A Quantum Framework for Protein Binding‐Site Structure Prediction on Utility‐Level Quantum Processors Article Swipe
Yuqi Zhang
,
W T Martin
,
Ruth Nussinov
,
Joseph Loscalzo
,
Feixiong Cheng
·
YOU?
·
· 2025
· Open Access
·
· DOI: https://doi.org/10.1002/advs.202513641
YOU?
·
· 2025
· Open Access
·
· DOI: https://doi.org/10.1002/advs.202513641
Accurate prediction of protein active‐site structures remains a central challenge in structural biology, especially for short and flexible peptide fragments where conventional and simulation‐based methods often fail. Here, we present a quantum computing framework designed for utility‐level quantum processors to address this problem. Starting from an amino acid sequence, we cast structure prediction as a ground‐state energy minimization task using the Variational Quantum Eigensolver (VQE). Amino acid connectivity is represented on a tetrahedral lattice, and steric, geometric, and chirality constraints are encoded into a problem‐specific Hamiltonian expressed as sparse Pauli operators. A two‐stage architecture separates energy estimation from measurement decoding, enabling noise mitigation under realistic device conditions. We evaluate the method on 23 real protein fragments from the PDBbind dataset and 7 fragments from therapeutically relevant proteins, executing all experiments on the IBM–Cleveland Clinic quantum processor. Structural predictions are benchmarked against AlphaFold3 (AF3) and classical simulation–based approaches using identical postprocessing and docking procedures. Our quantum framework outperforms both AF3 and classical baselines in Root‐Mean‐Square Deviation (RMSD) and docking efficacy, demonstrating a practical end‐to‐end pipeline for biologically relevant structure prediction on real quantum hardware and highlighting its engineering feasibility for near‐term quantum devices.
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- Landing Page
- https://doi.org/10.1002/advs.202513641
- https://onlinelibrary.wiley.com/doi/pdfdirect/10.1002/advs.202513641
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- 75
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A Quantum Framework for Protein Binding‐Site Structure Prediction on Utility‐Level Quantum ProcessorsWork title
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articleOpenAlex work type
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enPrimary language
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2025Year of publication
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2025-11-28Full publication date if available
- Authors
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Yuqi Zhang, W T Martin, Ruth Nussinov, Joseph Loscalzo, Feixiong ChengList of authors in order
- Landing page
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| abstract_inverted_index.noise | 102 |
| abstract_inverted_index.often | 26 |
| abstract_inverted_index.short | 16 |
| abstract_inverted_index.under | 104 |
| abstract_inverted_index.using | 60, 148 |
| abstract_inverted_index.where | 21 |
| abstract_inverted_index.(RMSD) | 166 |
| abstract_inverted_index.(VQE). | 65 |
| abstract_inverted_index.Clinic | 134 |
| abstract_inverted_index.device | 106 |
| abstract_inverted_index.energy | 57, 96 |
| abstract_inverted_index.method | 111 |
| abstract_inverted_index.sparse | 89 |
| abstract_inverted_index.PDBbind | 119 |
| abstract_inverted_index.Quantum | 63 |
| abstract_inverted_index.address | 41 |
| abstract_inverted_index.against | 141 |
| abstract_inverted_index.central | 9 |
| abstract_inverted_index.dataset | 120 |
| abstract_inverted_index.docking | 152, 168 |
| abstract_inverted_index.encoded | 82 |
| abstract_inverted_index.methods | 25 |
| abstract_inverted_index.peptide | 19 |
| abstract_inverted_index.present | 30 |
| abstract_inverted_index.protein | 4, 115 |
| abstract_inverted_index.quantum | 32, 38, 135, 155, 182, 191 |
| abstract_inverted_index.remains | 7 |
| abstract_inverted_index.steric, | 76 |
