What question did this study set out to answer?

To propose a physics-based framework for HIV-1 eradication that addresses viral mutation challenges.

January 6, 20260 citationsOpen Access

The Entropic Vise: A Physics-Based Framework for HIV-1 Eradication Through Thermodynamic Targeting, Adversarial Prediction, and Real-Time Latency Detection

Key Points

To propose a physics-based framework for HIV-1 eradication that addresses viral mutation challenges.
Proposed the Entropic Vise targeting gp41 HR1 domain
Developed thermodynamically constrained generative models for predicting virus variants
Engineered Sentinel Cells with humanized reporters for latency detection
Highlighted the role of entropy in identifying high-barrier targets
Showed that resistance mutations in HIV-1 impose significant fitness costs
Indicated that high-barrier targeting could complement existing antiretroviral drugs

Abstract

Current HIV therapeutics target biological features that evolution can modify, explaining why 30+ antiretroviral drugs achieve suppression but not cure. We propose a physics-based framework that exploits high-barrier thermodynamic constraints—regions where mutations impose severe fitness costs on the virus. Our approach comprises three integrated components: (1) The Entropic Vise, targeting the gp41 HR1 domain (HXB2 residues 546-556) which exhibits near-zero Shannon entropy across 500,000+ sequences, indicating strong purifying selection; (2) Thermodynamically Constrained Generative Models that predict future variants; and (3) Sentinel Cells engineered with humanized reporters (ΔNGFR) for real-time latency detection. While clinical data from Enfuvirtide demonstrate that resistance mutations can emerge under selective pressure, these escape mutants exhibit significant fitness costs. This framework proposes high-barrier targeting as a testable hypothesis for complementary therapeutic strategies.

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