A pharmaco-metabolomics approach in a clinical trial of ALS: Identification of predictive markers of progression

被引:64
作者
Blasco, Helene [1 ,2 ]
Patin, Franck [1 ,2 ]
Descat, Amandine [3 ]
Garcon, Guillaume [4 ]
Corcia, Philippe [1 ,5 ]
Gele, Patrick [6 ]
Lenglet, Timothee [7 ]
Bede, Peter [8 ,9 ]
Meininger, Vincent [10 ]
Devos, David [11 ]
Gossens, Jean Francois [3 ]
Pradat, Pierre-Francois [7 ,8 ,12 ]
机构
[1] Univ Tours, INSERM, Tours, France
[2] CHRU Tours, Lab Biochim, Tours, France
[3] Univ Lille, CUMA, EA, Lille, France
[4] Univ Lille, Inst Pasteur Lille, CHU Lille, EA,IMPECS, Lille, France
[5] CHRU Bretonneau, Serv Neurol, Ctr SLA, Tours, France
[6] Univ Lille, Ctr Invest Clin, Lille, France
[7] Hop La Pitie Salpetriere, Ctr Referent Malad Rare SLA, Dept Malad Syst Nerveux, Paris, France
[8] UPMC Univ Paris 06, CNRS, INSERM, Lab Imagerie Biomed,Sorbonne Univ, UPMC Univ Paris 06, Paris, France
[9] Trinity Coll Dublin, Acad Unit Neurol, Dublin, Ireland
[10] Hop Peupliers, Paris, France
[11] CHU Lille, Fac Med, Pharmacol Med & Neurol, INSERM U1171, Lille, France
[12] Ulster Univ, C TRIC, Altnagelvin Hosp, Biomed Sci Res Inst,Northern Ireland Ctr Stratifi, Derry, Londonderry, North Ireland
关键词
AMYOTROPHIC-LATERAL-SCLEROSIS; KYNURENINE PATHWAY; ENERGY-METABOLISM; CREATININE; RILUZOLE; DISEASE; OLESOXIME; MECHANISM; NEURONS;
D O I
10.1371/journal.pone.0198116
中图分类号
O [数理科学和化学]; P [天文学、地球科学]; Q [生物科学]; N [自然科学总论];
学科分类号
07 ; 0710 ; 09 ;
摘要
There is an urgent and unmet need for accurate biomarkers in Amyotrophic Lateral Sclerosis. A pharmaco-metabolomics study was conducted using plasma samples from the TR019622 (olesoxime) trial to assess the link between early metabolomic profiles and clinical outcomes. Patients included in this trial were randomized into either Group 0 receiving olesoxime (n = 38) or Group P receiving placebo (n = 36). The metabolomic profile was assessed at time-point one (V1) and 12 months (V12) after the initiation of the treatment. High performance liquid chromatography coupled with tandem mass spectrometry was used to quantify 188 metabolites (Biocrates (R) commercial kit). Multivariate analysis based on machine learning approaches (i.e. Biosigner algorithm) was performed. Metabolomic profiles at V1 and V12 and changes in metabolomic profiles between V1 and V12 accurately discriminated between Groups 0 and P (p<5x10-6), and identified glycine, kynurenine and citrulline/arginine as the best predictors of group membership. Changes in metabolomic profiles were closely linked to clinical progression, and correlated with glutamine levels in Group P and amino acids, lipids and spermidine levels in Group 0. Multivariate models accurately predicted disease progression and highlighted the discriminant role of sphingomyelins (SM C22:3, SM C24:1, SM OH C22:2, SM C16:1). To predict SVC from SM C24:1 in group 0 and SVC from SM OH C22:2 and SM C16:1 in group P+0, we noted a median sensitivity between 67% and 100%, a specificity between 66.7 and 71.4%, a positive predictive value between 66 and 75% and a negative predictive value between 70% and 100% in the test sets. This proof-of-concept study demonstrates that the metabolomics has a role in evaluating the biological effect of an investigational drug and may be a candidate biomarker as a secondary outcome measure in clinical trials.
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页数:14
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