Category: Methodology

Stress-Induced Changes in Immune Signatures in ME/CFS Patients Determined by Transcriptome Analysis

Abstract:

Myalgic encephalomyelitis/chronic fatigue syndrome (ME/CFS) is a chronic, complex multi-organ illness characterized by unexplained debilitating fatigue and post-exertional malaise (PEM). We evaluated transcriptomic changes in peripheral blood mononuclear cells (PBMC) of ME/CFS patients undergoing an exercise challenge and explored the transcriptomic response to exercise and recovery in PBMC of ME/CFS patients, as compared to healthy controls using RNA sequencing technology. As transcriptomic changes in ME/CFS patients are still in the phase of discovery, analysis of data has to be stringent, and the most important results have to be validated by a different technology, such as real-time PCR or NanoString.

Source: Gamer J, Van Booven D, Zarnowski O, Perez M, Frank J, Pangeni RP, Collado F, Klimas NG, Oltra E, Nathanson L. Stress-Induced Changes in Immune Signatures in ME/CFS Patients Determined by Transcriptome Analysis. Methods Mol Biol. 2025;2920:103-112. doi: 10.1007/978-1-0716-4498-0_7. PMID: 40372680. https://link.springer.com/protocol/10.1007/978-1-0716-4498-0_7

Quantitative Proteomics on Immune Cells of ME/CFS Patients Using SWATH-MS

Abstract:

Proteomics is one of the “omics” disciplines that has provided molecular insights into the pathophysiology of myalgic encephalomyelitis/chronic fatigue syndrome (ME/CFS). Here we describe a complete SWATH-MS workflow for the quantitative profiling of proteins extracted from peripheral mononuclear blood cells to investigate proteomic alterations in ME/CFS. This workflow covers all steps of sample preparation, data acquisition, and data analysis.

We describe the process of generating a comprehensive spectral library from a pre-fractionated peptide reference sample followed by the acquisition of DIA data sets of individual samples using a 5600+ TripleTOF mass spectrometer. Examples of both library-based and library-free data analysis pipelines are presented based on the PeakView/MarkerView software package (commercial) and DIA-NN (free) software respectively.

Source: Kumar A, Peppercorn K, Kleffmann T. Quantitative Proteomics on Immune Cells of ME/CFS Patients Using SWATH-MS. Methods Mol Biol. 2025;2920:113-140. doi: 10.1007/978-1-0716-4498-0_8. PMID: 40372681. https://link.springer.com/protocol/10.1007/978-1-0716-4498-0_8

Application of DNA Methylome Analysis to Patients with ME/CFS

Abstract:

Myalgic encephalomyelitis/chronic fatigue syndrome is a post-viral/stressor syndrome that has a complex pathophysiology reflecting multiple changes in many cell transcripts and proteins. These changes imply a change in the regulation of gene expression at the level of the DNA. A significant contributor to this is the modulation of the methylation at specific sites within regulatory regions throughout the genome that can either enhance or dampen expression depending on whether methylation is reduced or increased, respectively. DNA methylation can be analyzed by array technology or by reduced representation bisulfite sequencing (RRBS) or whole genome bisulfite sequencing (WGBS).

This chapter describes RRBS, which has been very effective at analyzing the methylation states of ME/CFS patients both in single time point studies and in longitudinal studies with individual patients, for example, following a relapse recovery cycle. Here, we describe the step-by-step experimental methodology of how RRBS has been applied to DNA samples from ME/CFS patients and the analytical platforms used to detect the methylation changes that are statistically significant between patients and health controls. It has the potential to provide molecular biomarkers for a diagnostic test or to follow the progression of the condition in patients or through relapse/recovery fluctuations that occur frequently through the ongoing course of the disease. When effective therapies become available it has the potential to monitor the effectiveness on individual patients under treatment.

Source: Peppercorn K, Edgar CD, Al Momani S, Rodger EJ, Tate WP, Chatterjee A. Application of DNA Methylome Analysis to Patients with ME/CFS. Methods Mol Biol. 2025;2920:141-160. doi: 10.1007/978-1-0716-4498-0_9. PMID: 40372682. https://link.springer.com/protocol/10.1007/978-1-0716-4498-0_9

Repeated Cardiopulmonary Exercise Testing of ME/CFS Patients

Abstract:

Post-exertional malaise is a cardinal symptom present in 95% of individuals with myalgic encephalomyelitis (ME/CFS). Repeated cardiopulmonary exercise testing has been momentous in revealing that the physiological systems of those with ME/CFS are impaired or damaged and do not respond to exercise/physical activity like those without the condition. The 24-h repeated exercise test may demonstrate a reduction in peak oxygen consumption (VO2 peak), VO2 at ventilatory threshold, power output at both peak and ventilatory threshold, along with a reduction/diminished maximal heart rate commensurate with chronotropic intolerance. In this chapter, I describe the process and methods of repeated cardiopulmonary exercise testing, used to assess exercise tolerance in individuals with ME/CFS.

