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Lijun Cheng
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Associate Professor
Research Interests
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Grant: Open
Graph-AI Model Guided Target and Synthetic Lethality Discovery Among Cell-Death Pathways
Open Date: 2026-10-01
Close Date: 2029-10-01
Articles (9)
Year:
2026
Year:
2026
Year:
2025
Year:
2025
Year:
2025
Year:
2024
Emerging CRISPR–Cas9 technology permits synthetic lethality (SL) screening of large number of gene pairs from gene combination double knockout (CDKO) experiments. However, the poor integration and annotation of CDKO SL data in current SL databases limit their utility, and diverse methods of calculating SL scores prohibit their comparison. To overcome these shortcomings, we have developed SL knowledge base (SLKB) that incorporates data of 11 CDKO experiments in 22 cell lines, 16,059 SL gene pairs and 264,424 non-SL gene pairs. Additionally, within SLKB, we have implemented five SL calculation methods: median score with and without background control normalization (Median-B/NB), sgRNA-derived score (sgRNA-B/NB), Horlbeck score, GEMINI score and MAGeCK score. The five scores have demonstrated a mere 1.21% overlap among their top 10% SL gene pairs, reflecting high diversity. Users can browse SL networks and assess the impact of scoring methods using Venn diagrams. The SL network generated from all data in SLKB shows a greater likelihood of SL gene pair connectivity with other SL gene pairs than non-SL pairs. Comparison of SL networks between two cell lines demonstrated greater likelihood to share SL hub genes than SL gene pairs. SLKB website and pipeline can be freely accessed at https://slkb.osubmi.org and https://slkb.docs.osubmi.org/, respectively.
Year:
2023
Year:
2023
Year:
2023
Collaborators (6)
Lei Wang
Research Scientist
Ohio State University
Yue Zhao
Research Assistant Professor
University of Michigan
Lindsey Kirkpatrick
Assistant Professor
Indiana University School of Medicine
Emma Tillman
Research Associate Professor
Indiana University School of Medicine
Ryan Roberts
Principal Investigator
Nationwide Children's Hospital
Lang Li
Professor and Chair
Ohio State University
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