Evidence map›Paper›PMID 41515482›Full record

ArticleMolecules (Basel, Switzerland)2026

Enhancing Antioxidant and Flavor of Xuanwei Ham Bone Hydrolysates via Ultrasound and Microwave Pretreatment: A Backpropagation Artificial Neural Network Model Prediction.

Xin Chen, Xianchao Feng, Xingwei Wang, Nianwen Zhang, Yuxia Jin, Jianxin Cao, Xuejiao Wang, Chaofan Guo

Abstract read
In one paragraph

Article in Molecules (Basel, Switzerland), 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.

0numbers the graph read from it
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

Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.

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.

Xin ChenFaculty of Food Science and Engineering, Kunming University of Science and Technology, Kunming 650500, China.
Xianchao FengCollege of Food Science and Engineering, Northwest A & F University, Xianyang 712100, China.
Xingwei WangFaculty of Food Science and Engineering, Kunming University of Science and Technology, Kunming 650500, China.ORCID 0009-0000-3462-3087
Nianwen ZhangFaculty of Food Science and Engineering, Kunming University of Science and Technology, Kunming 650500, China.
Yuxia JinFaculty of Food Science and Engineering, Kunming University of Science and Technology, Kunming 650500, China.
Jianxin CaoFaculty of Food Science and Engineering, Kunming University of Science and Technology, Kunming 650500, China.ORCID 0000-0002-5829-6508
Xuejiao WangFaculty of Food Science and Engineering, Kunming University of Science and Technology, Kunming 650500, China.ORCID 0000-0001-7054-9240
Chaofan GuoFaculty of Food Science and Engineering, Kunming University of Science and Technology, Kunming 650500, China.ORCID 0000-0002-7559-892X

Funding

projects of Xingdian Talent Support Plan for young talents of Yunnan Province XDYC-QNRC-2022-0571Yunnan Fundamental Research Projects 202301AT070144Yunnan Fundamental Research Projects 202301BE070001-009Yunnan International Science and Technology Commissioner Project 202403AK140005
6 · The paper itself

Abstract

This study aimed to produce the hydrolysates of Xuanwei ham bone using enzymatic hydrolysis assisted by microwave and ultrasound pretreatment. A back propagation artificial neural network (BP-ANN) model was utilized to predict the optimal conditions, which involved 15 W/g bone for 15 min of ultrasound pretreatment and 5 W/g bone for 30 min of microwave pretreatment, achieving the highest degree of hydrolysis (DH). The model predicted a DH of 27.69, closely aligning with the experimentally measured actual DH of 28.33. DPPH radical scavenging and TBARS demonstrated that hydrolysates prepared by ultrasound combined microwave pretreatment (UMH) exhibited the highest antioxidant activity and significantly inhibited lipid oxidation. GC-MS analysis revealed that the UMH showed removal of bitter volatile flavor compounds, such as o-Cresol and m-Cresol, the retention of aromatic volatile compounds, such as 2-pentylfuran, formation of new aromatic volatile compounds such as 3-methylbutanal, and the reduction in certain aldehyde and ketone compounds. Pearson correlation analysis elucidated that the reduction in aldehyde and ketone compounds was positively linked to the enhanced antioxidant capacity of UMH. The results obtained hold substantial significance for enhancing the added value of Xuanwei ham within the food industry.

Indexed as

AntioxidantsBone and BonesFlavoring AgentsMicrowavesNeural Networks, ComputerAnimalsFood, ProcessedGas Chromatography-Mass SpectrometryHydrolysisSwineUltrasonic WavesVolatile Organic CompoundsAntioxidantsFlavoring AgentsVolatile Organic Compoundsantioxidant capacityaroma analysiselectronic nose analysisGC-MSXuanwei ham bone

Identifiers

PMID41515482
PMCPMC12787840

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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.