinical Assessment of ME/CFS study, conducted in seven U.S. specialty clinics between 2012 and 2020, who completed the baseline assessment (595 ME/CFS and 328 healthy controls (HC)). COPCs included chronic low back pain (cLBP), chronic migraine/headache (cMHA), fibromyalgia (FM), interstitial cystitis/irritable bladder (IC/IB), irritable bowel syndrome (IBS), temporomandibular disorder (TMD). Illness severity was assessed through questionnaires measuring symptoms and functioning. Multivariate analysis of variance and analysis of covariance models were used for analyses. Log-binomial regression analyses were used to compute prevalence of COPCs and prevalence ratios (PR) between groups with 95% confidence intervals. Both unadjusted and adjusted results with age and sex are presented. Results 76% of participants with ME/CFS had at least one COPCs compared to 17.4% of HC. Among ME/CFS participants, cMHA was most prevalent (48.1%), followed by FM (45.0%), cLBP (33.1%), and IBS (31.6%). All individual COPCs, except TMD, were significantly more frequent in females than males. The unadjusted PR (ME/CFS compared to HC) was highest for FM [147.74 (95% confidence interval (CI) = 20.83-1047.75], followed by cLBP [39.45 (12.73-122.27)], and IC/IB [13.78 (1.88-101.24)]. The significance and order did not change after age and sex adjustment. The COPC comorbidities of cLBP and FM each had a significant impact on most health measures, particularly in pain attributes (Cohen’s d effect size 0.8 or larger). While the impact of COPC comorbidities on non-pain attributes and quality of life measures was less pronounced than that on pain, statistically significant differences between ME/CFS participants with and without COPCs were still evident. Conclusions More than 75% of ME/CFS participants had one or more COPCs. Multiple COPCs further exacerbated illness severity, especially among females with ME/CFS. Assessment and management of COPCs may help improve the health and quality of life for patients with ME/CFS.


Dysregulation of tetrahydrobiopterin metabolism in myalgic encephalomyelitis/chronic fatigue syndrome by pentose phosphate pathway

August 2024

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64 Reads

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2 Citations

Journal of Central Nervous System Disease

Background Tetrahydrobiopterin (BH4) and its oxidized derivative dihydrobiopterin (BH2) were found to be strongly elevated in ME/CFS patients with orthostatic intolerance (ME + OI). Objective However, the molecular mechanism of biopterin biogenesis is poorly understood in ME + OI subjects. Here, we report that the activation of the non-oxidative pentose phosphate pathway (PPP) plays a critical role in the biogenesis of biopterins (BH4 and BH2) in ME + OI subjects. Research Design and Results Microarray-based gene screening followed by real-time PCR-based validation, ELISA assay, and finally enzyme kinetic studies of glucose-6-phosphate dehydrogenase (G6PDH), transaldolase (TALDO1), and transketolase (TK) enzymes revealed that the augmentation of anaerobic PPP is critical in the regulations of biopterins. To further investigate, we devised a novel cell culture strategy to induce non-oxidative PPP by treating human microglial cells with ribose-5-phosphate (R5P) under a hypoxic condition of 85%N2/10%CO2/5%O2 followed by the analysis of biopterin metabolism via ELISA, immunoblot, and dual immunocytochemical analyses. Moreover, the siRNA knocking down of the taldo1 gene strongly inhibited the bioavailability of phosphoribosyl pyrophosphate (PRPP), reduced the expressions of purine biosynthetic enzymes, attenuated GTP cyclohydrolase 1 (GTPCH1), and suppressed subsequent production of BH4 and its metabolic conversion to BH2 in R5P-treated and hypoxia-induced C20 human microglia cells. These results confirmed that the activation of non-oxidative PPP is indeed required for the upregulation of both BH4 and BH2 via the purine biosynthetic pathway. To test the functional role of ME + OI plasma-derived biopterins, exogenously added plasma samples of ME + OI plasma with high BH4 upregulated inducible nitric oxide synthase (iNOS) and nitric oxide (NO) in human microglial cells indicating that the non-oxidative PPP-induced-biopterins could stimulate inflammatory response in ME + OI patients. Conclusion Taken together, our current research highlights that the induction of non-oxidative PPP regulates the biogenesis of biopterins contributing to ME/CFS pathogenesis.


