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Subtype as a key to reduce heterogeneity of treatment effects in major depressive disorder

Descrizione del progetto

Nuovo approccio terapeutico per il disturbo depressivo maggiore

Il disturbo depressivo maggiore è un problema di salute pubblica sempre più frequente in Europa che comporta un elevato onere economico. Le recidive sono frequenti perché le risposte individuali ai trattamenti variano notevolmente, ma la mancata comprensione delle cause di tale variabilità impedisce il miglioramento di un regime terapeutico adeguato. Il disturbo depressivo maggiore viene generalmente accettato come un disturbo eterogeneo. Il progetto SUBTREAT, finanziato dal CER, considera il sottotipo come la chiave per collegare tale eterogeneità eziologica con l’effetto del trattamento. Il progetto intende suddividere gli esiti eterogenei del trattamento in sottotipi più strettamente definiti con eziologie divergenti. SUBTREAT ricorrerà ad approcci avanzati di scienza dei dati per individuare nuovi sottotipi, determinare le cause divergenti e sviluppare un nuovo algoritmo di previsione degli esiti del trattamento.

Obiettivo

Major depressive disorder (MDD) is a leading contributor to disability and suicide. It is the most costly brain disorder in Europe. Although multiple treatments are of proven efficacy, individual responses to treatments vary considerably and MDD recurrence is common. There is considerable motivation to improve treatment regimen for individuals with MDD. However, it has been challenging because of the fundamental lack of understanding about the causes of variable treatment outcomes. MDD is widely accepted as a heterogeneous disorder; yet, most research strategies effectively consider MDD as a single disorder. Progress in understanding the variable treatment response will depend on “patient stratification”, i.e. identifying and accounting for patient heterogeneity when evaluating treatment efficacy.

SUBTREAT proposes a unique direction which considers subtype as the key to link aetiological and treatment effect heterogeneity. Our approach is to break down the heterogeneous treatment outcomes of MDD into more narrowly defined subtypes with divergent aetiologies. Specially, I propose three work packages: 1) dissect treatment heterogeneity across subtypes; a particularly innovative aspect of SUBTREAT is that we will use advanced data science approaches to identify novel subtypes which correlate with differential treatment outcomes; 2) determine divergent causes underlying MDD subtypes; we will comprehensively investigate causes at three levels including genetic and causal epidemiological risk factors, and brain cell types; 3) develop a novel prediction algorithm for treatment outcomes stratified by patient subgroups. SUBTREAT will illuminate the causes of MDD subtypes and the principal patterns of how subtypes contribute to differential long-term treatment outcomes. SUBTREAT findings will promote targeted drug development and treatment optimization for patient subgroups to achieve precision psychiatry.

Meccanismo di finanziamento

HORIZON-ERC - HORIZON ERC Grants

Istituzione ospitante

KAROLINSKA INSTITUTET
Contribution nette de l'UE
€ 1 500 000,00
Indirizzo
Nobels Vag 5
17177 Stockholm
Svezia

Mostra sulla mappa

Regione
Östra Sverige Stockholm Stockholms län
Tipo di attività
Higher or Secondary Education Establishments
Collegamenti
Costo totale
€ 1 500 000,00

Beneficiari (1)