Recent advances in blood-based and artificial intelligence-enhanced approaches for gastrointestinal cancer diagnosis

World J Gastroenterol. 2021 Sep 14;27(34):5666-5681. doi: 10.3748/wjg.v27.i34.5666.

Abstract

Gastrointestinal (GI) cancers are among the most common cancer types and leading causes of cancer-related deaths worldwide. There is a tremendous clinical need for effective early diagnosis for better healthcare of GI cancer patients. In this article, we provide a short overview of the recent advances in GI cancer diagnosis. In the first part, we discuss the applications of blood-based biomarkers, such as plasma circulating cell-free DNA, circulating tumor cells, extracellular vesicles, and circulating cell-free RNA, for cancer liquid biopsies. In the second part, we review the current trends of artificial intelligence (AI) for pathology image and tissue biopsy analysis for GI cancer, as well as deep learning-based approaches for purity assessment of tissue biopsies. We further provide our opinions on the future directions in blood-based and AI-enhanced approaches for GI cancer diagnosis, and we think that these fields will have more intensive integrations with clinical needs in the near future.

Keywords: Artificial intelligence; Circulating tumor cell; Exosome; Extracellular vesicle; Liquid biopsy; Plasma cell-free DNA.

Publication types

  • Review

MeSH terms

  • Artificial Intelligence
  • Cell-Free Nucleic Acids*
  • Early Detection of Cancer
  • Gastrointestinal Neoplasms* / diagnosis
  • Humans
  • Liquid Biopsy

Substances

  • Cell-Free Nucleic Acids