Distribution of age at enrollment by site (A through G) and overall mean. The boxplots display the five-number summary: minimum, first quartile (Q1), median, third quartile (Q3), and maximum. The central rectangle spans from the first quartile to the third quartile (the interquartile range), a green segment inside the rectangle shows the median, the red diamond shows the mean, and the vertical lines (sometimes referred to as whiskers) are extended to the extrema of the distribution in the data set.
Distribution of age at diagnosis by site (A through G). The boxplots display the five-number summary: minimum, first quartile (Q1), median, third quartile (Q3), and maximum. The central rectangle spans from the first quartile to the third quartile (the interquartile range), a green segment inside the rectangle shows the median, the red diamond shows the mean, and the vertical lines (sometimes referred to as whiskers) are extended to the extrema of the distribution in the data set.
Agreement in classification by case definition algorithm. Venn diagram showing the overlap in classification by case definition algorithm. The number that did not fulfil any of the algorithms is shown in the background. Note: Data exclude 16 participants with insufficient information to determine all classifications.
Histograms of CDC Inventory Scores by clinic. Frequency of CDC Symptom Inventory scores (frequency X severity) is shown by score groups 0 (not present), 1–4, 5–8, 9–12, and 13–16 (highest scores) for each clinic (A–G, shown by colors noted at the bottom of the figure).
Heterogeneity in Measures of Illness among Patients with Myalgic Encephalomyelitis/Chronic Fatigue Syndrome Is Not Explained by Clinical Practice: A Study in Seven U.S. Specialty Clinics

February 2024

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153 Reads

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2 Citations

Background: One of the goals of the Multi-site Clinical Assessment of Myalgic Encephalomyelitis/Chronic Fatigue Syndrome (MCAM) study was to evaluate whether clinicians experienced in diagnosing and caring for patients with myalgic encephalomyelitis/chronic fatigue syndrome (ME/CFS) recognized the same clinical entity. Methods: We enrolled participants from seven specialty clinics in the United States. We used baseline data (n = 465) on standardized questions measuring general clinical characteristics, functional impairment, post-exertional malaise, fatigue, sleep, neurocognitive/autonomic symptoms, pain, and other symptoms to evaluate whether patient characteristics differed by clinic. Results: We found few statistically significant and no clinically significant differences between clinics in their patients’ standardized measures of ME/CFS symptoms and function. Strikingly, patients in each clinic sample and overall showed a wide distribution in all scores and measures. Conclusions: Illness heterogeneity may be an inherent feature of ME/CFS. Presenting research data in scatter plots or histograms will help clarify the challenge. Relying on case–control study designs without subgrouping or stratification of ME/CFS illness characteristics may limit the reproducibility of research findings and could obscure underlying mechanisms.


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Augmentation of Anaerobic Pentose Phosphate Pathway Dysregulates Tetrahydrobiopterin Metabolism in Myalgic Encephalomyelitis/ Chronic Fatigue Syndrome (ME/CFS) Patients with Orthostatic Intolerance: A Pilot Study

December 2023

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107 Reads

Tetrahydrobiopterin (BH4), an essential cofactor of amino acid metabolism, was found to be strongly elevated in ME/CFS patients with Orthostatic intolerance (ME + OI). However, the molecular mechanism of BH4 upregulation is poorly understood in ME + OI patients. Here, we report that the activation of the non-oxidative pentose phosphate pathway (PPP) plays a critical role in the biosynthesis of BH4 in ME + OI patients. Microarray-based gene screening followed by real-time PCR-based validation, ELISA assay, and finally enzyme kinetic studies of glucose-6-phosphate dehydrogenase (G6PDH), transaldolase (TALDO1), and transketolase (TK) enzymes revealed that the augmentation of anaerobic PPP is critical in the pathogenesis of ME + OI. Along with the upregulated anaerobic PPP enzymes, we observed that biopterin metabolites such as BH4 and dihydrobiopterin (BH2) are strongly upregulated suggesting the disruption of biopterin homeostasis in ME + OI patients. To explore the molecular role of anaerobic PPP in biopterin metabolism, we devised a novel cell culture strategy to induce non-oxidative PPP by treating human microglial cells with ribose-5-phosphate (R5P) under a hypoxic condition of 85%N 2 /10%CO 2 /5%O 2 followed by the analysis of BH4 and BH2 upregulation via ELISA, immunoblot and dual immunocytochemical analyses. These results confirmed that the activation of non-oxidative PPP is indeed required for the upregulation of both BH4 and BH2. Moreover, the siRNA knocking down of the taldo1 gene strongly inhibited the expression of GTP cyclohydrolase 1 (GTPCH1) and subsequent production of BH4 and its metabolic conversion to BH2 in R5P-treated and hypoxia-induced C20 human microglia cells. To test the functional role of ME + OI plasma-derived biopterins, exogenously added plasma samples of ME + OI plasma with high BH4 upregulated inducible nitric oxide synthase (iNOS) and nitric oxide (NO) in human microglial cells indicating that the non-oxidative PPP-induced-biopterins could stimulate inflammatory response in ME + OI patients.


