Article

Differentiation of Pancreatic Ductal Adenocarcinoma and Chronic Pancreatitis using Graph Neural Networks on Histopathology and Collagen Fiber Features

2022-08-19

Abstract excerpt

<title>Abstract</title> <p>Pancreatic ductal adenocarcinoma (PDAC) is one of the most lethal human cancers. However, the symptoms and follow-up radiographic and histopathology assessments of PDAC are similar to chronic pancreatitis (CP) and can lead to misdiagnosis. The need for accurate differentiation of PDAC and CP has become a major topic in pancreatic pathology. These two diseases can present similar histomo...

Topics

Open a Topic to create a Post that cites this publication.

Identifiers and source

Literature Corpus work: c0a74211-519b-5976-abfb-793258763088
DOI: 10.21203/rs.3.rs-1951132/v1

Open publication

Related research

Semantic proximity does not establish scientific evidence.

Click a neighbor to travelStep 1 · 12 closest

Differentiation of Pancreatic Ductal Adenocarcinoma and Chronic Pancreatitis using Graph Neural Networks on Histopathology and Collagen Fiber FeaturesDOI 10.21203/rs.3.rs-1951132/v1Read

Computational discovery of tissue morphology biomarkers in very long-term survivors with pancreatic ductal adenocarcinomaSemantic proximity Read

Deep learning supported discovery of biomarkers for clinical prognosis of liver cancerSemantic proximity Read

CGAT: Cell Graph ATtention Network for Grading of Pancreatic Disease Histology Images.Semantic proximity Read

Utilizing Deep Neural Networks in Digital Pathology: Enhancing Accuracy and Speed in Colorectal Cancer DiagnosisSemantic proximity Read

AI inspired discovery of new biomarkers for clinical prognosis of liver cancerSemantic proximity Read

VISTA: Virtual ImmunoSTAining for pancreatic disease quantification in murine cohortsSemantic proximity Read

A Deep learning approach for Pan-Renal Cell Carcinoma classification and survival prediction from histopathology imagesSemantic proximity Read

Pancreatic Adenocarcinoma: Imaging Modalities and the Role of Artificial IntelligenceSemantic proximity Read

Integration of nuclear morphology and 3D imaging to profile cellular neighborhoodsSemantic proximity Read

Identification of pancreatic nonfunctional neuroendocrine tumors and solid pseudopapillary tumors via the construction of a consensus clustering model based on enhanced CT imagesSemantic proximity Read

Preoperative Prediction of Histological Grade in Pancreatic Neuroendocrine Tumors Using Whole-Pancreas CT Radiomics and Clinical Features: A Single-Center Retrospective StudySemantic proximity Read

Performance of a machine learning model in recognition of normal tissue from histological sectionsSemantic proximity Read