Genolytix Technology

Research & collaboration

Research

Peer-reviewed work on generative molecular design, single-cell target discovery, stochastic modelling of biological systems and epidemiology.

Selected publications

Newest first.

Information theoryEvolutionary optimisation

Signalling accuracy in microbes

Shreyansh Verma, Vishva Saravanan R & Bhaswar Ghosh · Physical Biology · 2026

The thermodynamic uncertainty relation constrains how much information a cell signalling system can transmit.

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Stochastic modellingVaccine

Antigenic variation in parasites

Iragavarapu GP, Varsha HJ, Vembar SS & Ghosh B · Physical Biology · 2025

A hierarchical switching pattern governs antigenic variation in the malaria parasite.

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Generative AIPeptides

Target-aware peptide design using generative AI

Vishva Saravanan, Soham Choudhuri & Bhaswar Ghosh · J. Chem. Inf. Model. · 2024

A hybrid diffusion model for stable, affinity-driven, receptor-aware peptide generation.

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Generative AIDrug design

Drug targets from single-cell transcriptomics and AI-based drug design

Soham Choudhuri & Bhaswar Ghosh · Scientific Reports · 2024

Decoding malaria drug targets from single-cell transcriptomics, then generating candidate molecules against them.

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EpidemiologyCOVID-19

Epidemiological modelling for COVID-19

Sarma, U. & Ghosh, B. · Scientific Reports · 2022

A country-specific optimisation strategy for testing through contact tracing.

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Cellular signallingStochastic modelling

Information–entropy trade-off in cellular signalling

Anders, A., Ghosh, B., Glatter, T. & Sourjik, V. · Nature Communications · 2020

The design of a MAPK cascade balances energetic cost against the accuracy of information transmission.

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Collaborations

Ongoing work with groups in India and abroad.

Max Planck Institute for Terrestrial Microbiology Marburg, DE Max Planck Institute for the Physics of Complex Systems Dresden, DE China Agricultural University Beijing, CN IBAB Bangalore, IN IIIT Hyderabad Hyderabad, IN BITS Hyderabad Hyderabad, IN UCB Pharma United Kingdom
Research themes we work across
  • AI-driven peptide sequence optimisation
  • Testable hypotheses from integrated large-scale sequencing datasets
  • Machine-learning-assisted molecular design workflows
  • Computational screening pipelines
  • Protein–peptide interaction analysis
  • Therapeutic design workflows
  • Dynamical modelling of biochemical pathways
Conference proceedings, book chapters & patents

Conference proceedings

  1. A. Sahni, V. V. Kosuri, B. Ghosh, A. Sarje and A. Srivastava, “Design of Integrated System for Detection of Micro-organisms with Fabrication and Testing of ZnO Nanorods based Biosensor,” 2023 IEEE Biomedical Circuits and Systems Conference (BioCAS), Toronto, ON, Canada, 2023, pp. 1–5. doi:10.1109/BioCAS58349.2023.10388668
  2. Shreeya Pahune, Bhaswar Ghosh (2025). Unravelling Plasmodium falciparum's life cycle: insights from integrated transcriptomic and machine learning approaches. International Journal of Public Mental Health and Neurosciences, 12(1). ISSN 2394-4668

Book chapters

  1. Soham Choudhuri, Saurav Mallik, Bhaswar Ghosh, Tapas Si, Tapas Bhadra, Ujjwal Maulik and Aimin Li (2021). A study of computational learning and IoT applications to high-throughput array-based sequencing and medical imaging data in drug discovery and other health care systems. In Applied Smart Health Care Informatics: A Computational Intelligence Perspective, John Wiley & Sons, USA
  2. Soham Choudhuri and Bhaswar Ghosh (2021). Drug design for malaria with artificial intelligence (AI). In Plasmodium Species and Drug Resistance, ed. Rajeev K. Tyagi, IntechOpen Book Series

Patent

  1. A. Srivastava, B. Ghosh, A. Sarje, Deeksha, A. Tripathi, A. Sahni. “A Portable System for Pneumonia Detection using Simultaneous Measurement of Vitals and Artificial Intelligence Capabilities.” Provisional patent filed, Indian Patent Office, Application No. 202341044162, June 2023

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