Evidence map›Paper›PMID 41791881›Full record

ArticleACS synthetic biology2026

Computational Design of CYP102A1 Variants for Biosynthesis of a Next-Generation Antiplatelet Drug DT-678.

Yudong Sun, Xiaoqiang Huang, Jifeng Zhang, Yoichi Osawa, Y Eugene Chen, Haoming Zhang

Abstract read
In one paragraph

Article in ACS synthetic biology, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 2 papers.

0numbers the graph read from it
0cells of the map it votes in
2citing papers in PubMed
–field-weighted citation impact
1 · What the graph read from it

What it found

Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.

The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.

2 · The registry

The trial behind it

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Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.

3 · Its place in the literature

Who cites it

2 citing papers in PubMed.

  1. Article
  2. Fully computational design of PAM-relaxedbioRxiv : the preprint server for biology · 2026
    Article
4 · The record

Corrections and comments

PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.

5 · Who and what money

Authors and funding

6 authors.

Yudong SunDepartment of Pharmacology, The University of Michigan, Ann Arbor, Michigan 48109 United States.
Xiaoqiang HuangDepartment of Internal Medicine, The University of Michigan, Ann Arbor, Michigan 48109, United States.ORCID 0000-0002-1005-848X
Jifeng ZhangDepartment of Internal Medicine, The University of Michigan, Ann Arbor, Michigan 48109, United States.
Yoichi OsawaDepartment of Pharmacology, The University of Michigan, Ann Arbor, Michigan 48109 United States.ORCID 0000-0001-5140-3211
Y Eugene ChenDepartment of Pharmacology, The University of Michigan, Ann Arbor, Michigan 48109 United States.
Haoming ZhangDepartment of Pharmacology, The University of Michigan, Ann Arbor, Michigan 48109 United States.ORCID 0000-0002-8765-4394

Funding

Development of gene editing based therapy for cardiovascular diseasesR01HL159900 · NHLBI · UNIVERSITY OF MICHIGAN AT ANN ARBOR · PI CHEN, YUQING EUGENE, HAN, RENZHI · 2021 to 2024
$2.8M
Browning of perivascular adipose tissue protects against thoracic aortic aneurysmR01HL159871 · NHLBI · UNIVERSITY OF MICHIGAN AT ANN ARBOR · PI CHEN, YUQING EUGENE · 2022 to 2025
$2.3M
Heme Insertase machinery for cytochrome P450 NO synthaseR01GM153714 · NIGMS · UNIVERSITY OF MICHIGAN AT ANN ARBOR · PI YOICHI OSAWA · 2025 to 2026
$814k
Structural basis for detoxification of environmental pollutants by native complexes of CYP2B family with its redox partnersR21ES030791 · NIEHS · UNIVERSITY OF MICHIGAN AT ANN ARBOR · PI SU, MIN, ZHANG, HAOMING · 2020 to 2021
$429k
Structure-based computational engineering of saCas9 PAM requirementR41GM149016 · NIGMS · ATGC, INC. · PI HUANG, XIAOQIANG, XIA, XIAOFENG · 2023 to 2023
$275k
NHLBI NIH HHS R01 HL159871NHLBI NIH HHS R01 HL159900NIEHS NIH HHS R21 ES030791NIGMS NIH HHS R01 GM153714NIGMS NIH HHS R41 GM149016
6 · The paper itself

Abstract

Clopidogrel is a widely used antiplatelet prodrug to treat acute coronary syndromes. However, its clinical efficacy is hampered by ineffective bioactivation to produce the pharmacologically active metabolite (AM), leading to variability in the antiplatelet response among different ethnic groups. To overcome the shortcomings of clopidogrel, DT-678 was developed by conjugating AM to 3-nitropyridine-2-thiol via a mixed disulfide bond. It has been challenging to produce the conjugate in a high yield by chemical synthesis. Here, we report the first de novo biosynthesis of DT-678 using engineered CYP102A1 variants. We applied structure-based computational design using UniDesign to generate three variants (UD4, UD5, and UD6) that enhanced the catalytic activity and selectivity toward DT-678 synthesis. Among them, UD6 demonstrated the highest total turnover number and DT-678-specific productivity under the optimized conditions. Mechanistic analysis revealed that rapid enzyme inactivation, driven by reactive oxygen species (ROS) such as superoxide and hydrogen peroxide, limited the overall yield. Remarkably, we found that ascorbic acid significantly protected CYP102A1 variants from inactivation and, hence, increased production yield. This work establishes a scalable enzymatic strategy for DT-678 biosynthesis and highlights the importance of combining protein engineering with redox control to overcome limitations in CYP-catalyzed reactions.

Indexed as

Bacterial ProteinsCytochrome P-450 Enzyme SystemNADPH-Ferrihemoprotein ReductasePlatelet Aggregation InhibitorsProtein EngineeringBacterial ProteinsCytochrome P-450 Enzyme Systemflavocytochrome P450 BM3 monoxygenasesNADPH-Ferrihemoprotein ReductasePlatelet Aggregation Inhibitorsantioxidantbiocatalysiscomputational designDT-678enzyme engineeringstereoselectivity

Identifiers

PMID41791881
PMCPMC13580616

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Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.