Undergraduate · Pharmaceutical Sciences

Ziheng Hu

Computational drug design × wet-lab protein engineering

BSc (Hons) Pharmaceutical Sciences candidate at Xi'an Jiaotong-Liverpool University. I build screening and simulation campaigns at the desk, and carry proteins from cloning to characterisation at the bench — with a manuscript under review and a first-author conference poster from these two threads.

Programme
BSc (Hons) Pharmaceutical Sciences
Dual degree
With University of Liverpool
Institution
Academy of Life and Natural Sciences, XJTLU
Period · Location
Sep 2023 – Jul 2027 (expected) · Suzhou, China
Portrait of Ziheng Hu
01 · About

Simulation and experiments.

Training that spans the full drug-discovery stack: structure-based design and simulation at the desk; cloning, expression, and characterisation at the bench.

I'm an undergraduate researcher in pharmaceutical sciences at Xi'an Jiaotong-Liverpool University, working across computational drug design and protein engineering — the two halves of modern biopharmaceutical research.

In the AI Therapeutics & Molecular Simulation Lab (ATOMs Lab), I took a protein target — myostatin (MSTN) — from sequence to prioritised small-molecule inhibitors: virtual screening, molecular docking, and binding free energy analysis. That work produced a paper now under review at the Journal of Chemical Information and Modeling, and left me with a question the computation alone couldn't answer: how do you get the therapeutic — especially a protein — to its target cell?

That question is what my bench work answers. After a Summer Undergraduate Research Fellowship (SURF) with the XJTLU Peptide and Drug Research Group (XPad), I'm now a Final Year Project student there, engineering encapsulin nanoparticles for intracellular protein delivery and running the full wet-lab pipeline — cloning, expression, purification, and cell-based assays — myself.

BSc (Hons) Pharmaceutical Sciences

Academy of Life and Natural Sciences · Xi'an Jiaotong-Liverpool University (formerly Wisdom Lake Academy of Pharmacy)

Dual degree: Xi'an Jiaotong-Liverpool University & University of Liverpool

Sep 2023 – Jul 2027 (expected) Four-year programme Suzhou, China
6/61Programme ranking · top 10%
First ClassProjected · overall 74% (Stages 1–3, UK scale)
2:1 → FirstStages 1–3 · 68% → 76% → 78%
Coursework highlights — Chemistry for Pharmacy 92% · Introduction to Evolution and Genetics 90% · Drug Action 85% · Key Skills for Pharmaceutical Sciences II 83% · Advanced Chemistry for Pharmacy 82% · Pharmaceutical Analysis 82%
02 · Research Interests

From ligand to delivered protein.

01

Protein Therapeutics Design

Engineered binding proteins and protein nanoparticles, carried from computational design into wet-lab testing — a design–build–test cycle my current FYP runs end to end.

02

Computational Drug Design

Molecular dynamics, free-energy calculations, and virtual screening applied to real therapeutic targets. My MSTN work produced a manuscript now under review at JCIM.

03

Between Computation & Experiment

Predictions get tested, and results feed back into the next design round: my in silico work set the questions my bench work now answers — and vice versa.

04

Allosteric Regulation & Dynamics

How conformational dynamics shape protein function, and whether transient states are druggable — the question behind my MSTN activation-dynamics work.

03 · Research Experience

From dry lab to wet lab.

Undergraduate Researcher — Computer-Aided Drug Design

Apr 2025 – Jul 2026 · completed

Dry Lab AI Therapeutics & Molecular Simulation Lab (ATOMs Lab) · XJTLU, Suzhou · Supervisor: Dr. Sijin Wu

  • Carried the computational campaign against myostatin (MSTN) end to end: structure-based drug design and molecular dynamics simulations of the receptor–ligand system.
  • Ran the virtual screening and molecular docking rounds that identified candidate inhibitors.
  • Quantified candidates with binding free energy analysis and protein–ligand stability assessment to prioritise leads.
  • Outcomes: co-authored manuscript under review at the Journal of Chemical Information and Modeling, plus a first-author poster at the 35th CCS Congress.

Summer Undergraduate Research Fellow (SURF) — Protein Engineering

Jun 2026 – Aug 2026

Wet Lab XJTLU Peptide and Drug Research Group (XPad) · XJTLU, Suzhou · Supervisors: Dr. Shining Loo & Dr. Antony Kam

  • Ran the wet-lab pipeline for protein engineering end to end: molecular cloning, expression, IMAC purification, and buffer exchange.
  • Produced recombinant proteins in bacterial expression systems and performed QC for downstream nanoparticle assembly.
  • Characterised products by SDS-PAGE and binding assays to confirm suitability for particle assembly.

Final Year Project — Protein Nanoparticle Engineering

Aug 2026 – Present

Wet Lab XJTLU Peptide and Drug Research Group (XPad) · XJTLU, Suzhou · Supervisors: Dr. Shining Loo & Dr. Antony Kam

  • Re-engineering protease-driven encapsulin nanoparticles with dual orthogonal conjugation handles (Sortase A and SnoopLigase) for modular intracellular protein delivery.
  • Assembling cargo-loaded nanoparticles via TEV protease-triggered self-assembly, followed by surface functionalisation with affibody ligands and small-molecule labels.
  • Characterising particles by DLS, TEM, blue native gel, and HPLC-SEC; evaluating HER2-dependent cell penetration in HER2⁺ vs HER2⁻ cell lines.
04 · Publications

First-author poster presented; manuscript under review.

[1] Conference Poster

Mechanism of Action and Rational Design of Small-Molecule Inhibitors Targeting Myostatin

Ziheng Hu, Peirun Yang, Sijin Wu *

The 35th CCS Congress · Chinese Chemical Society · Chongqing · April 11–14, 2026
Symposium 26: Quantum and Classical Dynamics · Poster No. 26-P-022

[2] Journal Article Under Review

Computational Exploration of ActRII-Coupled Conformational Dynamics during Myostatin Activation

Peirun Yang, Ziheng Hu, Panxi Xu, Xinyu He, Jiaxuan Wu, Xiaotian Kong, Bin Guo, Daiyun Huang, Chun Chan *, Jun Yang *, Sijin Wu *

Journal of Chemical Information and Modeling · under review

05 · Skills & Tools

Methods and software.

Experimental

Fmoc Solid-Phase Peptide Synthesis (SPPS) Enzymatic Protein Ligation Recombinant Protein Expression FPLC IMAC SEC Binding Assays SDS-PAGE Western Blot BN-PAGE DLS TEM HPLC

Computational

Structure-Based Drug Design (SBDD) Fragment-Based Drug Design (FBDD) Molecular Docking Virtual Screening Molecular Dynamics (MD) Simulation Intermolecular Interaction Analysis Binding Free Energy MM/PB(GB)SA

Software

Python Linux Slurm PyMOL UCSF ChimeraX MODELLER ChemDraw MOE Open Babel RDKit AutoDock Suite HDOCK Discovery Studio Schrödinger Suite GROMACS Amber MD AlphaFold2 ImageJ Image Lab GraphPad Prism OriginPro
06 · Honours & Awards

Selected recognition.

2026

Third Prize for Innovative Achievements

The 18th National College Student Pharmacy Forum · National Award

2026

Summer Undergraduate Research Fellowship (SURF)

Xi'an Jiaotong-Liverpool University · Summer 2026 · Excellent Poster

View certificate
2026

Dean's List, Academic Year 2025–2026

XJTLU · Top 10% by academic performance

View certificate
2025

Dean's List, Academic Year 2024–2025

XJTLU · Top 10% by academic performance

View certificate
07 · Contact

Get in touch.

Email

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