# ZBED6–IGF2–PIK3C3 autophagy axis drives ccRCC progression: A multi-omics integration study

**Authors:** Xiaochen Qi, Guandu Li, Yuanxin Liu, Jiaao Sun, Yan Liu, Yongzheng Han, Qifei Wang, Feng Chen, Xinxiu Ren, Xiangyu Che, Guangzhen Wu

PMC · DOI: 10.1016/j.isci.2026.114952 · iScience · 2026-02-09

## TL;DR

This study identifies a new regulatory pathway involving ZBED6, IGF2, and PIK3C3 that drives kidney cancer progression and offers a six-gene model for predicting patient outcomes.

## Contribution

The discovery of the ZBED6–IGF2–PIK3C3 regulatory axis and its role in autophagy-driven ccRCC progression.

## Key findings

- ZBED6 activates PIK3C3 via repression of IGF2 to promote pro-tumorigenic autophagy.
- A six-gene prognostic signature stratifies ccRCC patients with distinct survival outcomes.
- ZBED6 promotes ccRCC cell proliferation, migration, and invasion in functional assays.

## Abstract

Autophagy supports clear cell renal cell carcinoma (ccRCC) progression, yet its upstream regulatory mechanisms remain to be fully defined. Integrating bulk, single-cell, and spatial transcriptomics, we identify a regulatory axis wherein the transcription factor ZBED6 activates the expression of the autophagy-initiating kinase PIK3C3 via the repression of IGF2, thereby driving pro-tumorigenic autophagy. Spatial analysis confirms the co-localization of ZBED6 and PIK3C3 in tumor tissues. Using genes associated with this axis, we develop a six-gene prognostic signature that stratifies patients with distinct survival outcomes and differential responses to immunotherapy and targeted therapy. Functional assays show that ZBED6 promotes ccRCC cell proliferation, migration, and invasion. This work elucidates a pathway governing autophagy in ccRCC and provides a framework for prognostic assessment and precision therapy.

•Identification of the ZBED6-PIK3C3 regulatory axis in ccRCC•Discovery of the IGF2-mediated ZBED6-PIK3C3 regulatory axis•Analysis based on multi-omics data•Construction of a 6-gene prognostic model based on PIK3C3

Identification of the ZBED6-PIK3C3 regulatory axis in ccRCC

Discovery of the IGF2-mediated ZBED6-PIK3C3 regulatory axis

Analysis based on multi-omics data

Construction of a 6-gene prognostic model based on PIK3C3

Renal cancer; Omics; Transcriptomics; Bioinformatics; Machine learning

## Linked entities

- **Genes:** ZBED6 (zinc finger BED-type containing 6) [NCBI Gene 100381270], IGF2 (insulin like growth factor 2) [NCBI Gene 3481], PIK3C3 (phosphatidylinositol 3-kinase catalytic subunit type 3) [NCBI Gene 5289]
- **Diseases:** clear cell renal cell carcinoma (MONDO:0005005), ccRCC (MONDO:0007763)

## Full-text entities

- **Genes:** IGF2 (insulin like growth factor 2) [NCBI Gene 3481] {aka C11orf43, GRDF, IGF-II, PP9974, SRS3}, PIK3C3 (phosphatidylinositol 3-kinase catalytic subunit type 3) [NCBI Gene 5289] {aka VPS34, Vps34, hVps34}, ZBED6 (zinc finger BED-type containing 6) [NCBI Gene 100381270] {aka MGR}
- **Diseases:** ccRCC (MESH:D002292), tumor (MESH:D009369)
- **Species:** Homo sapiens (human, species) [taxon 9606]

## Full text

_Full body text omitted from this summary view._ Fetch the complete paper as Markdown: https://tomesphere.com/paper/PMC12996711/full.md

## Figures

15 figures with captions in the complete paper: https://tomesphere.com/paper/PMC12996711/full.md

## References

56 references — full list in the complete paper: https://tomesphere.com/paper/PMC12996711/full.md

---
Source: https://tomesphere.com/paper/PMC12996711