Cheng Peng is one of the most collision-prone names in bibliographic databases. The supplied Semantic Scholar profile shows an h-index of 2, 14 citations, and 24 papers spanning anesthesiology, orthopedics, MRI diagnostics, botanical polysaccharides, economics and civil engineering β a pattern characteristic of a merged, disambiguation-corrupted profile rather than a single scientist. By contrast, OpenAlex lists multiple distinct candidates, including one Cheng Peng (ORCID 0000-0003-3303-906X) with 1,080 works, 32,631 citations and h-index 87, and others exceeding h-index 100. These metrics are mutually incompatible, so no single citation profile can honestly describe the queried author without ORCID-level verification.
The evidence records describe a highly coherent research program centered on in-situ structural virology and AI methods for biology. The VACV portal study combines cryo-ET (7,979 particles, 46 cores), AlphaFold3-assisted model building, and 4KA/4KR lysine mutagenesis with three biological replicates to show a lysine-lined constriction compatible with ssRNA export . Companion cryo-ET work resolves on-virion influenza HA oligomers (dimers/pentamers/hexamers; interface-2 disruption abolishes virus rescue) and temperature/receptor-driven spike activation in HCoV-229E (S2-loose rising from 17.4% to 28.0% at 33Β°C; 53.2% Gemini S-hAPN complexes) . Parallel AI-methods papers include Counterpart Calibration Theory for de novo peptide sequencing FDR control (empirical FDR 2.6β5.3% vs 5% target across nine species) , the GDCL-NcDA framework (5CV AUC 0.94β0.98) , and LLM/agent benchmarks (CAMA, SoMe with 9.2M posts) , plus computational materials science on bilayer CrBr3 .
Rigor is consistently strong: multi-model validation, public data/code deposition (EMDB/PDB accessions, GitHub, PRIDE), and mutation-rescue controls are hallmarks of the structural papers. Yet important limitations recur: reliance on AlphaFold3 for component assignment, in vitro core preparations that may not recapitulate in vivo dynamics, host-dependent glycosylation on egg-derived virions, and database-label dependence in FDR calibration . The claimed corpus is also dominated by very recent preprints (2025β2026) with zero recorded incoming citations, so external validation is still pending. What would change this assessment: ORCID confirmation linking (or unlinking) these papers to the queried name; independent replication of the HA interface-2 and portal-pore mutagenesis results; or incoming citations either validating or contradicting the CCT calibration in practice.
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Updated: September 21, 2026
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