Concise Cascade Methods for Transgenic Rice Seed Discrimination using Spectral Phenotyping.

ABSTRACT: Currently, the presence of genetically modified (GM) organisms in agro-food markets is strictly regulated by enacted legislation worldwide. It is essential to ensure the traceability of these transgenic products for food safety, consumer choice, environmental monitoring, market integrity, and scientific research. However, detecting the existence of GM organisms involves a combination of complex, time-consuming, and labor-intensive techniques requiring high-level professional skills. In this paper, a concise and rapid pipeline method to identify transgenic rice seeds was proposed on the basis of spectral imaging technologies and the deep learning approach. The composition of metabolome across 3 rice seed lines containing the cry1Ab/cry1Ac gene was compared and studied, substantiating

SUBMITTER: Zhang J 

PROVIDER: S-EPMC10380542 | biostudies-literature | 2023

REPOSITORIES: biostudies-literature