MRC Human Genetics Unit, Institute of Genetics and Cancer, University of Edinburgh, Crewe Road South, Edinburgh, EH4 2XU, UK.
Systems Biology Laboratory UK, Abingdon, Oxfordshire, OX14 4SA, UK.
BMC Res Notes. 2024 Jan 4;17(1):17. doi: 10.1186/s13104-023-06616-4.
Myalgic Encephalomyelitis (ME; sometimes referred to as Chronic Fatigue Syndrome) is a chronic disease without laboratory test, detailed aetiological understanding or effective therapy. Its symptoms are diverse, but it is distinguished from other fatiguing illnesses by the experience of post-exertional malaise, the worsening of symptoms even after minor physical or mental exertion. Its frequent onset after infection suggests autoimmune involvement or that it arises from abnormal T-cell activation.
To test this hypothesis, we sequenced the genomic loci of α/δ, β and γ T-cell receptors (TCR) from 40 human blood samples from each of four groups: severely affected people with ME; mildly or moderately affected people with ME; people diagnosed with Multiple Sclerosis, as disease controls; and, healthy controls. Seeking to automatically classify these individuals' samples by their TCR repertoires, we applied P-SVM, a machine learning method. However, despite working well on a simulated data set, this approach did not allow statistically significant partitioning of samples into the four subgroups. Our findings do not support the hypothesis that blood samples from people with ME frequently contain altered T-cell receptor diversity.
肌痛性脑脊髓炎(ME;有时也被称为慢性疲劳综合征)是一种没有实验室检测、详细病因理解或有效治疗方法的慢性疾病。其症状多种多样,但与其他使人疲劳的疾病不同的是,它会在体力或脑力活动后出现不适症状恶化,即“劳累后不适”。其常在感染后发作,提示自身免疫参与或异常 T 细胞激活所致。
为了验证这一假说,我们从四组 40 名人类血液样本中分别测序了 α/δ、β 和 γ T 细胞受体(TCR)的基因组序列:ME 患者中严重受影响者;ME 患者中轻度或中度受影响者;多发性硬化症患者,作为疾病对照;和健康对照者。为了试图通过 TCR 库自动对这些个体样本进行分类,我们应用了 P-SVM,一种机器学习方法。然而,尽管在模拟数据集上表现良好,这种方法并不能将样本统计显著地划分为四个亚组。我们的研究结果不支持 ME 患者血液样本中经常存在改变的 T 细胞受体多样性的假说。