journal article·2023-10Open access

Developing a Blood Cell‐Based Diagnostic Test for Myalgic Encephalomyelitis/Chronic Fatigue Syndrome Using Peripheral Blood Mononuclear Cells

Jiabao Xu, Tiffany Lodge, Caroline Kingdon, James W. L. Strong, John Maclennan, Eliana Lacerda, Slawomir Kujawski, Pawel Zalewski, Wei E. Huang, Karl J. Morten

Advanced Science· Volume 10· Issue 30

Abstract

Abstract Myalgic encephalomyelitis/chronic fatigue syndrome (ME/CFS) is characterized by debilitating fatigue that profoundly impacts patients' lives. Diagnosis of ME/CFS remains challenging, with most patients relying on self‐report, questionnaires, and subjective measures to receive a diagnosis, and many never receiving a clear diagnosis at all. In this study, a single‐cell Raman platform and artificial intelligence are utilized to analyze blood cells from 98 human subjects, including 61 ME/CFS patients of varying disease severity and 37 healthy and disease controls. These results demonstrate that Raman profiles of blood cells can distinguish between healthy individuals, disease controls, and ME/CFS patients with high accuracy (91%), and can further differentiate between mild, moderate, and severe ME/CFS patients (84%). Additionally, specific Raman peaks that correlate with ME/CFS phenotypes and have the potential to provide insights into biological changes and support the development of new therapeutics are identified. This study presents a promising approach for aiding in the diagnosis and management of ME/CFS and can be extended to other unexplained chronic diseases such as long COVID and post‐treatment Lyme disease syndrome, which share many of the same symptoms as ME/CFS.
Source: crossref · Quality: baseline

Research context

OpenAlex topics: Fibromyalgia and Chronic Fatigue Syndrome Research · Long-Term Effects of COVID-19 · Exercise and Physiological Responses

SciVX discovery tags are terminology-based. OpenAlex topics are source-provided classifications.

Affiliations

Department of Engineering Science University of Oxford Parks Road Oxford OX1 3PJ UK

Division of Biomedical Engineering, James Watt School of Engineering University of Glasgow Glasgow G12 8LT UK

Nuffield Department of Women's and Reproductive Health University of Oxford The Women Centre John Radcliffe Hospital Headley Way, Headington Oxford OX3 9DU UK

Faculty of Infectious Diseases London School of Hygiene and Tropical Medicine Keppel St London WC1E 7HT UK

Soft Cell Biological Research Attwood Innovation Center 453 S 600 E St. George UT 84770 USA

Department of Exercise Physiology and Functional Anatomy Collegium Medicum in Bydgoszcz Nicolaus Copernicus University in Torun Swietojanska 20 Bydgoszcz 85‐077 Poland

Department of Experimental and Clinical Physiology Warsaw Medical University Stefana Banacha 2a Warszawa 02‐097 Poland

Funding

ME Association

References (64)

