ArticleBrain, behavior, and immunity2012
Linking disease symptoms and subtypes with personalized systems-based phenotypes: a proof of concept study.
Article in Brain, behavior, and immunity, 2012. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 18 papers.
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The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.
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Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.
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Who cites it
18 citing papers in PubMed.
- Tracking post-infectious fatigue in clinic using routine Lab tests.BMC pediatrics · 2016Trial
- Insomnia and Inflammation Conspire to Heighten Depression Risk: Implications for Treatment and Prevention of Mood Disorders.Biological psychiatry · 2025Review
- Optimization of Serum and Salivary Cortisol Interpolation for Time-Dependent Modeling Frameworks in Healthy Adult Males.Sports (Basel, Switzerland) · 2025Article
- Sleep and Healthy Aging Research on Depression (SHARE-D) randomized controlled trial: Protocol overview of an experimental model of depression with insomnia, inflammation, and affect mechanisms in older adults.Brain, behavior, & immunity - health · 2023Article
- Sparse System Identification of Leptin Dynamics in Women With Obesity.Frontiers in endocrinology · 2022Article
- Leveraging Prior Knowledge of Endocrine Immune Regulation in the Therapeutically Relevant Phenotyping of Women With Chronic Fatigue Syndrome.Clinical therapeutics · 2019Article
- Modeling the Sex Differences and Interindividual Variability in the Activity of the Hypothalamic-Pituitary-Adrenal Axis.Endocrinology · 2017Article
- HPA-axis and inflammatory reactivity to acute stress is related with basal HPA-axis activity.Psychoneuroendocrinology · 2017Article
- Dexamethasone-suppressed Salivary Cortisol and Pain Sensitivity in Female Twins.The Clinical journal of pain · 2017Article
- Activation of the NLRP3 inflammasome in lipopolysaccharide-induced mouse fatigue and its relevance to chronic fatigue syndrome.Journal of neuroinflammation · 2016Article
- Fibromyalgia: A Critical and Comprehensive Review.Clinical reviews in allergy & immunology · 2015Review
- Chronic Pain: Where the Body Meets the Brain.Transactions of the American Clinical and Climatological Association · 2015Review
- The hypothalamic-pituitary-adrenal-leptin axis and metabolic health: a systems approach to resilience, robustness and control.Interface focus · 2014Article
- The status of and future research into Myalgic Encephalomyelitis and Chronic Fatigue Syndrome: the need of accurate diagnosis, objective assessment, and acknowledging biological and clinical subgroups.Frontiers in physiology · 2014Article
- Modeling Bivariate Longitudinal Hormone Profiles by Hierarchical State Space Models.Journal of the American Statistical Association · 2014Article
- A role for homeostatic drive in the perpetuation of complex chronic illness: Gulf War Illness and chronic fatigue syndrome.PloS one · 2014Article
- Good stress, bad stress and oxidative stress: insights from anticipatory cortisol reactivity.Psychoneuroendocrinology · 2013Article
- Systems biology of complex symptom profiles: capturing interactivity across behavior, brain and immune regulation.Brain, behavior, and immunity · 2013Review
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Authors and funding
6 authors.
Funding
Abstract
A dynamic systems model was used to generate parameters describing a phenotype of Hypothalamic-Pituitary-Adrenal (HPA) behavior in a sample of 36 patients with chronic fatigue syndrome (CFS) and/or fibromyalgia (FM) and 36 case-matched healthy controls. Altered neuroendocrine function, particularly in relation to somatic symptoms and poor sleep quality, may contribute to the pathophysiology of these disorders. Blood plasma was assayed for cortisol and ACTH every 10 min for 24h. The dynamic model was specified with an ordinary differential equation using three parameters: (1) ACTH-adrenal signaling, (2) inhibitory feedback, and (3) non-ACTH influences. The model was "personalized" by estimating an individualized set of parameters from each participant's data. Day and nighttime parameters were assessed separately. Two nocturnal parameters (ACTH-adrenal signaling and inhibitory feedback) significantly differentiated the two patient subgroups ("fatigue-predominant" patients with CFS only versus "pain-predominant" patients with FM and comorbid chronic fatigue) from controls (all p's<.05), whereas daytime parameters and diurnal/nocturnal slopes did not. The same nocturnal parameters were significantly associated with somatic symptoms among patients (p's<.05). There was a significantly different pattern of association between nocturnal non-ACTH influences and sleep quality among patients versus controls (p<.05). Although speculative, the finding that patient somatic symptoms decreased when more cortisol was produced per unit ACTH, is consistent with cortisol's anti-inflammatory and sleep-modulatory effects. Patients' HPA systems may compensate by promoting more rapid or sustained cortisol production. Mapping "behavioral phenotypes" of stress-arousal systems onto symptom clusters may help disentangle the pathophysiology of complex disorders with frequent comorbidity.
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