Myalgic Encephalomyelitis—Chronic Fatigue Syndrome Common Data Element item content analysis

September 2023

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86 Reads

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4 Citations

Introduction Myalgic Encephalomyelitis/Chronic Fatigue Syndrome (ME/CFS) is a multisystem chronic disease estimated to affect 836,000–2.5 million individuals in the United States. Persons with ME/CFS have a substantial reduction in their ability to engage in pre-illness levels of activity. Multiple symptoms include profound fatigue, post-exertional malaise, unrefreshing sleep, cognitive impairment, orthostatic intolerance, pain, and other symptoms persisting for more than 6 months. Diagnosis is challenging due to fluctuating and complex symptoms. ME/CFS Common Data Elements (CDEs) were identified in the National Institutes of Health (NIH) National Institute of Neurological Disorders and Stroke (NINDS) Common Data Element Repository. This study reviewed ME/CFS CDEs item content. Methods Inclusion criteria for CDEs (measures recommended for ME/CFS) analysis: 1) assesses symptoms; 2) developed for adults; 3) appropriate for patient reported outcome measure (PROM); 4) does not use visual or pictographic responses. Team members independently reviewed CDEs item content using the World Health Organization International Classification of Functioning, Disability and Health (ICF) framework to link meaningful concepts. Results 119 ME/CFS CDEs (measures) were reviewed and 38 met inclusion criteria, yielding 944 items linked to 1503 ICF meaningful concepts. Most concepts linked to ICF Body Functions component (b-codes; n = 1107, 73.65%) as follows: Fatiguability (n = 220, 14.64%), Energy Level (n = 166, 11.04%), Sleep Functions (n = 137, 9.12%), Emotional Functions (n = 131, 8.72%) and Pain (n = 120, 7.98%). Activities and Participation concepts (d codes) accounted for a smaller percentage of codes (n = 385, 25.62%). Most d codes were linked to the Mobility category (n = 69, 4.59%) and few items linked to Environmental Factors (e codes; n = 11, 0.73%). Discussion Relatively few items assess the impact of ME/CFS symptoms on Activities and Participation. Findings support development of ME/CFS-specific PROMs, including items that assess activity limitations and participation restrictions. Development of psychometrically-sound, symptom-based item banks administered as computerized adaptive tests can provide robust assessments to assist primary care providers in the diagnosis and care of patients with ME/CFS.


A multicenter virome analysis of blood, feces, and saliva in myalgic encephalomyelitis/chronic fatigue syndrome

August 2023

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97 Reads

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7 Citations

Journal of Medical Virology

Myalgic encephalomyelitis/chronic fatigue syndrome (ME/CFS) is estimated to affect 0.4%-2.5% of the global population. Most cases are unexplained; however, some patients describe an antecedent viral infection or response to antiviral medications. We report here a multicenter study for the presence of viral nucleic acid in blood, feces, and saliva of patients with ME/CFS using polymerase chain reaction and high-throughput sequencing. We found no consistent group-specific differences other than a lower prevalence of anelloviruses in cases compared to healthy controls. Our findings suggest that future investigations into viral infections in ME/CFS should focus on adaptive immune responses rather than surveillance for viral gene products.


Detection of Elevated Level of Tetrahydrobiopterin in Serum Samples of ME/CFS Patients with Orthostatic Intolerance: A Pilot Study

May 2023

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60 Reads

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6 Citations

Myalgic encephalomyelitis or chronic fatigue syndrome (ME/CFS) is a multisystem chronic illness characterized by severe muscle fatigue, pain, dizziness, and brain fog. Many patients with ME/CFS experience orthostatic intolerance (OI), which is characterized by frequent dizziness, light-headedness, and feeling faint while maintaining an upright posture. Despite intense investigation, the molecular mechanism of this debilitating condition is still unknown. OI is often manifested by cardiovascular alterations, such as reduced cerebral blood flow, reduced blood pressure, and diminished heart rate. The bioavailability of tetrahydrobiopterin (BH4), an essential cofactor of endothelial nitric oxide synthase (eNOS) enzyme, is tightly coupled with cardiovascular health and circulation. To explore the role of BH4 in ME/CFS, serum samples of CFS patients (n = 32), CFS patients with OI only (n = 10; CFS + OI), and CFS patients with both OI and small fiber polyneuropathy (n = 12; CFS + OI + SFN) were subjected to BH4 ELISA. Interestingly, our results revealed that the BH4 expression is significantly high in CFS, CFS + OI, and CFS + OI + SFN patients compared to age-/gender-matched controls. Finally, a ROS production assay in cultured microglial cells followed by Pearson correlation statistics indicated that the elevated BH4 in serum samples of CFS + OI patients might be associated with the oxidative stress response. These findings suggest that the regulation of BH4 metabolism could be a promising target for understanding the molecular mechanism of CFS and CFS with OI.