Show source-provided references
1. 10.1300/J092v11n01_0210.1300/J092v11n01_02 ↗
2. 10.1038/s41591-022-01810-610.1038/s41591-022-01810-6 ↗
3. 10.1016/j.mehy.2015.10.01110.1016/j.mehy.2015.10.011 ↗
4. 10.3389/fimmu.2018.0227910.3389/fimmu.2018.02279 ↗
5. 10.1126/science.123352110.1126/science.1233521 ↗
6. 10.1007/s11682-018-0029-410.1007/s11682-018-0029-4 ↗
7. 10.1513/AnnalsATS.202009-1175OC10.1513/AnnalsATS.202009-1175OC ↗
8. 10.1016/j.neulet.2020.13553310.1016/j.neulet.2020.135533 ↗
9. 10.1136/bmj.m380710.1136/bmj.m3807 ↗
10. 10.1001/jama.2015.134610.1001/jama.2015.1346 ↗
11. Bakken I. J. · BMC Med. · 2014 · 12 · 167
12. 10.1113/EP09080210.1113/EP090802 ↗
13. 10.3390/diagnostics903007310.3390/diagnostics9030073 ↗
14. 10.1016/j.mito.2011.05.00510.1016/j.mito.2011.05.005 ↗
15. 10.1371/journal.pone.018680210.1371/journal.pone.0186802 ↗
16. 10.1371/journal.pone.023113610.1371/journal.pone.0231136 ↗
17. 10.3390/ijms2103107410.3390/ijms21031074 ↗
18. 10.1056/NEJM19980129338050210.1056/NEJM199801293380502 ↗
19. 10.3390/cancers1307171810.3390/cancers13071718 ↗
20. 10.1039/C8AN01437J10.1039/C8AN01437J ↗
21. 10.3389/fneur.2018.0102610.3389/fneur.2018.01026 ↗
22. 10.1001/archneur.1989.0052046011502210.1001/archneur.1989.00520460115022 ↗
23. Goldberg D. P. · 1978
24. 10.1016/0022-3999(94)90007-810.1016/0022-3999(94)90007-8 ↗
25. 10.3390/ijms2204204610.3390/ijms22042046 ↗
26. 10.3389/fneur.2019.0075610.3389/fneur.2019.00756 ↗
27. 10.1016/j.media.2017.01.00810.1016/j.media.2017.01.008 ↗
28. 10.1016/j.cmpb.2019.10513410.1016/j.cmpb.2019.105134 ↗
29. Onan A. · 2015 · 11910.1007/978-3-319-18476-0_13 ↗
30. 10.1016/j.cmpb.2017.09.00510.1016/j.cmpb.2017.09.005 ↗
31. Hsu C.‐C. · Appl. Biol. Sci. · 2020 · 117
32. 10.1007/s11306-015-0816-510.1007/s11306-015-0816-5 ↗
33. 10.1172/jci.insight.14921710.1172/jci.insight.149217 ↗
34. 10.1172/jci.insight.8937610.1172/jci.insight.89376 ↗
35. 10.1073/pnas.160566911310.1073/pnas.1605669113 ↗
36. 10.1016/j.chom.2023.01.00110.1016/j.chom.2023.01.001 ↗
37. 10.3390/ijms2314790610.3390/ijms23147906 ↗
38. 10.3390/metabo1001003410.3390/metabo10010034 ↗
39. 10.1039/C6MB00600K10.1039/C6MB00600K ↗
40. 10.3390/diagnostics903008210.3390/diagnostics9030082 ↗
41. 10.1177/026988110505329310.1177/0269881105053293 ↗
42. 10.3390/biomedicines911172410.3390/biomedicines9111724 ↗
43. 10.1177/117864692093627910.1177/1178646920936279 ↗
44. 10.5152/tjg.2020.1955410.5152/tjg.2020.19554 ↗
45. 10.1192/apt.bp.114.01303710.1192/apt.bp.114.013037 ↗
46. 10.3389/fneur.2022.87777210.3389/fneur.2022.877772 ↗
47. 10.1038/srep3499010.1038/srep34990 ↗
48. 10.1007/s40279-015-0394-810.1007/s40279-015-0394-8 ↗
49. 10.1016/j.plipres.2009.05.00110.1016/j.plipres.2009.05.001 ↗
50. 10.1038/s42255-020-0251-410.1038/s42255-020-0251-4 ↗
51. 10.3390/nu1003029810.3390/nu10030298 ↗
52. 10.1007/s40279-021-01475-010.1007/s40279-021-01475-0 ↗
53. 10.1113/jphysiol.2013.25162910.1113/jphysiol.2013.251629 ↗
54. 10.3389/fendo.2021.63975710.3389/fendo.2021.639757 ↗
55. 10.1194/jlr.TR11900042710.1194/jlr.TR119000427 ↗
56. 10.5662/wjm.v5.i2.6810.5662/wjm.v5.i2.68 ↗
57. 10.4049/immunohorizons.210004910.4049/immunohorizons.2100049 ↗
58. 10.1007/s40139-019-00192-810.1007/s40139-019-00192-8 ↗
59. 10.1016/j.vaccine.2017.02.03810.1016/j.vaccine.2017.02.038 ↗
60. 10.1016/j.tiv.2020.10491810.1016/j.tiv.2020.104918 ↗
61. 10.1073/pnas.190127411610.1073/pnas.1901274116 ↗
62. 10.1038/s41598-020-76438-y10.1038/s41598-020-76438-y ↗
63. 10.1371/journal.pone.015090410.1371/journal.pone.0150904 ↗
64. Alaa A. M. · ArXiv · 2018