Literature DB >> 27775692

Quantitative assessment of pancreatic cancer precursor lesions in IHC-stained tissue with a tissue image analysis platform.

Famke Aeffner1, Nathan T Martin1, Mirza Peljto1, Joshua C Black1, Justin K Major1, Maryam Jangani2, Michael O Ports3, Joseph S Krueger1, G David Young1.   

Abstract

Tissue image analysis (tIA) is emerging as a powerful tool for quantifying biomarker expression and distribution in complex diseases and tissues. Pancreatic ductal adenocarcinoma (PDAC) develops in a highly complex and heterogeneous tissue environment and, generally, has a very poor prognosis. Early detection of PDAC is confounded by limited knowledge of the pre-neoplastic disease stages and limited methods to quantitatively assess disease heterogeneity. We sought to develop a tIA approach to assess the most common PDAC precursor lesions, pancreatic intraepithelial neoplasia (PanIN), in tissues from KrasLSL-G12D/+; Trp53LSL-R172H/+; Pdx-Cre (KPC) mice, a validated model of PDAC development. tIA profiling of training regions of PanIN and tumor microenvironment (TME) cells was utilized to guide identification of PanIN/TME tissue compartment stratification criteria. A custom CellMap algorithm implementing these criteria was applied to whole-slide images of KPC mice pancreata sections to quantify p53 and Ki-67 biomarker staining in each tissue compartment as a proof-of-concept for the algorithm platform. The algorithm robustly identified a higher percentage of p53-positive cells in PanIN lesions relative to the TME, whereas no difference was observed for Ki-67. Ki-67 expression was also quantified in a human pancreatic tissue sample available to demonstrate the translatability of the CellMap algorithm to human samples. Together, our data demonstrated the utility of CellMap to enable objective and quantitative assessments, across entire tissue sections, of PDAC precursor lesions in preclinical and clinical models of this disease to support efforts leading to novel insights into disease progression, diagnostic markers, and potential therapeutic targets.

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Year:  2016        PMID: 27775692     DOI: 10.1038/labinvest.2016.111

Source DB:  PubMed          Journal:  Lab Invest        ISSN: 0023-6837            Impact factor:   5.662


  34 in total

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Journal:  Sci Transl Med       Date:  2011-11-09       Impact factor: 17.956

2.  Factors influencing survival after pancreaticoduodenectomy for pancreatic cancer.

Authors:  J L Cameron; D W Crist; J V Sitzmann; R H Hruban; J K Boitnott; A J Seidler; J Coleman
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3.  FOLFIRINOX versus gemcitabine for metastatic pancreatic cancer.

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Journal:  N Engl J Med       Date:  2011-05-12       Impact factor: 91.245

4.  Evaluating tumor heterogeneity in immunohistochemistry-stained breast cancer tissue.

Authors:  Steven J Potts; Joseph S Krueger; Nicholas D Landis; David A Eberhard; G David Young; Steven C Schmechel; Holger Lange
Journal:  Lab Invest       Date:  2012-07-16       Impact factor: 5.662

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Journal:  Sci Transl Med       Date:  2012-10-24       Impact factor: 17.956

8.  Direct correlation between proliferative activity and dysplasia in pancreatic intraepithelial neoplasia (PanIN): additional evidence for a recently proposed model of progression.

Authors:  Walter M Klein; Ralph H Hruban; Andres J P Klein-Szanto; Robb E Wilentz
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Review 10.  Molecular Biomarkers of Pancreatic Intraepithelial Neoplasia and Their Implications in Early Diagnosis and Therapeutic Intervention of Pancreatic Cancer.

Authors:  Junli Guo; Keping Xie; Shaojiang Zheng
Journal:  Int J Biol Sci       Date:  2016-01-28       Impact factor: 6.580

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Review 3.  Introduction to Digital Image Analysis in Whole-slide Imaging: A White Paper from the Digital Pathology Association.

Authors:  Famke Aeffner; Mark D Zarella; Nathan Buchbinder; Marilyn M Bui; Matthew R Goodman; Douglas J Hartman; Giovanni M Lujan; Mariam A Molani; Anil V Parwani; Kate Lillard; Oliver C Turner; Venkata N P Vemuri; Ana G Yuil-Valdes; Douglas Bowman
Journal:  J Pathol Inform       Date:  2019-03-08

4.  Fundamental Concepts for Semiquantitative Tissue Scoring in Translational Research.

Authors:  David K Meyerholz; Amanda P Beck
Journal:  ILAR J       Date:  2018-12-01

5.  The AAV9 Variant Capsid AAV-F Mediates Widespread Transgene Expression in Nonhuman Primate Spinal Cord After Intrathecal Administration.

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