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Gene Expression Based Categorization of Transplant Pancreas Biopsies. Fu L. Luan M.D. fluan@med.umich.edu University of Michigan. No disclosure to declare. Background. Pancreas transplantation is an effective treatment for patients with type 1 diabetes mellitus;
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Gene Expression Based Categorization of Transplant Pancreas Biopsies Fu L. Luan M.D. fluan@med.umich.edu University of Michigan
Background • Pancreas transplantation is an effective treatment for patients with type 1 diabetes mellitus; • Successful pancreas transplant establishes long-term normoglycemia with no risk of hypoglycemia; • Potential benefit on improvement of diabetic related end-organ damage and cardiovascular risk factors; • Potential benefit on extending patient survival;
Value of Pancreas Allograft on Patient Survival P. Salvalaggio et al. Diabetes Care 32(4): 600-602; 2009
Effects of Pancreas Allograft on CVD Risks Blood Pressure Total cholesterol F. L. Luan, et al. Transplantation 84:541-544; 2007
Unadjusted 1-Year, 3-Year, 5-Year, and 10-Year Pancreas Graft Survival
The Challenges to Maintain a Functioning Pancreas Allograft • Complication related to graft and vascular thrombosis accounts for about 20% of early graft failure; • Acute rejection as cause of graft failure within the first year was reported at around 20%; • Chronic rejection as cause of graft failure within the first year was reported at around 19%;
Pancreas allograft biopsy is the gold standard; • Clinical indication remains subtle; • Maryland classification, and lately Banff classification provide guidance for clinicians; • Response to the treatment varies;
Molecular Mechanisms Involved in Allograft Rejection and/or Failure • Large amount of information available on molecular mechanisms involved in kidney allograft rejection and/or failure; • Microarray technology has allowed better correlation of sets of gene expression with transplant renal outcome; • Little is known about molecular mechanisms involved in pancreas allograft rejection or failure;
Hypothesis • Pancreas allograft displays similar molecular mechanisms in acute and chronic rejection, and/or allograft failure; • Pancreas allograft exhibits unique molecular markers inherent to it’s organ specificity; • The pattern of molecular expression in pancreas allograft may correlates with the allograft outcome;
Materials and Methods • 26 pancreas transplant biopsy and 4 human pancreas specimens (unaffected area of tumor pancreatectomies); • All specimens were processed with fixation in formaldehyde and paraffin-embedding ; • Maryland classification for histological diagnosis; • Patient management was individualized;
Technical Consideration (I) • The formaldehyde-fixed, paraffin-embedded tissue samples were cut in 5 µm sections; • De-paraffinization was performed and followed by rehydration; • The sections (5 slides for each sample) were scraped off the slides and harvested in appropriated lysis buffer; • The total RNA was extracted using the phenol chloroform protocol and reverse-transcribed into cDNA;
Technical Consideration (II) • TaqMan® Low Density arrays (TLDA) technique was employed for parallel analysis of different mRNAs in samples; • The cDNA expression value of each sample was compared with other samples following the delta CT technique and the expression of target genes was normalized to a calibrator; • Real time RT-PCR expression values were analyzed with DChip using 2D hierachical clustering for samples as well as for genes;
S1 ? S2 Consider the expression profiles for the samples and define a similarity, e.g correlation Can we group these patients and/or genes based on the expression? S3 Unordered values, coded from low (green) to high (red) • Assess similarity between all combinations • 2) Merge the two with the highest similarity • 3) Repeat 1) and 2) until nothing left to merge S1 S2 S3 S1 S2 S3
Initiate a perturbation by randomly removing one sample • Re-cluster • Compare the sample composition of the resulting clusters ? If there is a clear structure (long branches) we probably capture some effect Non-random data should be robust to perturbations How meaningful are those groupings?
Selection of Gene Markers for the Study • Molecules involved in rejection processes, both acute and chronic, were obtained from the various literatures in kidney transplantation; • Molecules specific to pancreas, down-regulated during disease processes and up-regulated during regeneration processes, were obtained by searching publically available dataset at http://www.ncbi.nlm.nih.gov/geo and http://www.betacell.org; • Molecules considered “house keeping genes” were chosen;
CD 20 Protein Expression in Pancreas Transplant Biopsies Biopsy with negative CD20 mRNA Biopsy with positive CD20 mRNA
Summary • The first study looking into molecular expression in transplant pancreas specimen; • Technique feasibility of obtaining RNA of good quality using paraffin preserved pancreas biopsy specimen; • Existence of variable up- and down-regulation of molecular markers; • Corresponding expression of protein in the biopsy specimens; • Apparent correlation of expression pattern with observed clinical outcome;
Future Direction and Potential Implication • Need for a validation study involving large sample size; • Need for definition of additional molecular markers; • Need for more detailed correlation between expression patterns and transplant outcome; • Finally, prospective molecular study of pancreas allograft using protocol biopsy; • Potential guidance for target therapeutic intervention based on variable molecular expression in the tissue;
Acknowledgement Laboratory Pathology Henry Appelman, M.D. Joel Greenson, M.D. Transplant Silas Norman, M.D. • Matthias Kretzler, M.D. • Fabian Trillsch, M.D.* • Anna Henger,* • Felix Eichinger, * Currently in Germany