Integrative multi-omics and radiogenomic profiling decodes NNK-related tumor remodeling and prognostic stratification in pancreatic cancer

NNK is associated with a malignant transcriptional program characterized by epithelial remodeling, stromal interaction, and immune suppression. These molecular features can be captured non-invasively through CT-based radiomics. The NNK-related ITGA3-associated radiomics (NIR) score provides a practical tool for preoperative risk stratification in PC and offers a bridge linking environmental carcinogen exposure with tumor imaging phenotypes.

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Publication Details

Journal
International Journal of Surgery
Published
2026-01-07
DOI
https://doi.org/10.1097/js9.0000000000004732
Primary Topic
Pancreatic and Hepatic Oncology Research
Type
article
Field-Weighted Citation Impact
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article

Integrative multi-omics and radiogenomic profiling decodes NNK-related tumor remodeling and prognostic stratification in pancreatic cancer

Hanxiao Li, Junjian Shen, Qiying Tang, Jun Zhou et al.
International Journal of Surgery
Pancreatic and Hepatic Oncology Research
article

Integrative multi-omics and radiogenomic profiling decodes NNK-related tumor remodeling and prognostic stratification in pancreatic cancer

Hanxiao Li, Junjian Shen, Qiying Tang, Jun Zhou, Jingcheng Huang, Huaping Sun, Zongyu Xie, M S Zeng, Minping Hong, Qiuyang Zhu, Jianbo Li, Yaolin Xu, Yuan Fang
article en

Abstract

NNK is associated with a malignant transcriptional program characterized by epithelial remodeling, stromal interaction, and immune suppression. These molecular features can be captured non-invasively through CT-based radiomics. The NNK-related ITGA3-associated radiomics (NIR) score provides a practical tool for preoperative risk stratification in PC and offers a bridge linking environmental carcinogen exposure with tumor imaging phenotypes.

International Journal of Surgery
Zhejiang Chinese Medical University (CN), Goodyear (United Kingdom) (GB), North University of China (CN), Fudan University (CN), Jiaxing University (CN), Zhongshan Hospital of Xiamen University (CN), Zhongshan Hospital (CN), First Hospital of Jiaxing (CN), First Affiliated Hospital of Bengbu Medical College (CN)
Good health and well-being
Openalex Percentile: Top 94%
Pancreatic and Hepatic Oncology Research
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Integrative multi-omics and radiogenomic profiling decodes NNK-related tumor remodeling and prognostic stratification in pancreatic cancer — Hanxiao Li, Junjian Shen, et al. · International Journal of Surgery (2026) | TGRS Research Map | TGRS