Source: Hodges L. Repeated Cardiopulmonary Exercise Testing of ME/CFS Patients. Methods Mol Biol. 2025;2920:163-172. doi: 10.1007/978-1-0716-4498-0_10. PMID: 40372683. https://link.springer.com/protocol/10.1007/978-1-0716-4498-0_10

Real-Time Measurement of Mitochondrial Function and Glycolysis in Lymphoblastoid Cell Lines

Abstract:

Cells require energy in the form of ATP to function. The two main ways in which cells generate energy in mammalian cells is through glycolysis and oxidative phosphorylation (OXPHOS). Glycolysis takes place in the cytosol and involves the breakdown of glucose molecules, generating ATP and pyruvate, while OXPHOS takes place in the mitochondria and is responsible for producing the majority of ATP for the cell. A dysregulation of these cellular processes has been reported in myalgic encephalomyelitis/chronic fatigue syndrome (ME/CFS). In order to understand the mechanisms of the disease, it is imperative to understand how the bioenergetic pathways are altered in ME/CFS.

Here we describe a method for measuring mitochondrial function and glycolytic function using the Agilent Seahorse Extracellular Flux Analyzer. We have optimized these assays for use in actively proliferating lymphoblastoid cell lines that are generated from blood cells. This assay measures oxygen consumption rate and extracellular acidification rates providing an overview of mitochondrial function and efficiency and glycolytic rate and capacity, respectively. These assays are performed on live, intact cells, and enable us to view different components and measurements of energy metabolism through the injection of different compounds that stimulate or inhibit various sections of these pathways. The below method details an optimized glycolysis and mitochondrial assay for 96-well plates with modifications noted for use in 24-well plates.

Source: Katsaros T, Missailidis D, Annesley SJ. Real-Time Measurement of Mitochondrial Function and Glycolysis in Lymphoblastoid Cell Lines. Methods Mol Biol. 2025;2920:173-202. doi: 10.1007/978-1-0716-4498-0_11. PMID: 40372684. https://link.springer.com/protocol/10.1007/978-1-0716-4498-0_11

Mitochondrial Measures in Primary Cells Isolated from Patients with ME/CFS

Abstract:

Fibroblasts and peripheral blood mononuclear cells (PBMCs) are commonly utilized cell types for the analysis of mitochondrial function. Fibroblasts, derived from connective tissue, provide a reliable model for studying mitochondrial metabolism due to their active role in energy production and their accessibility for experimental manipulations. PBMCs, on the other hand, are a heterogeneous population of immune cells that include lymphocytes and monocytes. They offer the advantage of reflecting mitochondrial function in circulating cells and providing insights into systemic aspects of mitochondrial biology. Both cell types can be cultured and treated with various substrates or stressors to assess parameters of mitochondrial function.

Here we describe the use of fibroblasts and PBMCs isolated from patients with myalgic encephalomyelitis/chronic fatigue syndrome (ME/CFS) to investigate mitochondrial abnormalities in the pathogenesis of this disease. Our techniques employ the use of fluorescent cellular dyes to measure mitochondrial mass, membrane potential and reactive oxygen species levels, luminescent measures of cellular NAD/NADH levels, and FRET-based measurements of the cellular and energy regulators, TORC1 and AMPK. These techniques are similarly useful for studying different physiological and pathological conditions.

Source: Allan CY, Katsaros T, Missailidis D, Fisher PR, Annesley SJ. Mitochondrial Measures in Primary Cells Isolated from Patients with ME/CFS. Methods Mol Biol. 2025;2920:203-223. doi: 10.1007/978-1-0716-4498-0_12. PMID: 40372685. https://link.springer.com/protocol/10.1007/978-1-0716-4498-0_12

Measuring Biomarkers of Oxidative Stress in ME/CFS Patients

Abstract:

Patients with myalgic encephalomyelitis/chronic fatigue syndrome (ME/CFS) have a deficiency in energy production as a result of dysfunctions in their mitochondrial metabolism, defects in the complexes of the electron transport chain, and in the regulation of reactive oxygen species (ROS). This can lead to an imbalance and excess of these species with subsequent modifications of proteins, lipids, and DNA.

Oxidative stress is defined as an accumulation of ROS due to a loss of regulation and the subsequent inability to detoxify them. The modifications to the cellular macromolecules by ROS can be used as biomarkers of oxidative stress and so have the potential to monitor the disease course of a condition like ME/CFS.

Proteins are especially vulnerable to oxidative stress as amino acid residues are naturally modified as part of cell signaling so, in an imbalance between ROS and antioxidants, proteins become modified at multiple sites potentially altering structure and function. Protein carbonyl modifications are stable and can be measured using 2,4-dinitrophenylhydrazine using a commercial ELISA assay. This has been applied here to immune cell proteins and plasma from ME/CFS patients who had moderate functional activity before and during an exercise protocol, and was shown to have potential as a marker of oxidative stress in these patients. The methods used to measure the DNA modification, 8-hydroxy-2′-deoxyguanosine (8-OHdG) are known to give varied results depending on the technology used.

