An 18-gene signature of recurrence-associated endothelial cells predicts tumor progression and castration resistance in prostate cancer

复发相关内皮细胞的 18 个基因特征可预测前列腺癌的肿瘤进展和去势抵抗性

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作者:Bing-Biao Lin #, Qingqing Huang #, Binyuan Yan #, Mingcheng Liu, Zhiqian Zhang, Hanqi Lei, Ronghua Huang, Jin-Tang Dong, Jun Pang

Background

The prognostic and therapeutic implications of endothelial cells (ECs) heterogeneity in prostate cancer (PCa) are poorly understood.

Conclusion

This study establishes an endothelial signature that links a subset of ECs to prostate cancer recurrence and castration resistance.

Methods

We investigated associations of EC heterogeneity with PCa recurrence and castration resistance in 8 bulk transcriptomic and 4 single-cell RNA-seq cohorts. A recurrence-associated EC (RAEC) signature was constructed by comparing 11 machine learning algorithms through nested cross-validation. Functional relevances of RAEC-specific genes were also tested.

Results

A subset of ECs was significantly associated with recurrence in primary PCa and named RAECs. RAECs were characteristic of tip and immature cells and were enriched in migration, angiogenesis, and collagen-related pathways. We then developed an 18-gene RAEC signature (RAECsig) representative of RAECs. Higher RAECsig scores independently predicted tumor recurrence and performed better or comparably compared to clinicopathological factors and commercial gene signatures in multiple PCa cohorts. Of the 18 RAECsig genes, FSCN1 was upregulated in ECs from PCa with higher Gleason scores; and the silencing of FSCN1, TMEME255B, or GABRD in ECs either attenuated tube formation or inhibited PCa cell proliferation. Finally, higher RAECsig scores predicted castration resistance in both primary and castration-resistant PCa.

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