Evidence map›Paper›PMID 37073402›Full record

ArticleNature reviews. Methods primers2022

In vivo hypermutation and continuous evolution.

Rosana S Molina, Gordon Rix, Amanuella A Mengiste, Beatriz Alvarez, Daeje Seo, Haiqi Chen, Juan Hurtado, Qiong Zhang, Jorge Donato García-García, Zachary J Heins and 11 more

Abstract read
In one paragraph

Article in Nature reviews. Methods primers, 2022. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 89 papers.

0numbers the graph read from it
0cells of the map it votes in
89citing 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

Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.

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

89 citing papers in PubMed.

  1. Article
  2. Synthetic and systems biotechnology · 2026
    Article
  3. Phage-assisted continuous evolution of enzymes for noncanonical tyrosine biosynthesis.Proceedings of the National Academy of Sciences of the United States of America · 2026
    Article
  4. Review
  5. Article
  6. Review
  7. Article
  8. Anti-CRISPR-mediated continuous directed evolution of CRISPR-Cas9 in human cells.Proceedings of the National Academy of Sciences of the United States of America · 2026
    Article
  9. Article
  10. Article
  11. Review
  12. Article
  13. Article
  14. Review
  15. Article
  16. Article
  17. Article
  18. Protein engineering: status report.Protein engineering, design & selection : PEDS · 2026
    Review
  19. Article
  20. Article

29 more citing papers are in PubMed but not listed here.

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

21 authors.

Rosana S MolinaDepartment of Biomedical Engineering, University of California, Irvine, CA 92617, USA.
Gordon RixDepartment of Molecular Biology and Biochemistry, University of California, Irvine, CA 92697, USA.
Amanuella A MengisteDepartment of Chemistry, Massachusetts Institute of Technology, 77 Massachusetts Avenue, Cambridge, Massachusetts 02139, USA.
Beatriz AlvarezDepartment of Microbial Biotechnology, Centro Nacional de Biotecnología, Consejo Superior de Investigaciones Científicas (CNB-CSIC), Darwin 3, Campus UAM Cantoblanco, 28049 Madrid, Spain.
Daeje SeoDepartment of Chemistry, Seoul National University, 1 Gwanak-ro, Gwanak-gu, Seoul 08826, South Korea.
Haiqi ChenBroad Institute of MIT and Harvard, Cambridge, MA, USA.
Juan HurtadoDepartment of Bioengineering, University of California, Berkeley, Berkeley, CA, USA.
Qiong ZhangDepartment of Bioengineering, University of California, Berkeley, Berkeley, CA, USA.
Jorge Donato García-GarcíaTecnologico de Monterrey, Escuela de Ingenieria y Ciencias, Av. General Ramon Corona 2514, Nuevo Mexico, C.P. 45138, Zapopan, Jalisco, Mexico.
Zachary J HeinsBiological Design Center, Boston University, Boston, Massachusetts, USA.
Patrick J AlmhjellDivision of Biology and Biological Engineering, California Institute of Technology, Pasadena, CA, USA.
Frances H ArnoldDivision of Biology and Biological Engineering, California Institute of Technology, Pasadena, CA, USA.
Ahmad S KhalilBiological Design Center, Boston University, Boston, Massachusetts, USA.
Andrew D HansonHorticultural Sciences Department, University of Florida, Gainesville, FL 32611, USA.
John E DueberDepartment of Bioengineering, University of California, Berkeley, Berkeley, CA, USA.
David V SchafferDepartment of Bioengineering, University of California, Berkeley, Berkeley, CA, USA.
Fei ChenBroad Institute of MIT and Harvard, Cambridge, MA, USA.
Seokhee KimDepartment of Chemistry, Seoul National University, 1 Gwanak-ro, Gwanak-gu, Seoul 08826, South Korea.
Luis Ángel FernándezDepartment of Microbial Biotechnology, Centro Nacional de Biotecnología, Consejo Superior de Investigaciones Científicas (CNB-CSIC), Darwin 3, Campus UAM Cantoblanco, 28049 Madrid, Spain.
Matthew D ShouldersDepartment of Chemistry, Massachusetts Institute of Technology, 77 Massachusetts Avenue, Cambridge, Massachusetts 02139, USA.
Chang C LiuDepartment of Biomedical Engineering, University of California, Irvine, CA 92617, USA.

Funding

ePACE: automation platforms for adaptable and scalable continuous evolution of biomolecules with therapeutic potentialR01EB027793 · NIBIB · BROAD INSTITUTE, INC. · PI Ahmad Samir Khalil, DAVID R LIU · 2019 to 2026
$6.1M
Synthetic genetic systems for rapid biomolecular evolution in vivoR35GM136297 · NIGMS · UNIVERSITY OF CALIFORNIA-IRVINE · PI LIU, CHANG C · 2020 to 2024
$2.4M
Leveraging Next-Generation Directed Evolution Platforms and Chemical Control of Proteostasis to Deliver Robust Biotechnologies and Illuminate Roles of Chaperone Networks in Protein EvolutionR35GM136354 · NIGMS · MASSACHUSETTS INSTITUTE OF TECHNOLOGY · PI SHOULDERS, MATTHEW DONALD · 2020 to 2024
$2.1M
Development of a Biocatalytic Platform for Convergent Synthesis of Chiral AminesR01GM125887 · NIGMS · CALIFORNIA INSTITUTE OF TECHNOLOGY · PI ARNOLD, FRANCES H · 2018 to 2021
$1.2M
NIBIB NIH HHS R01 EB027793NIGMS NIH HHS R01 GM125887NIGMS NIH HHS R35 GM136297NIGMS NIH HHS R35 GM136354
6 · The paper itself

Abstract

PubMed holds no abstract for this paper.

Indexed as

Cheater mutationsClonal interferenceConsensus sequencingDirected evolutionGreedy mutationsHypermutationIntegration cassetteProcessivitySign epistasisUnique molecular identifier

Identifiers

PMID37073402
PMCPMC10108624

What OpenQuestion holds

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Read underepoch 390

Registered trials

None linked

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.