Back

Re-analysis of Transcriptomic and Proteomic Data Using Multi-Omics Approaches Identifies Biomarkers of Diabetes-Associated Complications in an INS Mutant Pig Model

Kota, K. P.; Abbasi, B. A.; Kajla, P.; Tripathi, S.; Bailey, A.; Varma, B.

2026-03-07 bioinformatics
10.64898/2026.03.04.707880 bioRxiv
Show abstract

Mutant Insulin Induced Diabetes of Youth (MIDY) is an established porcine model caused by the INSC94Y mutation, which results in misfolded insulin, leading to severe {beta}-cell loss and hyperglycemia. Understanding disease pathophysiology is critical for identifying biomarkers and therapeutic targets, and animal models play a key role in this process. In this study, we re-analyzed published transcriptomic and proteomic data from the MIDY model using advanced multi-omics approaches and our in-house SurfacOmics tool. This integrative analysis identified ADAMTS17 as a novel biomarker, suggesting a potential association in diabetes-associated immune dysfunction and delayed wound healing through ECM-immune interplay.

Matching journals

The top 14 journals account for 50% of the predicted probability mass.

1
Frontiers in Genetics
197 papers in training set
Top 0.4%
8.7%
2
Scientific Reports
3102 papers in training set
Top 13%
7.0%
3
Disease Models & Mechanisms
119 papers in training set
Top 0.2%
5.0%
4
Genomics, Proteomics & Bioinformatics
171 papers in training set
Top 1%
4.5%
5
PLOS ONE
4510 papers in training set
Top 37%
3.7%
6
Molecular & Cellular Proteomics
158 papers in training set
Top 0.8%
2.8%
7
Frontiers in Immunology
586 papers in training set
Top 3%
2.8%
8
iScience
1063 papers in training set
Top 8%
2.4%
9
Advanced Science
249 papers in training set
Top 8%
2.4%
10
eLife
5422 papers in training set
Top 33%
2.4%
11
International Journal of Molecular Sciences
453 papers in training set
Top 5%
2.2%
12
Communications Biology
886 papers in training set
Top 5%
2.1%
13
JCI Insight
241 papers in training set
Top 2%
2.1%
14
Nature Communications
4913 papers in training set
Top 48%
2.0%
50% of probability mass above
15
Biochimica et Biophysica Acta (BBA) - Molecular Basis of Disease
25 papers in training set
Top 0.2%
2.0%
16
BMC Genomics
328 papers in training set
Top 2%
1.8%
17
Journal of Molecular and Cellular Cardiology
39 papers in training set
Top 0.5%
1.8%
18
Frontiers in Medicine
113 papers in training set
Top 3%
1.7%
19
Life Science Alliance
263 papers in training set
Top 0.4%
1.5%
20
Genome Medicine
154 papers in training set
Top 5%
1.5%
21
Computational and Structural Biotechnology Journal
216 papers in training set
Top 5%
1.4%
22
Aging
69 papers in training set
Top 2%
1.3%
23
Cell Reports Medicine
140 papers in training set
Top 6%
1.0%
24
Frontiers in Endocrinology
53 papers in training set
Top 2%
0.9%
25
The Journal of Clinical Endocrinology & Metabolism
35 papers in training set
Top 1%
0.8%
26
Matrix Biology
28 papers in training set
Top 0.3%
0.8%
27
Biomedicines
66 papers in training set
Top 3%
0.8%
28
Frontiers in Molecular Biosciences
100 papers in training set
Top 4%
0.8%
29
ACS Pharmacology & Translational Science
40 papers in training set
Top 0.9%
0.8%
30
Molecular Therapy - Nucleic Acids
24 papers in training set
Top 0.4%
0.7%