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The long noncoding RNA MALAT1 predicts human pancreatic islet isolation quality.
- Source :
-
JCI insight [JCI Insight] 2019 Jul 30; Vol. 5. Date of Electronic Publication: 2019 Jul 30. - Publication Year :
- 2019
-
Abstract
- Human islet isolation is a cost-/resource-intensive program generating islets for cell therapy in Type 1 diabetes. However, only a third of cadaveric pancreas get to clinical transplantation due to low quality/number of islets. There is a need to identify biomarker(s) that predict the quality of islets, prior to initiating their isolation. Here, we sequenced transcriptome from 18 human islet preparations stratified into three groups (Gr.1: Best quality/transplantable islets, Gr.2: Intermediary quality, Gr.3: Inferior quality/non-transplantable islets) based on routine measurements including islet purity/viability. Machine-learning algorithms involving penalized regression analyses identified 10 long-non-coding(lnc)RNAs significantly different across all group-wise comparisons (Gr1VsGr2, Gr2vsGr3, Gr1vsGr3). Two variants of Metastasis-Associated Lung Adenocarcinoma Transcript-1(MALAT1) lncRNA were common across all comparisons. We confirmed RNA-seq findings in a "validation set" of 75 human islet preparations. Finally, in 19 pancreas samples, we demonstrate that assessing the levels of MALAT1 variants alone (ROC curve AUC: 0.83) offers highest specificity in predicting post-isolation islet quality and improves the predictive potential for clinical islet transplantation when combined with Edmonton Donor Points/Body Mass Index(BMI)/North American Islet Donor Score(NAIDS). We present this resource of islet-quality-stratified lncRNA transcriptome data and identify MALAT1 as a biomarker that significantly enhances current selection methods for clinical (GMP)-grade islet isolation.
- Subjects :
- Animals
Biomarkers
Body Mass Index
Disease Models, Animal
Humans
Mice, Nude
Pancreas pathology
Pancreas Transplantation
Tissue Donors
Transcriptome
Transplantation, Heterologous
Islets of Langerhans metabolism
Islets of Langerhans Transplantation methods
RNA, Long Noncoding genetics
RNA, Long Noncoding metabolism
Subjects
Details
- Language :
- English
- ISSN :
- 2379-3708
- Volume :
- 5
- Database :
- MEDLINE
- Journal :
- JCI insight
- Publication Type :
- Academic Journal
- Accession number :
- 31361602
- Full Text :
- https://doi.org/10.1172/jci.insight.129299