e.g. mhealth
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Similarly, Chowdhury et al [8] applied biomarkers, such as mucus cytokines, along with patient demographics and clinical characteristics to machine learning algorithms to predict chronic rhinosinusitis improvement when treated with endoscopic sinus surgery.
JMIR Form Res 2025;9:e59631
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In addition, supervised machine learning models were applied to demonstrate predictive capabilities when models were trained with either all 13 cytokines or a smaller group of 7 cytokines determined most effective by a random forest method.
JMIR Perioper Med 2023;6:e40402
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Djontu et al [14] revealed that placental malaria reduces maternal plasma levels of cytokines IL-17 E, IL-27, and IL-28 A, as well as neonatal plasma levels of cytokines IL-17 E and IL-28 A, which may aid in parasite clearance and enhance infant birth weight. IL-27 and IL-6 are 2 cytokines that can have both pro-inflammatory and anti-inflammatory actions. Indeed, IL-27 has been shown to activate the T-bet transcription factor, which promotes helper T (Th)1 cell differentiation [15,16].
JMIR Res Protoc 2023;12:e38213
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Elevated levels of proinflammatory cytokines (eg, interleukin [IL]–6, tumor necrosis factor [TNF]-α, IL-1, and receptor activator of nuclear factor kappa-Β ligand produced by activated T cells) induce osteoclast formation and activity during senescence [2,6].
JMIR Res Protoc 2021;10(10):e30131
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