Back

T lymphocyte regulatory cytokines predict frailty in older adults

Akie, T. E.; Loew, E.; Huang, Z.; Neff, H. A.; Michaels, O. P.; Haran, J. P.

2026-04-20 immunology
10.64898/2026.04.16.716397 bioRxiv
Show abstract

Frailty is a multi-system syndrome causing increased susceptibility to health insults in older adults. Immune system dysregulation and inflammaging have emerged as mechanisms that may affect multiple organ systems in the frailty syndrome. This present study seeks to define the immune state in community-dwelling adults suffering from frailty. We evaluated a subgroup of 169 individuals enrolled in the Gut-brain Alzheimers disease Inflammation and Neurocognitive Study (GAINS). Participants in the GAINS study were scored for frailty using the Clinical Frail Scale. A panel of 27 inflammatory cytokines was analyzed from the serum of each participant. Frailty was present in 33 (19.5%) of the cohort, and was correlated with age, malnutrition, and cognitive assessments. Statistical analysis adjusting for clinical covariates revealed higher serum levels of IL-2, IL-10, and IL-17 in frail patients. Using machine learning classification, we developed a predictive model of frailty with strong discriminative performance (AUC 0.78). Individual element analysis via Shapley Additive Explanations (SHAP) revealed that inflammatory markers had the greatest influence on the model, and IL-7 was the single most important element in the prediction of frailty. Together, our data demonstrate a novel pattern in which T-cell regulatory inflammatory molecules as mediators of frailty, implicating cellular immunity as a potential mechanism of dysfunctional aging.

Matching journals

The top 4 journals account for 50% of the predicted probability mass.

1
GeroScience
97 papers in training set
Top 0.1%
17.5%
2
Aging
69 papers in training set
Top 0.1%
14.4%
3
The Journals of Gerontology: Series A
25 papers in training set
Top 0.1%
12.7%
4
Aging Cell
144 papers in training set
Top 0.8%
8.4%
50% of probability mass above
5
Scientific Reports
3102 papers in training set
Top 18%
6.4%
6
PLOS ONE
4510 papers in training set
Top 34%
4.3%
7
Alzheimer's & Dementia
143 papers in training set
Top 1%
3.6%
8
Frontiers in Aging Neuroscience
67 papers in training set
Top 1%
2.7%
9
The Journals of Gerontology, Series A: Biological Sciences and Medical Sciences
22 papers in training set
Top 0.1%
2.1%
10
npj Aging
15 papers in training set
Top 0.5%
1.7%
11
Frontiers in Aging
10 papers in training set
Top 0.2%
1.7%
12
Frontiers in Immunology
586 papers in training set
Top 5%
1.3%
13
Neurobiology of Aging
95 papers in training set
Top 2%
1.3%
14
International Journal of Molecular Sciences
453 papers in training set
Top 11%
1.2%
15
Frontiers in Genetics
197 papers in training set
Top 7%
1.1%
16
Brain, Behavior, and Immunity
105 papers in training set
Top 2%
0.9%
17
Frontiers in Neurology
91 papers in training set
Top 4%
0.9%
18
Frontiers in Physiology
93 papers in training set
Top 5%
0.9%
19
Alzheimer's Research & Therapy
52 papers in training set
Top 1%
0.9%
20
Experimental Gerontology
11 papers in training set
Top 0.3%
0.7%
21
Alzheimer's & Dementia: Diagnosis, Assessment & Disease Monitoring
38 papers in training set
Top 1%
0.7%
22
eLife
5422 papers in training set
Top 59%
0.7%
23
Neurobiology of Disease
134 papers in training set
Top 5%
0.6%