🧬 biology

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

This paper proposes a Soft Actor-Critic reinforcement learning framework integrated with a behaviorally heterogeneous S1S2IR epidemic model to dynamically optimize intervention strategies, demonstrating through COVID-19 calibration that it effectively reduces infection peaks and costs compared to static policies.

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

Entropy Anatomy of Pre-Agitation Activity Disruption in the TIHM Home-Monitoring Cohort

This study analyzes the TIHM home-monitoring cohort to demonstrate that pre-agitation disruption in dementia is characterized by a distinct "entropy anatomy" where irregularity metrics (sample and approximate entropy) significantly increase while long-range persistence (Hurst exponent) decreases, supporting the use of multi-feature sequences over single-metric triggers for detection.

Rama Khadka, Samjhana2026-07-16
🧬 biology

Reliability Diagnostics for Physics-Informed Neural Option-Pricing Models: Residual-Error Geometry, Greek Stability, and No-Arbitrage Structure

This paper proposes a comprehensive a posteriori diagnostic framework that moves beyond simple residual loss to evaluate the reliability of Physics-Informed Neural Networks for option pricing by analyzing residual-error geometry, Greek stability, and no-arbitrage constraints, demonstrating through extensive benchmarks that these structural diagnostics provide a more accurate assessment of pricing errors than residual metrics alone.

Francesco Demuro2026-07-16
🧬 biology

Optimizing Preprocessing for Urinary Cell-Free DNA Preservation: Centrifugation, EDTA Concentration, Storage and Thawing Strategies

This study establishes that optimal urinary cell-free DNA preservation requires processing urine into supernatant with 10 mM EDTA, followed by storage at -80°C for long-term stability or at room temperature for up to 7 days, while avoiding high EDTA concentrations, uncentrifuged whole urine, and post-thaw secondary centrifugation.

wenjing Li, zongning Zhou, cong Zou, yan Fu, xin Zhang, shenjuan Li, zhangyan Zhou, kaiyu Qian, hongwei Peng, shanshan Z (…)2026-07-16
🧬 biology

The initial melanoma T cell infiltrate is defined by tissue-resident programs restrained by regulatory T cells

In early-stage melanoma, CD8+ T cells adopt a tissue-resident memory-like phenotype to establish initial immunosurveillance, but their cytotoxic and sentinel functions are critically suppressed by co-localizing regulatory T cells, representing a key mechanism of tumor immune evasion.

Thomas Kupper, Jason Williams, Shishir Pant, Alexander Kley, Bharat Rajmalani, Clarence Yapp, Jiang Zhang, Kyle Deans, E (…)2026-07-16
🧬 biology

A molecular grammar for environmental sensitivity in intrinsically disordered protein regions

This study establishes a sequence-encoded molecular grammar for intrinsically disordered protein regions that predicts and enables environmental sensitivity to hyperosmotic stress, demonstrating that specific patterning of oppositely charged residues is both necessary and sufficient for high responsiveness and offering design principles for engineering synthetic protein sensors.

Cesar Cuevas-Velazquez, Constanza Enriquez-Toledo, Cesar Ponce-Diego, Gala Lopez-Herrera, Kenny Nguyen, Esaú Rodriguez (…)2026-07-16