| abstract_inverted_index.Abstract | 0 |
| abstract_inverted_index.Accurate | 1 |
| abstract_inverted_index.Starting | 44 |
| abstract_inverted_index.biology, | 13 |
| abstract_inverted_index.designed | 35 |
| abstract_inverted_index.devices. | 192 |
| abstract_inverted_index.enabling | 101 |
| abstract_inverted_index.evaluate | 109 |
| abstract_inverted_index.flexible | 18 |
| abstract_inverted_index.hardware | 183 |
| abstract_inverted_index.lattice, | 74 |
| abstract_inverted_index.pipeline | 174 |
| abstract_inverted_index.problem. | 43 |
| abstract_inverted_index.relevant | 126, 177 |
| abstract_inverted_index.Deviation | 165 |
| abstract_inverted_index.baselines | 162 |
| abstract_inverted_index.challenge | 10 |
| abstract_inverted_index.chirality | 79 |
| abstract_inverted_index.classical | 145, 161 |
| abstract_inverted_index.computing | 33 |
| abstract_inverted_index.decoding, | 100 |
| abstract_inverted_index.efficacy, | 169 |
| abstract_inverted_index.executing | 128 |
| abstract_inverted_index.expressed | 87 |
| abstract_inverted_index.fragments | 20, 116, 123 |
| abstract_inverted_index.framework | 34, 156 |
| abstract_inverted_index.identical | 149 |
| abstract_inverted_index.practical | 172 |
| abstract_inverted_index.proteins, | 127 |
| abstract_inverted_index.realistic | 105 |
| abstract_inverted_index.separates | 95 |
| abstract_inverted_index.sequence, | 49 |
| abstract_inverted_index.structure | 52, 178 |
| abstract_inverted_index.AlphaFold3 | 142 |
| abstract_inverted_index.Structural | 137 |
| abstract_inverted_index.approaches | 147 |
| abstract_inverted_index.especially | 14 |
| abstract_inverted_index.estimation | 97 |
| abstract_inverted_index.geometric, | 77 |
| abstract_inverted_index.mitigation | 103 |
| abstract_inverted_index.operators. | 91 |
| abstract_inverted_index.prediction | 2, 53, 179 |
| abstract_inverted_index.processor. | 136 |
| abstract_inverted_index.processors | 39 |
| abstract_inverted_index.structural | 12 |
| abstract_inverted_index.structures | 6 |
| abstract_inverted_index.Eigensolver | 64 |
| abstract_inverted_index.Hamiltonian | 86 |
| abstract_inverted_index.Variational | 62 |
| abstract_inverted_index.benchmarked | 140 |
| abstract_inverted_index.conditions. | 107 |
| abstract_inverted_index.constraints | 80 |
| abstract_inverted_index.engineering | 187 |
| abstract_inverted_index.experiments | 130 |
| abstract_inverted_index.feasibility | 188 |
| abstract_inverted_index.measurement | 99 |
| abstract_inverted_index.near‐term | 190 |
| abstract_inverted_index.outperforms | 157 |
| abstract_inverted_index.predictions | 138 |
| abstract_inverted_index.procedures. | 153 |
| abstract_inverted_index.represented | 70 |
| abstract_inverted_index.tetrahedral | 73 |
| abstract_inverted_index.two‐stage | 93 |
| abstract_inverted_index.architecture | 94 |
| abstract_inverted_index.biologically | 176 |
| abstract_inverted_index.connectivity | 68 |
| abstract_inverted_index.conventional | 22 |
| abstract_inverted_index.highlighting | 185 |
| abstract_inverted_index.minimization | 58 |
| abstract_inverted_index.active‐site | 5 |
| abstract_inverted_index.demonstrating | 170 |
| abstract_inverted_index.end‐to‐end | 173 |
| abstract_inverted_index.ground‐state | 56 |
| abstract_inverted_index.postprocessing | 150 |
| abstract_inverted_index.IBM–Cleveland | 133 |
| abstract_inverted_index.therapeutically | 125 |
| abstract_inverted_index.utility‐level | 37 |
| abstract_inverted_index.problem‐specific | 85 |
| abstract_inverted_index.simulation‐based | 24 |
| abstract_inverted_index.simulation–based | 146 |
| abstract_inverted_index.Root‐Mean‐Square | 164 |
| cited_by_percentile_year | |
| corresponding_author_ids | https://openalex.org/A5021122269 |
| countries_distinct_count | 2 |
| institutions_distinct_count | 5 |
| corresponding_institution_ids | https://openalex.org/I1316902750, https://openalex.org/I36373038, https://openalex.org/I58956616 |
| citation_normalized_percentile |