# Electroconvulsive therapy modulates the interplay between depressive symptoms in difficult-to-treat depression: A longitudinal network analysis

**Authors:** Marialaura Lussignoli, Marco Bortolomasi, Giulia Perusi, Giorgio Pigato, Alessandra Minelli, Fabio Sambataro

PMC · DOI: 10.1192/j.eurpsy.2025.10052 · 2025-06-16

## TL;DR

This study explores how electroconvulsive therapy (ECT) changes the connections between depressive symptoms in difficult-to-treat depression.

## Contribution

The novel contribution is the use of network analysis to show how ECT modulates relationships between depressive symptoms over time.

## Key findings

- ECT increased the strength of the global network of depressive symptoms.
- A stronger negative relationship between insomnia and pessimistic thoughts predicted better ECT response.
- Concentration difficulties and apparent sadness were the most central symptoms in the network.

## Abstract

Difficult-to-treat depression (DTD) is a common clinical challenge for major depressive disorder and bipolar disorders. Electro convulsive therapy (ECT) has proven to be one of the most effective treatments for this condition. Although several studies have investigated individually the clinical factors associated with the DTD response, the role of their interplay in the clinical response to ECT remains unknown. In the present study, we aimed to characterize the network of symptoms in DTD, evaluate the effects of ECT on the interrelationship of depressive symptoms, and identify the network characteristics that could predict the clinical response.

A network analysis of clinical and demographic data from 154 patients with DTD was performed to compare longitudinally the patterns of relationships among depressive symptoms after ECT treatment. Furthermore, we estimated the network structure at baseline associated with a greater clinical improvement (≥80% reduction at Montgomery–Åsberg Depression Rating Scale total score).

ECT modulated the network of depressive symptoms, with increased strength of the global network (p = 0.03, Cohen’s d = −0.98, 95% confidence interval = [−1.07, −0.88]). The strength of the edges between somatic symptoms (appetite and sleep) and cognitive-emotional symptoms (tension, lassitude, and pessimistic thoughts) was also increased. A stronger negative relationship between insomnia and pessimistic thoughts was associated with a greater improvement after ECT. Concentration difficulties and apparent sadness showed the greatest centrality.

In conclusion, ECT treatment may affect not only the severity of the symptoms but also their relationship; this may contribute to the response in DTD.

## Linked entities

- **Diseases:** depression (MONDO:0002050), major depressive disorder (MONDO:0002009)

## Full-text entities

- **Diseases:** Depression (MESH:D003866)

## Figures

7 figures with captions in the complete paper: https://tomesphere.com/paper/PMC12260723/full.md

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Source: https://tomesphere.com/paper/PMC12260723