Evidence map›Paper›PMID 33723045›Full record

ArticleProceedings of the National Academy of Sciences of the United States of America2021

Protein design-scapes generated by microfluidic DNA assembly elucidate domain coupling in the bacterial histidine kinase CpxA.

Iain C Clark, Bruk Mensa, Christopher J Ochs, Nathan W Schmidt, Marco Mravic, Francisco J Quintana, William F DeGrado, Adam R Abate

Open access · greenAbstract read
In one paragraph

Article in Proceedings of the National Academy of Sciences of the United States of America, 2021. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 4 papers.

0numbers the graph read from it
0cells of the map it votes in
4citing papers in PubMed
0.5field-weighted citation impact, top 41% of its field
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

4 citing papers in PubMed, 8 citations in OpenAlex.

  1. A Designed ZnJournal of the American Chemical Society · 2025
    Article
  2. Article
  3. Article
  4. Review
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

8 authors at 3 institutions in 1 country.

Iain C ClarkDepartment of Bioengineering, California Institute for Quantitative Biosciences, University of California, Berkeley, CA 94720.ORCID 0000-0001-9082-0253
Bruk MensaDepartment of Pharmaceutical Chemistry, University of California, San Francisco, CA, 94158.
Christopher J OchsDepartment of Bioengineering and Therapeutic Sciences, California Institute for Quantitative Biosciences, University of California, San Francisco, CA 94158.
Nathan W SchmidtDepartment of Pharmaceutical Chemistry, University of California, San Francisco, CA, 94158.
Marco MravicDepartment of Pharmaceutical Chemistry, University of California, San Francisco, CA, 94158.ORCID 0000-0001-6294-1824
Francisco J QuintanaBroad Institute of MIT and Harvard, Cambridge, MA 02142.
William F DeGradoDepartment of Pharmaceutical Chemistry, University of California, San Francisco, CA, 94158; william.degrado@ucsf.edu adam@abatelab.org.ORCID 0000-0003-4745-263X
Adam R AbateDepartment of Bioengineering and Therapeutic Sciences, California Institute for Quantitative Biosciences, University of California, San Francisco, CA 94158; william.degrado@ucsf.edu adam@abatelab.org.ORCID 0000-0001-9614-4831
University of California, San Francisco · USQB3 · USBroad Institute · US

Funding

Delaney AIDS Research Enterprise to Cure HIVUM1AI126611 · NIAID · UNIVERSITY OF CALIFORNIA, SAN FRANCISCO · PI DEEKS, STEVEN GRANT, PICKER, LOUIS J. · 2016 to 2020
$27.9M
STRUCTURAL BIOLOGY TRAINING PROGRAMT32GM008284 · NIGMS · UNIVERSITY OF CALIFORNIA, SAN FRANCISCO · PI KORTEMME, TANJA · 1988 to 2022
$10.1M
Multi-omic dissection of the transcriptional, epigenetic, and proteomic signatures of cells infected with latent HIVR01AI149699 · NIAID · BRIGHAM AND WOMEN'S HOSPITAL · PI ABATE, ADAM R., QUINTANA, FRANCISCO J. · 2020 to 2024
$3.8M
SINGLE-CELL TRANSCRIPTOMIC ANALYSIS OF HIV-INFECTED CD4 T CELLS IN BLOOD AND LYMPHOID TISSUE USING PCR-ACTIVATED CELL SORTINGU01AI129206 · NIAID · UNIVERSITY OF CALIFORNIA, SAN FRANCISCO · PI ABATE, ADAM R., BORITZ, ELI A · 2017 to 2020
$1.6M
Howard Hughes Medical InstituteNIAID NIH HHS R01 AI149699NIAID NIH HHS U01 AI129206NIAID NIH HHS UM1 AI126611NIGMS NIH HHS T32 GM008284
6 · The paper itself

Abstract

The randomization and screening of combinatorial DNA libraries is a powerful technique for understanding sequence-function relationships and optimizing biosynthetic pathways. Although it can be difficult to predict a priori which sequence combinations encode functional units, it is often possible to omit undesired combinations that inflate library size and screening effort. However, defined library generation is difficult when a complex scan through sequence space is needed. To overcome this challenge, we designed a hybrid valve- and droplet-based microfluidic system that deterministically assembles DNA parts in picoliter droplets, reducing reagent consumption and bias. Using this system, we built a combinatorial library encoding an engineered histidine kinase (HK) based on bacterial CpxA. Our library encodes designed transmembrane (TM) domains that modulate the activity of the cytoplasmic domain of CpxA and variants of the structurally distant "S helix" located near the catalytic domain. We find that the S helix sets a basal activity further modulated by the TM domain. Surprisingly, we also find that a given TM motif can elicit opposing effects on the catalytic activity of different S-helix variants. We conclude that the intervening HAMP domain passively transmits signals and shapes the signaling response depending on subtle changes in neighboring domains. This flexibility engenders a richness in functional outputs as HKs vary in response to changing evolutionary pressures.

Indexed as

MicrofluidicsProtein EngineeringProtein Interaction Domains and MotifsAmino Acid SequenceBacterial ProteinsDNAEnzyme ActivationGene ExpressionGene LibraryModels, MolecularMolecular ConformationProtein KinasesStructure-Activity RelationshipBacterial ProteinsCpxA protein, bacteriaDNAProtein Kinasesdroplet microfluidicshistidine kinaseprotein engineeringrational library designsignal transduction

Identifiers

PMID33723045
PMCPMC8000134
OpenAlexW3137505655

What OpenQuestion holds

Textmetadata
LicenceCC BY-NC-ND
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.