1. Gene expression signatures predict response to therapy with growth hormone
- Author
-
Pierre Chatelain, Eirik Vangsøy-Hansen, Mohamad Maghnie, Geoffrey Ambler, Stefano Zucchini, Ekaterina Koledova, Alicia Belgorosky, Terence Garner, Cheri Deal, Gerhard Binder, Peter E. Clayton, Régis Coutant, Adam Stevens, Klaus Kapelari, Jovanna Dahlgren, Philip Murray, Chiara De Leonibus, Juan-Pedro Lopez Siguero, Diego Yeste, Julia Skorodok, Elena Bashnina, Lars Hagenäs, Institut Català de la Salut, [Stevens A, Murray P, De Leonibus C, Garner T] Faculty of Biology, Medicine and Health, Division of Developmental Biology and Medicine, University of Manchester and Manchester Academic Health Science Centre, Royal Manchester Children’s Hospital, Manchester University Hospitals NHS Foundation Trust, Manchester, UK. [Koledova E] Merck Healthcare KGaA, Darmstadt, Germany. [Ambler G] The Children’s Hospital, Westmead, Sydney, NSW, Australia. [Yeste D] Vall d’Hebron Hospital Universitari, Barcelona, Spain, and Vall d'Hebron Barcelona Hospital Campus
- Subjects
0301 basic medicine ,Oncology ,Amino Acids, Peptides, and Proteins::Peptides::Peptide Hormones::Pituitary Hormones::Pituitary Hormones, Anterior::Growth Hormone::Human Growth Hormone [CHEMICALS AND DRUGS] ,Genetic Markers ,Male ,medicine.medical_specialty ,Gene regulatory network ,Turner Syndrome ,030209 endocrinology & metabolism ,Biology ,Predictive markers ,Article ,Growth hormone deficiency ,Trastorns del creixement - Tractament ,Gene regulatory networks ,Transcriptome ,03 medical and health sciences ,0302 clinical medicine ,Text mining ,Internal medicine ,Gene expression ,Turner syndrome ,Genetics ,medicine ,Humans ,Other subheadings::/therapeutic use [Other subheadings] ,Prospective Studies ,Child ,Gene ,Otros calificadores::/terapia [Otros calificadores] ,Growth Disorders ,Pharmacology ,business.industry ,Otros calificadores::/uso terapéutico [Otros calificadores] ,Human Growth Hormone ,Gene Expression Profiling ,aminoácidos, péptidos y proteínas::péptidos::hormonas peptídicas::hormonas hipofisarias::hormonas adenohipofisarias::hormona del crecimiento::hormona del crecimiento humana [COMPUESTOS QUÍMICOS Y DROGAS] ,Other subheadings::/therapy [Other subheadings] ,medicine.disease ,030104 developmental biology ,Treatment Outcome ,Genetic marker ,afecciones patológicas, signos y síntomas::procesos patológicos::trastornos del crecimiento [ENFERMEDADES] ,Molecular Medicine ,Female ,business ,Pathological Conditions, Signs and Symptoms::Pathologic Processes::Growth Disorders [DISEASES] ,Somatotropina - Ús terapèutic - Abstract
Xarxes reguladores de gens; Marcadors predictius Redes reguladoras de genes; Marcadores predictivos Gene regulatory networks; Predictive markers Recombinant human growth hormone (r-hGH) is used as a therapeutic agent for disorders of growth including growth hormone deficiency (GHD) and Turner syndrome (TS). Treatment is costly and current methods to model response are inexact. GHD (n = 71) and TS patients (n = 43) were recruited to study response to r-hGH over 5 years. Analysis was performed using 1219 genetic markers and baseline (pre-treatment) blood transcriptome. Random forest was used to determine predictive value of transcriptomic data associated with growth response. No genetic marker passed the stringency criteria for prediction. However, we identified an identical set of genes in both GHD and TS whose expression could be used to classify therapeutic response to r-hGH with a high accuracy (AUC > 0.9). Combining transcriptomic markers with clinical phenotype was shown to significantly reduce predictive error. This work could be translated into a single genomic test linked to a prediction algorithm to improve clinical management. Trial registration numbers: NCT00256126 and NCT00699855. This work was supported by Merck KGaA, Darmstadt, Germany.
- Published
- 2021