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Muhammad Azam

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Review Open access Sep 2026

FatPlants 2.0: an AI‐powered platform integrating plant lipid genes, pathways, and literature

SUMMARY Plant lipid research depends on accessible databases that connect genes, pathways, and prior literature. However, currently available resources are fragmented, species‐limited, and lack AI‐powered interfaces for integrated querying. FatPlants 2.0 addresses these issues by integrating ARALIP, PlantFADB, and new...

Yong-Fang Qin, Cong-Yu Guo, Minseong Kim et al. · 0 citations

Optimizing large language model prompts for biomedical knowledge discovery

This work presents a scalable, reproducible framework for evaluating, optimizing, and interpreting LLMs for biomedical knowledge extraction, with a focus on gene–gene regulatory relation prediction, pathway component recognition, multimodal pathway figure understanding, and automated prompt optimization.

Muhammad Azam · 0 citations

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