Ma S, Morris M C, Hubal M J, Ross L M, Huffman K M, Vann C G, Moore N, Hauser E R, Bareja A, Jiang R, Kummerfeld E, Barberio M D, Houmard J A, Bennett W B, Johnson J L, Timmons J A, Broderick G, Kraus V B, Aliferis C F, Kraus W E
Institute for Health Informatics (IHI), Academic Health Center, University of Minnesota, Minneapolis, MN 55455.
Center for Clinical Systems Biology, Rochester General Hospital, Rochester, NY 14621.
medRxiv. 2024 Sep 8:2024.09.07.24313236. doi: 10.1101/2024.09.07.24313236.
Understanding the causal pathways, systems, and mechanisms through which exercise impacts human health is complex. This study explores molecular signaling related to whole-body insulin sensitivity (Si) by examining changes in skeletal muscle gene expression. The analysis considers differences by biological sex, exercise amount, and exercise intensity to identify potential molecular targets for developing pharmacologic agents that replicate the health benefits of exercise.
The study involved 53 participants from the STRRIDE I and II trials who completed eight months of aerobic training. Skeletal muscle gene expression was measured using Affymetrix and Illumina technologies, while pre- and post-training Si was assessed via an intravenous glucose tolerance test. A novel gene discovery protocol, integrating three literature-derived and data-driven modeling strategies, was employed to identify causal pathways and direct causal factors based on differentially expressed transcripts associated with exercise intensity and amount.
In women, the transcription factor targets identified were primarily influenced by exercise amount and were generally inhibitory. In contrast, in men, these targets were driven by exercise intensity and were generally activating. Transcription factors such as ATF1, CEBPA, BACH2, and STAT1 were commonly activating in both sexes. Specific transcriptional targets related to exercise-induced Si improvements included TACR3 and TMC7 for intensity-driven effects, and GRIN3B and EIF3B for amount-driven effects. Two key signaling pathways mediating aerobic exercise-induced Si improvements were identified: one centered on estrogen signaling and the other on phorbol ester (PKC) signaling, both converging on the epidermal growth factor receptor (EGFR) and other relevant targets.
The signaling pathways mediating Si improvements from aerobic exercise differed by sex and were further distinguished by exercise intensity and amount. Transcriptional adaptations in skeletal muscle related to Si improvements appear to be causally linked to estrogen and PKC signaling, with EGFR and other identified targets emerging as potential skeletal muscle-specific drug targets to mimic the beneficial effects of exercise on Si.
了解运动影响人类健康的因果途径、系统和机制十分复杂。本研究通过检测骨骼肌基因表达的变化,探索与全身胰岛素敏感性(Si)相关的分子信号传导。该分析考虑了生物性别、运动量和运动强度的差异,以确定开发能复制运动健康益处的药物制剂的潜在分子靶点。
该研究纳入了STRRIDE I和II试验中的53名参与者,他们完成了8个月的有氧训练。使用Affymetrix和Illumina技术测量骨骼肌基因表达,同时通过静脉葡萄糖耐量试验评估训练前后的Si。采用一种整合了三种源自文献和数据驱动的建模策略的新型基因发现方案,基于与运动强度和运动量相关的差异表达转录本,确定因果途径和直接因果因素。
在女性中,所确定的转录因子靶点主要受运动量影响,且通常具有抑制作用。相比之下,在男性中,这些靶点受运动强度驱动,且通常具有激活作用。ATF1、CEBPA、BACH2和STAT1等转录因子在两性中通常都具有激活作用。与运动诱导的Si改善相关的特定转录靶点包括强度驱动效应的TACR3和TMC7,以及运动量驱动效应的GRIN3B和EIF3B。确定了介导有氧运动诱导的Si改善的两条关键信号通路:一条以雌激素信号为中心,另一条以佛波酯(PKC)信号为中心,两者均汇聚于表皮生长因子受体(EGFR)和其他相关靶点。
介导有氧运动改善Si的信号通路因性别而异,并进一步由运动强度和运动量区分。与Si改善相关的骨骼肌转录适应性似乎与雌激素和PKC信号存在因果联系,EGFR和其他已确定的靶点成为潜在的骨骼肌特异性药物靶点,以模拟运动对Si的有益作用。