Evidence map›Paper›PMID 35696579›Full record

ArticleProceedings of the National Academy of Sciences of the United States of America2022

Host protease activity classifies pneumonia etiology.

Melodi Anahtar, Leslie W Chan, Henry Ko, Aditya Rao, Ava P Soleimany, Purvesh Khatri, Sangeeta N Bhatia

Open access · hybridAbstract read
In one paragraph

Article in Proceedings of the National Academy of Sciences of the United States of America, 2022. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 16 papers.

0numbers the graph read from it
0cells of the map it votes in
16citing papers in PubMed
3.3field-weighted citation impact, top 7% 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

16 citing papers in PubMed, 23 citations in OpenAlex.

  1. Article
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  11. Targeting and monitoring ovarian cancer invasion with an RNAi and peptide delivery system.Proceedings of the National Academy of Sciences of the United States of America · 2024
    Article
  12. Article
  13. Review
  14. Profile of Sangeeta Bhatia.Proceedings of the National Academy of Sciences of the United States of America · 2023
    Article
  15. Article
  16. 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

7 authors at 6 institutions in 1 country.

Melodi AnahtarHarvard-MIT Division of Health Sciences and Technology, Institute for Medical Engineering and Science, Massachusetts Institute of Technology, Cambridge, MA 02139.
Leslie W ChanKoch Institute for Integrative Cancer Research, Massachusetts Institute of Technology, Cambridge, MA 02139.
Henry KoKoch Institute for Integrative Cancer Research, Massachusetts Institute of Technology, Cambridge, MA 02139.
Aditya RaoCenter for Biomedical Informatics Research, Stanford University, Stanford, CA 94305.
Ava P SoleimanyHarvard-MIT Division of Health Sciences and Technology, Institute for Medical Engineering and Science, Massachusetts Institute of Technology, Cambridge, MA 02139.
Purvesh KhatriCenter for Biomedical Informatics Research, Stanford University, Stanford, CA 94305.ORCID 0000-0002-4143-4708
Sangeeta N BhatiaHarvard-MIT Division of Health Sciences and Technology, Institute for Medical Engineering and Science, Massachusetts Institute of Technology, Cambridge, MA 02139.
Stanford University · USBrigham and Women's Hospital · USGeorgia Institute of Technology · USHarvard–MIT Division of Health Sciences and Technology · USMassachusetts Institute of Technology · USMicrosoft (United States) · US

Funding

VIRUS PRODUCTION COREP30CA014051 · NCI · MASSACHUSETTS INSTITUTE OF TECHNOLOGY · PI Jacqueline A. Lees · 1985 to 2026
$93.9M
Using a tonsil organoid system to probe conditions for the induction of protective antibody and T cell responses to influenza.U19AI057229 · NIAID · STANFORD UNIVERSITY · PI Mark Morris Davis · 2003 to 2026
$88.5M
TOXICOLOGY CORE UNITP30ES002109 · NIEHS · MASSACHUSETTS INSTITUTE OF TECHNOLOGY · PI NILES, JACQUIN C · 1985 to 2020
$25.6M
Engineering a diagnostic platform for rapid breath-based respiratory pathogen identification and treatment monitoringR00EB028311 · NIBIB · GEORGIA INSTITUTE OF TECHNOLOGY · PI CHAN, LESLIE · 2021 to 2023
$747k
Engineering a diagnostic platform for rapid breath-based respiratory pathogen identification and treatment monitoringK99EB028311 · NIBIB · MASSACHUSETTS INSTITUTE OF TECHNOLOGY · PI CHAN, LESLIE · 2019 to 2019
$87k
Howard Hughes Medical InstituteNCI NIH HHS P30 CA014051NIAID NIH HHS U19 AI057229NIBIB NIH HHS K99 EB028311NIBIB NIH HHS R00 EB028311NIEHS NIH HHS P30 ES002109
6 · The paper itself

Abstract

Community-acquired pneumonia (CAP) has been brought to the forefront of global health priorities due to the COVID-19 pandemic. However, classification of viral versus bacterial pneumonia etiology remains a significant clinical challenge. To this end, we have engineered a panel of activity-based nanosensors that detect the dysregulated activity of pulmonary host proteases implicated in the response to pneumonia-causing pathogens and produce a urinary readout of disease. The nanosensor targets were selected based on a human protease transcriptomic signature for pneumonia etiology generated from 33 unique publicly available study cohorts. Five mouse models of bacterial or viral CAP were developed to assess the ability of the nanosensors to produce etiology-specific urinary signatures. Machine learning algorithms were used to train diagnostic classifiers that could distinguish infected mice from healthy controls and differentiate those with bacterial versus viral pneumonia with high accuracy. This proof-of-concept diagnostic approach demonstrates a way to distinguish pneumonia etiology based solely on the host proteolytic response to infection.

Indexed as

Community-Acquired InfectionsCOVID-19Gene Expression ProfilingPeptide HydrolasesPneumonia, BacterialAnimalsBiosensing TechniquesDisease Models, AnimalHumansMachine LearningMiceNanoparticlesPeptide Hydrolasesbacterial infectionsdiagnosticsnanoparticlespneumoniaviral infections

Identifiers

PMID35696579
PMCPMC9231472
OpenAlexW4282558762

What OpenQuestion holds

Textmetadata
LicenceCC BY
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.