Author

Zhulv Zhang

China Academy of Chinese Medical SciencesORCID 0000-0002-3265-9411Unclaimed ORCID profile · follow to get notified of new preprints

Biology Disciplines

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Bioinformatics· 1

Signature Assays, Organisms & Methods

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Research Focus:benchmarking· 1 Assay:bulk RNA-seq· 1 Assay:metabolomics· 1 Organism:mouse· 1 Assay:proteomics· 1 Approach:statistical model· 1

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潘艳丽· 1 shared 贾李蓉· 1 shared

Activity by Year

2026-2026 · peak 1/yr

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1 shared paperBioinformatics

潘艳丽

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1 paper

Recent·Most cited

BioinformaticsbioRxivPreprintSep 28, 2026

Fitting dynamics is not identifying causal edges: a white-box masked ODE benchmark for trans-omics digital twins of drug action mechanisms

Zhulv Zhang, 贾李蓉, 潘艳丽

The paper evaluates the ability of ODE models to infer causal relationships from time-series omics data using a synthetic benchmark based on real biological data.

DOI 10.64898/2026.09.22.753490

mousebulk RNA-seq

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