Citations (43)


... Subjectively reported cognitive difficulties in memory, attention, and information processing are significantly worse in ME/CFS patients compared to healthy controls [19][20][21][22][23][24]. Impairments in these cognitive domains have been confirmed using neurocognitive assessments, although difficulties in working memory and information processing are suggested to only emerge when undertaking time-dependent tasks [25][26][27][28][29][30][31]. However, results are often inconsistent, with some studies finding no differences between ME/CFS patients and controls [19,21,22,32]. ...

Reference:

Cognitive Dysfunction in Myalgic Encephalomyelitis/Chronic Fatigue Syndrome—Aetiology and Potential Treatments
Cognitive assessment in myalgic encephalomyelitis/chronic fatigue syndrome (ME/CFS): a cognitive substudy of the multi-site clinical assessment of ME/CFS (MCAM)

... Chronic pain is a common complaint in ME/CFS [41]. Pain has an "attentional cost" which affects cognitive domains linked to attention [42]. ...

Chronic Overlapping Pain Conditions in people with Myalgic Encephalomyelitis/Chronic Fatigue Syndrome (ME/CFS): a sample from the Multi-site Clinical Assessment of ME/CFS (MCAM) study

BMC Neurology

... Biotinylation of histones leads to gene silencing and modifies DNA repair and chromatin structure [90,91]. Tetrahydrobiopterin is elevated in serum of ME/CFS patients with orthostatic intolerance [92,93]. ...

Dysregulation of tetrahydrobiopterin metabolism in myalgic encephalomyelitis/chronic fatigue syndrome by pentose phosphate pathway

Journal of Central Nervous System Disease

... The primary data collection was from the Multi-Site Clinical Assessment of Myalgic Encephalomyelitis/ Chronic Fatigue Syndrome (MCAM) study [23,24]. The study was reviewed and approved by the Institutional Review Boards of the Centers for Disease Control and Prevention (CDC), Open Medicine Institute Consortium, Mount Sinai Beth Israel, and Nova Southeastern University. ...

Heterogeneity in Measures of Illness among Patients with Myalgic Encephalomyelitis/Chronic Fatigue Syndrome Is Not Explained by Clinical Practice: A Study in Seven U.S. Specialty Clinics

... Hypometabolism may indicate a reduced capacity for accurate immune responses, aligning with features of immune exhaustion. A recent study showed that the T cells of patients with ME/CFS increasingly rely on fatty acid oxidation (FAO) for ATP production, have reduced glycolysis, and increased uptake of exogenous fatty acids, potentially impacting immune regulation [141]. These metabolic adaptations resemble patterns seen in T cell exhaustion during chronic infections and cancer, further supporting the hypothesis of immune exhaustion in ME/CFS [141]. ...

Altered Fatty Acid Oxidation in Lymphocyte Populations of Myalgic Encephalomyelitis/Chronic Fatigue Syndrome

... Furthermore, the PEM subscale on the DSQ showed great clinical usefulness in that it could distinguish between patients with ME/CFS and controls (a PEM subscale score of 20 optimally distinguished patients from controls). In addition, Slavin et al. [35] have listed the DSQ as a core Common Data Element assessment instrument for ME/CFS. ...

Myalgic Encephalomyelitis—Chronic Fatigue Syndrome Common Data Element item content analysis

... However, this investigation found no significant differences in viral populations between ME/CFS patients and healthy controls. 40 ...

A multicenter virome analysis of blood, feces, and saliva in myalgic encephalomyelitis/chronic fatigue syndrome
  • Citing Article
  • August 2023

Journal of Medical Virology

... Biotinylation of histones leads to gene silencing and modifies DNA repair and chromatin structure [90,91]. Tetrahydrobiopterin is elevated in serum of ME/CFS patients with orthostatic intolerance [92,93]. ...

Detection of Elevated Level of Tetrahydrobiopterin in Serum Samples of ME/CFS Patients with Orthostatic Intolerance: A Pilot Study

... However, the other possibility is the disruptive autoimmune-like response of our immune system to certain pathogens, which is associated with a purposeless, delayed, persistent activation and a legacy of inflammation. There is growing evidence that one or more of these viruses can cause long-term abnormalities in the immune system and lead to ME/CFS [18][19][20]. ...

Correction: Potential molecular mechanisms of chronic fatigue in long haul COVID and other viral diseases

Infectious Agents and Cancer

... No relevant papers were excluded because they were behind paywalls or otherwise inaccessible. A total of 31 studies were excluded because of inadequate methods or missing data (19,32,. The remaining 28 records (9,(12)(13)(14)(15) (Table 1 and Supplementary Table S1) were included in the meta-analysis. ...

Natural killer cytotoxicity in myalgic encephalomyelitis/chronic fatigue syndrome (ME/CFS): a multi-site clinical assessment of ME/CFS (MCAM) sub-study

Journal of Translational Medicine