Evidence map›Paper›PMID 32483270›Full record

ArticleScientific reports2020

Effect of congenital adrenal hyperplasia treated by glucocorticoids on plasma metabolome: a machine-learning-based analysis.

Lee S Nguyen, Edi Prifti, Farid Ichou, Monique Leban, Christian Funck-Brentano, Philippe Touraine, Joe-Elie Salem, Anne Bachelot

Open access · goldAbstract read
In one paragraph

Article in Scientific reports, 2020. 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
0.3field-weighted citation impact, top 47% 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, 6 citations in OpenAlex.

  1. Article
  2. Article
  3. Article
  4. 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 at 5 institutions in 1 country.

Lee S Nguyen *Sorbonne Université, Clinical Investigation Center Paris-Est, CIC 1901, INSERM, AP-HP, Pitié-Salpêtrière University Hospital, Paris, France. nguyen.lee@icloud.com.
Edi Prifti *Institute of Cardiometabolism and Nutrition (ICAN), Integromics, Paris, France.
Farid IchouICANalytics, Institute of Cardiometabolism and Nutrition (ICAN), Paris, France.
Monique LebanSorbonne Université, Clinical Investigation Center Paris-Est, CIC 1901, INSERM, AP-HP, Pitié-Salpêtrière University Hospital, Paris, France.
Christian Funck-BrentanoSorbonne Université, Clinical Investigation Center Paris-Est, CIC 1901, INSERM, AP-HP, Pitié-Salpêtrière University Hospital, Paris, France.
Philippe TouraineDepartment of Endocrinology and Reproductive Medicine, Sorbonne Université, AP-HP, Pitié-Salpêtrière Hospital, Centre de Référence des Maladies Endocriniennes Rares de la Croissance, Centre de Référence des Pathologies Gynécologiques Rares, ICAN, Paris, France.
Joe-Elie SalemSorbonne Université, Clinical Investigation Center Paris-Est, CIC 1901, INSERM, AP-HP, Pitié-Salpêtrière University Hospital, Paris, France.
Anne BachelotDepartment of Endocrinology and Reproductive Medicine, Sorbonne Université, AP-HP, Pitié-Salpêtrière Hospital, Centre de Référence des Maladies Endocriniennes Rares de la Croissance, Centre de Référence des Pathologies Gynécologiques Rares, ICAN, Paris, France.
Assistance Publique – Hôpitaux de Paris · FRInserm · FRSorbonne Université · FRFondation pour l’innovation en Cadiométabolisme et Nutrition · FRPitié-Salpêtrière Hospital · FR

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

backgroundCongenital adrenal hyperplasia (CAH) due to 21-hydroxylase deficiency leads to impaired cortisol biosynthesis. Treatment includes glucocorticoid supplementation. We studied the specific metabolomics signatures in CAH patients using two different algorithms.

methodsIn a case-control study of CAH patients matched on sex and age with healthy control subjects, two metabolomic analyses were performed: one using MetaboDiff, a validated differential metabolomic analysis tool and the other, using Predomics, a novel machine-learning algorithm.

results168 participants were included (84 CAH patients). There was no correlation between plasma cortisol levels during glucocorticoid supplementation and metabolites in CAH patients. Indoleamine 2,3-dioxygenase enzyme activity was correlated with ACTH (rho coefficient = -0.25, p-value = 0.02), in CAH patients but not in controls subjects. Overall, 33 metabolites were significantly altered in CAH patients. Main changes came from: purine and pyrimidine metabolites, branched aminoacids, tricarboxylic acid cycle metabolites and associated pathways (urea, glucose, pentose phosphates). MetaboDiff identified 2 modules that were significantly different between both groups: aminosugar metabolism and purine metabolism. Predomics found several interpretable models which accurately discriminated the two groups (accuracy of 0.86 and AUROC of 0.9).

conclusionCAH patients and healthy control subjects exhibit significant differences in plasma metabolomes, which may be explained by glucocorticoid supplementation.

Indexed as

Machine LearningMetabolomeAdrenal Hyperplasia, CongenitalAdultArea Under CurveCase-Control StudiesFemaleGlucocorticoidsHumansHydrocortisoneIndoleamine-Pyrrole 2,3,-DioxygenaseMaleMetabolomicsPurinesPyrimidinesROC CurveGlucocorticoidsHydrocortisoneIndoleamine-Pyrrole 2,3,-DioxygenasepurinePurinespyrimidinePyrimidines

Identifiers

PMID32483270
PMCPMC7264133
OpenAlexW3030957778

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.