Here, a commercial ELISA assay did not have the sensitivity to detect the modifications in the DNA before and during the exercise protocol of these ME/CFS patients.

Source: Walker M. Measuring Biomarkers of Oxidative Stress in ME/CFS Patients. Methods Mol Biol. 2025;2920:225-244. doi: 10.1007/978-1-0716-4498-0_13. PMID: 40372686. https://link.springer.com/protocol/10.1007/978-1-0716-4498-0_13

Measurement of Genetic Variations in ME/CFS Patients in the IDO2 Gene Encoding an Enzyme Metabolizing Tryptophan

Abstract:

Genetic variations in the indoleamine 2,3-dioxygenase (IDO2) gene that are commonly found in the general population have been assessed for their frequency in myalgic encephalomyelitis/chronic fatigue (ME/CFS) patients compared with healthy controls. They have potential for being genetic variations that lead to susceptibility to developing ME/CFS following exposure to a triggering stressor like a viral infection or other major stress events.

The IDO2 gene encodes an enzyme that is involved in the tryptophan-kynurenine pathway (TKP), and is activated if there are excessive amounts of tryptophan to prevent excessive serotonin production. The TKP pathway through production of NADH is involved in regulating the immune system and likely plays an important role in ME/CFS.

A simple method was developed to evaluate the 5 commonly occurring mutations in this gene in ME/CFS patients and to determine if one or more were present at higher frequency than in healthy controls. This might indicate a susceptibility factor for developing ME/CFS. In this chapter we describe the techniques used to isolate peripheral blood mononuclear cells (PBMCs), extract the DNA, and then do touchdown PCR and DNA sequencing for the analysis.

Source: Edgar CD, Blair A, Tate WP. Measurement of Genetic Variations in ME/CFS Patients in the IDO2 Gene Encoding an Enzyme Metabolizing Tryptophan. Methods Mol Biol. 2025;2920:247-256. doi: 10.1007/978-1-0716-4498-0_14. PMID: 40372687. https://link.springer.com/protocol/10.1007/978-1-0716-4498-0_14

Review of Neuroimaging Methods in ME/CFS

Abstract:

The brain is the most complex organ in the human body, and is involved in memory, speech, and movement, as well as regulating the functions of many other organs within the body. Various imaging techniques have detected subtle brain changes in vivo in ME/CFS. This chapter explores different neuroimaging studies used to investigate structural, functional, neurochemical, and tissue microstructural alterations in ME/CFS. These include magnetic resonance imaging (MRI), positron emission tomography (PET), and single photon emission computed tomography (SPECT).

Source: Thapaliya K, Inderyas M, Barnden L. Review of Neuroimaging Methods in ME/CFS. Methods Mol Biol. 2025;2920:257-277. doi: 10.1007/978-1-0716-4498-0_15. PMID: 40372688.  https://link.springer.com/protocol/10.1007/978-1-0716-4498-0_15

Voice of the patient: people with myalgic encephalomyelitis/ chronic fatigue syndrome (ME/CFS) share in their own words

Abstract:

Background: Myalgic encephalomyelitis/chronic fatigue syndrome (ME/CFS) is a serious, debilitating illness affecting millions of people worldwide. Patients with ME/CFS often feel misunderstood and report facing barriers to healthcare utilization.

Objective: We report on a Voice of the Patient (VOP) series that used tenets from photovoice and hermeneutic phenomenology methods. The approach prioritized respecting and engaging patients as they share individual experiences of living with ME/CFS.

Methods: We developed a 5-step process that could be replicated for interviewing patients in their own words. The process prioritized respecting patients while developing, documenting, and sharing individual accounts of living with ME/CFS. The standardized process for gathering each VOP story enabled individuals to share and participate on their own terms.

Results: Over four years, eight VOP stories were completed and posted on CDC’s ME/CFS website. The stories received over 196,000 page views. Each story was completed in approximately six months. Participants expressed gratitude for the opportunity to share experiences and were appreciative of the process that involved them in the development of stories.

Conclusions: Qualitative methods guided the process for participants taking a central role in sharing stories, which in turn may help educate about patient experiences with ME/CFS. Standardization of steps enabled consistency and transparency. Building flexibility into the process allowed interviewing a range of people with ME/CFS (i.e. bed bound to working) and enabled patients to give narratives in their voice. This process may help to share experiences of people with other chronic diseases or infection associated chronic conditions.

Source: Brimmer DJ, Lin JS, Unger ER. Voice of the patient: people with myalgic encephalomyelitis/ chronic fatigue syndrome (ME/CFS) share in their own words. Fatigue. 2025;13(2):1-11. doi: 10.1080/21641846.2024.2444826. PMID: 40123856; PMCID: PMC11926923. https://pmc.ncbi.nlm.nih.gov/articles/PMC11926923/ (Full text)