# Integrative Machine Learning and Experimental Validation Identify FIS1 as a Candidate Biomarker Linked to Mitochondrial Dynamics in Pulmonary Hypertension

## TL;DR

This study identifies FIS1 as a key gene linked to mitochondrial changes in pulmonary hypertension, suggesting it could be a target for new treatments.

## Contribution

FIS1 is newly identified as a candidate biomarker connecting mitochondrial dynamics and ferroptosis in pulmonary hypertension.

## Key findings

- FIS1 expression increases with mitochondrial fission and oxidative stress in hypoxia-related PH models.
- FIS1 knockdown reduces vascular cell proliferation and mitigates mitochondrial and ferroptosis-related damage.
- FIS1 shows strong discriminatory performance in PH datasets and is linked to disease progression.

## Abstract

What are the main findings?
Integrative transcriptomic analyses with machine learning prioritized FIS1 as a candidate molecular signal associated with mitochondrial dynamics alterations in pulmonary hypertension.In hypoxia-related PH models, increased FIS1 expression was accompanied by enhanced mitochondrial fission, increased oxidative stress, and altered pulmonary artery smooth muscle cell behavior.

Integrative transcriptomic analyses with machine learning prioritized FIS1 as a candidate molecular signal associated with mitochondrial dynamics alterations in pulmonary hypertension.

In hypoxia-related PH models, increased FIS1 expression was accompanied by enhanced mitochondrial fission, increased oxidative stress, and altered pulmonary artery smooth muscle cell behavior.

What are the implications of the main findings?
The findings support a mechanistic connection between disrupted mitochondrial dynamics and ferroptosis-associated stress features in hypoxia-related PH models.This study provides testable hypotheses and molecular leads for future validation of mitochondria–ferroptosis crosstalk and potential intervention strategies in pulmonary hypertension.

The findings support a mechanistic connection between disrupted mitochondrial dynamics and ferroptosis-associated stress features in hypoxia-related PH models.

This study provides testable hypotheses and molecular leads for future validation of mitochondria–ferroptosis crosstalk and potential intervention strategies in pulmonary hypertension.

Pulmonary hypertension (PH) is characterized by progressive pulmonary vascular remodeling and a paucity of effective therapeutic interventions. Although dysregulated mitochondrial dynamics are implicated in this remodeling process, the key regulatory molecules and downstream mechanisms remain incompletely defined. This study aimed to systematically characterize molecular alterations associated with mitochondrial dynamics in PH and to explore the functional relevance and potential mechanisms of prioritized candidate genes. We integrated transcriptomic datasets from PH models with MitoCarta annotations to identify mitochondria-related differentially expressed genes. Candidate genes were prioritized using WGCNA and three machine-learning algorithms (LASSO, SVM-RFE, and random forest). These candidates were then experimentally evaluated in a hypoxia-induced PH mouse model and hypoxia-stimulated mouse pulmonary artery smooth muscle cells (mPASMCs) using qRT–PCR, Western blotting, immunohistochemistry, and transmission electron microscopy. Functional assays and assessments of mitochondrial injury were performed to investigate pathogenic relevance. Our analysis identified four key genes, with FIS1 showing high ROC/AUC-based discriminatory performance in both the training dataset and the independent replication dataset. Hypoxia was associated with increased FIS1 expression, mitochondrial fragmentation, loss of mitochondrial membrane potential, and ROS accumulation. We further observed that FIS1 knockdown suppressed mPASMC proliferation and migration, alleviated mitochondrial injury, and attenuated ferroptosis-associated alterations, accompanied by reduced lipid peroxidation, decreased Fe2+ accumulation, and partial normalization of ferroptosis-related marker proteins. Taken together, these findings suggest that FIS1 may contribute to PH pathogenesis through mitochondrial fission and ferroptosis-associated stress, potentially promoting aberrant PASMC phenotypes and pulmonary vascular remodeling. This work provides a mechanistic rationale and molecular leads that may inform molecular stratification and mechanistically informed therapeutic exploration targeting mitochondrial pathways in PH.