Related Experiment Video
Updated: Nov 22, 2025

Drug Repurposing Hypothesis Generation Using the "RE:fine Drugs" System
Published on: December 11, 2016
Candidate pharmacological treatments for substance use disorder and suicide identified by gene co-expression
Brenda Cabrera-Mendoza1,2, José Jaime Martínez-Magaña1,3, Nancy Monroy-Jaramillo4
1Genomics of Psychiatric and Neurodegenerative Diseases Laboratory, National Institute of Genomic Medicine (INMEGEN), Mexico City, Mexico.
Abstract:
Patients with substance use disorders (SUD) are at high risk to die by suicide. So far, the neurobiology of the suicide-SUD association has not been elucidated. This study aimed to identify potential pharmacological targets among hub genes from brain gene co-expression networks of individuals with SUD in a suicidal and non-suicidal context. Post-mortem samples from the prefrontal cortex of 79 individuals were analyzed. Individuals were classified into the following groups: suicides with SUD (n = 28), suicides without SUD (n = 23), nonsuicides with SUD (n = 9), nonsuicides without SUD (n = 19). Gene expression profiles were evaluated with the Illumina HumanHT-12 v4 array. Co-expression networks were constructed in WGCNA using the differentially expressed genes found in the comparisons: (a) suicides with and without SUD and (b) nonsuicides with and without SUD. Hub genes were selected for drug-gene interaction testing in the DGIdb database. Among drugs interacting with hub genes in suicides we found MAOA inhibitors and dextromethorphan. In the nonsuicide individuals, we found interactions with eglumegad and antipsychotics (olanzapine, clozapine, loxapine). Modafinil was found to interact with genes in both suicides and nonsuicides. These drugs represent possible candidate treatments for patients with SUD with and without suicidal behavior and their study in each context is encouraged.
Insights
This study explored the brain
Area of Science:
- Neurobiology
- Genetics
- Psychiatry
Background:
- Patients with substance use disorders (SUD) face a heightened risk of suicide.
- The underlying neurobiology connecting SUD and suicidal behavior remains largely unknown.
- Identifying specific biological targets is crucial for developing effective treatments.
Purpose of the Study:
- To identify potential pharmacological targets by analyzing hub genes in brain gene co-expression networks.
- To investigate these targets in individuals with SUD, considering both suicidal and non-suicidal contexts.
- To explore the neurobiological underpinnings of the association between SUD and suicide.
Main Methods:
- Analysis of post-mortem prefrontal cortex samples from 79 individuals categorized by SUD and suicide status.
- Gene expression profiling using Illumina HumanHT-12 v4 arrays.
- Construction of co-expression networks using Weighted Gene Co-expression Network Analysis (WGCNA) and identification of differentially expressed genes.
- Drug-gene interaction analysis using the Drug-Gene Interaction database (DGIdb).
Main Results:
- Hub genes in suicides with SUD showed interactions with MAOA inhibitors and dextromethorphan.
- Hub genes in non-suicide individuals with SUD interacted with eglumegad and antipsychotics (e.g., olanzapine, clozapine).
- Modafinil interacted with hub genes in both suicidal and non-suicidal individuals with SUD.
Conclusions:
- MAOA inhibitors, dextromethorphan, eglumegad, and specific antipsychotics are potential therapeutic candidates for SUD patients.
- Modafinil may hold therapeutic potential across different SUD patient groups.
- Further research into these drug-gene interactions is encouraged to develop targeted treatments for SUD and suicidal behavior.
More Related Videos
09:29Investigating Drivers of Antireward in Addiction Behavior with Anatomically Specific Single-Cell Gene Expression Methods
Published on: August 4, 2022
03:08Using Human Differentially Expressed Gene Lists to Perform Downstream Pathway Enrichment Analysis and Target Prioritization
Published on: October 3, 2025
Related Concept Videos
Drug Discovery: Overview
Antidepressant Drugs: MAOIs and Other Agents
Drugs Affecting Neurotransmitter Release or Uptake
Drug-Receptor Interaction: Agonist
Agonists can bind to receptors in different ways. Some agonists bind directly to the receptor's active site, mimicking the endogenous...
Drug Abuse and Addiction: Pharmacological Phenomena
Ligand-Gated Ion Channel Receptor: Gating Mechanism