Evidence map›Paper›PMID 42323348›Full record

ArticleNPJ science of food2026

Investigating the flavor contributions of sulfur compounds in soy sauce flavor Baijiu using flavoromics and machine learning.

Shiqi Yang, Xinyue Zhang, Yi Shen, Jiao Niu, Hehe Li, Yonghua Wang, Jinyuan Sun, Baoguo Sun

Abstract read
In one paragraph

Article in NPJ science of food, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.

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0cells of the map it votes in
0citing papers in PubMed
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1 · What the graph read from it

What it found

Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.

The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.

2 · The registry

The trial behind it

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Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.

3 · Its place in the literature

Who cites it

0 citing papers in PubMed.

No citing paper in PubMed yet.

4 · The record

Corrections and comments

PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.

5 · Who and what money

Authors and funding

8 authors.

Shiqi YangSchool of Food Science and Engineering, South China University of Technology, Guangzhou, China.
Xinyue ZhangKey Laboratory of Geriatric Nutrition and Health, Ministry of Education, Beijing Technology and Business University, Beijing, China.
Yi ShenSichuan Langjiu Co. Ltd, Gulin, China.
Jiao NiuSichuan Langjiu Co. Ltd, Gulin, China.
Hehe LiKey Laboratory of Geriatric Nutrition and Health, Ministry of Education, Beijing Technology and Business University, Beijing, China. xyzhehe@126.com.
Yonghua WangSchool of Food Science and Engineering, South China University of Technology, Guangzhou, China. yonghw@scut.edu.cn.
Jinyuan SunKey Laboratory of Geriatric Nutrition and Health, Ministry of Education, Beijing Technology and Business University, Beijing, China.
Baoguo SunKey Laboratory of Geriatric Nutrition and Health, Ministry of Education, Beijing Technology and Business University, Beijing, China.

Funding

the National Natural Science Foundation of P. R. China No. 32322068the Young Elite Scientists Sponsorship Program by CAST 2022QNRC001
6 · The paper itself

Abstract

This study systematically investigated the flavor contribution of sulfur compounds to the soy sauce flavor Baijiu ( SSFB) by integrating traditional flavor analysis with machine learning methods. A total of 88 sulfur compounds were identified through the comprehensive two-dimensional gas chromatography-hydrogen sulfide chemiluminescence detector. The significant flavor contribution was confirmed by orthogonal partial least squares-discriminant analysis and odor activity value, and correlation analysis revealed their systematic associations with 8 aroma notes. Eight core sulfur compounds were screened in combination with 7 machine learning methods. The double matrix addition experiment demonstrated these compounds significantly enhanced the jiang and chen aroma. Notably, the study revealed the matrix-dependent flavor regulation of sulfur compounds. In young SSFB, these compounds simultaneously enhanced the jiang and chen aroma along with floral and fruity notes, while in aged SSFB, they acted more specifically to intensify the core jiang and chen aroma, with a reduced contribution to others.

Identifiers

PMID42323348
PMCPMC13645746

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Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.