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Record W4401341553 · doi:10.1101/2024.08.01.24311378

Pulmonary <sup>129</sup> Xe Magnetic Resonance Gas-exchange Abnormalities in Moderate-Severe Asthma

2024· preprint· en· W4401341553 on OpenAlexaff
Sam Tcherner, Ali Mozaffaripour, Alexander M. Matheson, Alexander Biancaniello, Cory Yamashita, Grace Párraga

Bibliographic record

VenuemedRxiv · 2024
Typepreprint
Languageen
FieldPhysics and Astronomy
TopicAtomic and Subatomic Physics Research
Canadian institutionsWestern University
Fundersnot available
KeywordsAsthmaMedicineMagnetic resonance imagingLungParenchymaInterstitial lung diseaseInternal medicinePathologyGastroenterologyCardiologyNuclear medicineRadiology

Abstract

fetched live from OpenAlex

ABSTRACT BACKGROUND Asthma is recognized as an inflammatory disease of the airways, but inflammation may also affect the parenchyma and pulmonary vasculature. Hyperpolarized 129 Xe MRI and MR spectroscopy (MRS) provide a way to quantify the transfer of gas from the airways through the alveolar membrane and its binding to hemoglobin in the red blood cells (RBC) of the pulmonary microvasculature. The vast majority of 129 Xe MRS studies have investigated interstitial lung disease and the ratio of 129 Xe binding to the RBC and 129 Xe present in the alveolar membrane, (RBC:membrane) which is a surrogate of oxygen gas-transfer to the blood. We wondered if 129 Xe RBC:membrane would differ in asthma patients as compared to healthy volunteers because of recent work showing abnormally diminished pulmonary vascular small-vessel structure in severe-asthma. RESEARCH QUESTION Do 129 Xe MRI gas-transfer measurements differ significantly in patients with moderate-severe asthma? STUDY DESIGN AND METHODS In this retrospective study, healthy ( NCT02484885 ) and asthma ( NCT04651777 ; NCT02351141 ) participants were evaluated who provided written informed consent. RESULTS Thirty-one participants with asthma (mean age=55 years ±18; 22 females) and 32 healthy volunteers (mean age=31 years ±14; 12 females) with 129 Xe MRS were evaluated. FEV 1 , VDP and DL CO /K CO were significantly different in asthma compared to healthy participants. Age-corrected 1 RBC:membrane was significantly different in moderate-severe asthma (0.32±0.09) as compared to healthy participants (0.47±0.12, P =.01). RBC:membrane was significantly related to pulse-oximetry hemoglobin estimates (ρ=.29; P =.04) and DL CO (ρ=.71; P &lt;.001). Significant relationships between 129 Xe RBC:membrane and age were observed in healthy (ρ=-.55; P =.002) and asthma participants (ρ=-0.49; P =.006), adjusted for sex. A significant ANCOVA model also revealed the influence of age ( P =.002), sex ( P &lt;.001), hemoglobin ( P =.003) and asthma status ( P =.02) on RBC:membrane. INTERPRETATION 129 Xe RBC:membrane values were significantly different in moderate-severe asthma compared to healthy volunteers and were explained by age, sex, hemoglobin, and asthma status.

Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.

How this classification was reachedexpand

Full frame distilled prediction

Teacher imitation

Not calibrated prevalence, not ground truth. Human validation pending. Learned from the 10,348 direct Codex labels and 10,348 direct Gemma labels. Candidate is the union of thresholded teacher heads; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels or direct frontier model labels.

metaresearch head score (Codex)0.001
metaresearch head score (Gemma)0.000
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesMeta-epidemiology (narrow), Insufficient payload (model declined to judge)
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Simulation or modeling · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.709
Threshold uncertainty score1.000

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.000
Meta-epidemiology (narrow)0.0010.001
Meta-epidemiology (broad)0.0010.000
Bibliometrics0.0000.000
Science and technology studies0.0000.000
Scholarly communication0.0000.000
Open science0.0010.002
Research integrity0.0000.002
Insufficient payload (model declined to judge)0.0020.001

Machine scores (provisional)

The two teacher heads of the student model, read on this work. A score orders the frame for review; it never asserts a category, and the validation status ships verbatim with every row.

Baseline scores from an immature model (maturity gate not passed, 7 training rounds). Scores rank; they never assert a category.

Opus teacher head0.019
GPT teacher head0.265
Teacher spread0.245 · how far apart the two teachers sit on this one work
Validation statusscore_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it

Classification

machine, unvalidated

Machine predicted; a candidate call from one teacher head, not a consensus.

Study designSimulation or modeling
Domainnot available
GenreEmpirical

How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".

Quick stats

Citations0
Published2024
Admission routes1
Has abstractyes

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