Evidence map›Paper›PMID 40624235›Full record

ArticleAnnals of intensive care2025

Omics approach to chest electrical impedance tomography reveals physiological cluster of ARDS characterised by increased respiratory drive and effort.

Tommaso Mauri, Marco Leali, Elena Spinelli, Gaetano Scaramuzzo, Massimo Antonelli, Domenico L Grieco, Savino Spadaro, Giacomo Grasselli

Abstract read
In one paragraph

Article in Annals of intensive care, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 5 papers.

0numbers the graph read from it
0cells of the map it votes in
5citing 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

5 citing papers in PubMed.

  1. Article
  2. Observational
  3. Article
  4. Review
  5. 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

8 authors.

Tommaso MauriDepartment of Pathophysiology and Transplantation, University of Milan, Via F. Sforza 35, Milan, 20122, Italy. tommaso.mauri@unimi.it.
Marco LealiDepartment of Pathophysiology and Transplantation, University of Milan, Via F. Sforza 35, Milan, 20122, Italy.
Elena SpinelliDepartment of Emergency, Foundation IRCCS Ca' Granda Maggiore Policlinico Hospital, Milan, Italy.
Gaetano ScaramuzzoDepartment of Translational Medicine, University of Ferrara, Ferrara, Italy.
Massimo AntonelliDepartment of Emergency, Intensive Care Medicine and Anesthesia, Fondazione Policlinico Universitario A. Gemelli IRCCS, Rome, Italy.
Domenico L GriecoDepartment of Emergency, Intensive Care Medicine and Anesthesia, Fondazione Policlinico Universitario A. Gemelli IRCCS, Rome, Italy.
Savino SpadaroDepartment of Translational Medicine, University of Ferrara, Ferrara, Italy.
Giacomo GrasselliDepartment of Pathophysiology and Transplantation, University of Milan, Via F. Sforza 35, Milan, 20122, Italy.

Funding

Ministero della Salute PNC-E3-2022-23683266- CUP: C43C22001630001 / MI-0117Ministero dell'Istruzione, dell'Università e della Ricerca Dipartimenti di Eccellenza Program 2023-2027 - Dept. of Pathophysiology and Transplantation, University of Milan
6 · The paper itself

Abstract

backgroundNon-invasive assessment of respiratory drive and effort in spontaneously breathing ARDS patients is challenging, yet clinically relevant. We explored whether hierarchical clustering applied to electrical impedance tomography (EIT- a radiation-free non-invasive lung imaging technique) identifies ARDS sub-phenotypes with increased drive and effort.

resultsThirty intubated patients with ARDS on assisted mechanical ventilation were monitored by EIT and esophageal pressure during a decremental positive end-expiratory pressure (PEEP) trial. A comprehensive EIT assessment was made (computed variables n = 180) during tidal breathing at different PEEP levels. Agglomerative nesting was applied to scaled data distances. Three clusters of ARDS were identified: inhomogeneous ventilation, unmatched V'/Q, and mismatched V'/Q. The unmatched V'/Q cluster had the highest respiratory drive (p = 0.045) and effort (p = 0.021) at lower PEEP, and experienced longer length of ICU stay (p = 0.019).

conclusionsHigher PEEP levels reduced drive of the unmatched V'/Q cluster, mitigating the physiological differences. Clustering approaches to EIT data identify physiologically and clinically relevant sub-phenotypes of ARDS.

Indexed as

Agglomerative nestingARDSClusteringEITElectrical impedance tomographyEsophageal pressureHierarchical clusteringOmicsRespiratory driveV’/Q

Identifiers

PMID40624235
PMCPMC12234929

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.