🧬 biology

Seasonal Dynamics of Microbial Communities, Co-occurrence Networks, and Grazing-Mediated Carbon Flow Characteristics

这项研究揭示了定海湾季节性的环境波动驱动了微生物群落组成、组装过程及网络结构的平行演变,并同时改变了由浮游植物和细菌性浮游生物介导的摄食驱动碳流效率,其中浮游植物始终是主要的碳源。

Guoqiang Shen, Qianqian Liu, Peng Xiao, Lianming Zheng, Chengxu Zhou, Zhongzhou Lin, Zhuoyi Zhu, Wenjing Zhang2026-07-16
🧬 biology

WATER: A Framework for Reconstructing Temporal Gene Expression Trajectories and Detecting Molecular Heterochrony Across Development and Disease

本文介绍了 WATER,这是一个通过重建独立的基因表达时间轨迹来检测发育与疾病背景下分子异时性(基因表达失时)的计算框架,揭示了传统阶段匹配比较所忽略的广泛转录重组。

Rahul Kanadia, Saren Springer, Kevon Afriyie, Abigail Boria, Isabella Stevens, Katarina Micin, Vanessa Aguiar-Pulido2026-07-16
🧬 biology

Soft Actor-Critic Control of a Behaviorally Heterogeneous S1S2IR Epidemic Model: Stability, Bifurcation, and COVID-19 Calibration

本文提出了一种将软行动者-评论家(Soft Actor-Critic)强化学习框架与行为异质性 S1S2IR 流行病模型相结合的方法,用于动态优化干预策略,并通过针对 COVID-19 的校准证明,该方法与静态策略相比,能有效降低感染峰值和成本。

Milad tahavor, Davron Makhmudov, Mohammad Mehdipour Zarrinkamar, Hossein Hosseini, Reza Memarbashi2026-07-16✓ Author reviewed ⓘ