Cargando…

Deep Learning Prediction of Metastasis in Locally Advanced Colon Cancer Using Binary Histologic Tumor Images

SIMPLE SUMMARY: Deep learning methods are increasingly being applied for tissue classification to improve diagnosis and optimize therapy stratification. In this study, we developed the Binary ImaGe Colon Metastasis classifier (BIg-CoMet), a semi-guided approach for the stratification of colon cancer...

Descripción completa

Detalles Bibliográficos
Autores principales:	Schiele, Stefan, Arndt, Tim Tobias, Martin, Benedikt, Miller, Silvia, Bauer, Svenja, Banner, Bettina Monika, Brendel, Eva-Maria, Schenkirsch, Gerhard, Anthuber, Matthias, Huss, Ralf, Märkl, Bruno, Müller, Gernot
Formato:	Online Artículo Texto
Lenguaje:	English
Publicado:	MDPI 2021
Materias:	Article
Acceso en línea:	https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8123276/ https://www.ncbi.nlm.nih.gov/pubmed/33922988 http://dx.doi.org/10.3390/cancers13092074

Ejemplares similares

Tumor proportion in colon cancer: results from a semiautomatic image analysis approach
por: Martin, Benedikt, et al.
Publicado: (2020)

Correction to: Tumor proportion in colon cancer: results from a semiautomatic image analysis approach
por: Martin, Benedikt, et al.
Publicado: (2021)

Stroma AReactive Invasion Front Areas (SARIFA)—A New Easily to Determine Biomarker in Colon Cancer—Results of a Retrospective Study
por: Martin, Benedikt, et al.
Publicado: (2021)

The prognostic significance of lymph node size in node-positive colon cancer
por: Schrembs, Philipp, et al.
Publicado: (2018)

A new simple morphology‐based risk score is prognostic in stage I/II colon cancers
por: Märkl, Bruno, et al.
Publicado: (2016)

Interobserver Variability in the Assessment of Tumor Budding in pT 3/4 Colon Cancer: Improvement by Supporting Immunohistochemistry?
por: Martin, Benedikt, et al.
Publicado: (2020)

Circulating cytokeratin-positive cells and tumor budding in colorectal cancer
por: Märkl, Bruno, et al.
Publicado: (2016)

Comprehensive Immunohistochemical Study of the SWI/SNF Complex Expression Status in Gastric Cancer Reveals an Adverse Prognosis of SWI/SNF Deficiency in Genomically Stable Gastric Carcinomas
por: Glückstein, Marie-Isabelle, et al.
Publicado: (2021)

Number of pathologists in Germany: comparison with European countries, USA, and Canada
por: Märkl, Bruno, et al.
Publicado: (2020)

A Mass Spectrometry Imaging Based Approach for Prognosis Prediction in UICC Stage I/II Colon Cancer
por: Martin, Benedikt, et al.
Publicado: (2021)

Ultrastaging Using Ex Vivo Sentinel Lymph Node Mapping and One-Step Nucleic Acid Amplification (OSNA) in Gastric Cancer: Experiences of a European Center
por: Märkl, Bruno, et al.
Publicado: (2021)

A randomised pilot trial of virtual reality-based relaxation for enhancement of perioperative well-being, mood and quality of life
por: Schrempf, Matthias C., et al.
Publicado: (2022)

Alterations of circulating lymphocyte subsets in patients with colorectal carcinoma
por: Waidhauser, Johanna, et al.
Publicado: (2021)

Artificial intelligence and digital biomarker in precision pathology guiding immune therapy selection and precision oncology
por: Huss, Ralf, et al.
Publicado: (2023)

Tumor Budding, uPA, and PAI-1 in Colorectal Cancer: Update of a Prospective Study
por: Märkl, Bruno, et al.
Publicado: (2017)

ALK, NUT, and TRK Do Not Play Relevant Roles in Gastric Cancer—Results of an Immunohistochemical Study in a Large Series
por: Glückstein, Marie-Isabelle, et al.
Publicado: (2022)

Stricture Prevention after Extensive Endoscopic Submucosal Dissection of Neoplastic Barrett's Esophagus: Individualized Oral Steroid Prophylaxis
por: Probst, Andreas, et al.
Publicado: (2019)

Impact of uPA/PAI-1 and disseminated cytokeratin-positive cells in breast cancer
por: Märkl, Bruno, et al.
Publicado: (2019)

Endoscopic submucosal dissection for superficial esophageal squamous cell carcinoma: long-term follow-up in a Western center
por: Probst, Andreas, et al.
Publicado: (2023)

The Binary Toxin of Clostridioides difficile Alters the Proteome and Phosphoproteome of HEp-2 Cells
por: Stieglitz, Florian, et al.
Publicado: (2021)

Histologic features of colonic infections
por: Westerhoff, Maria
Publicado: (2021)

The Impact of Histological Annotations for Accurate Tissue Classification Using Mass Spectrometry Imaging
por: Gonçalves, Juliana Pereira Lopes, et al.
Publicado: (2021)

Endoscopic submucosal dissection for rectal neoplasia extending to the dentate line: European experience
por: Probst, Andreas, et al.
Publicado: (2018)

Novel Criteria for Intratumoral Budding with Prognostic Relevance for Colon Cancer and Its Histological Subtypes
por: Pour Farid, Pantea, et al.
Publicado: (2021)

Impact of age and gender on lymphocyte subset counts in patients with COVID‐19
por: Löhr, Phillip, et al.
Publicado: (2021)

Predictive preoperative clinical score for patients with liver-only oligometastatic colorectal cancer
por: Filippini Velázquez, G., et al.
Publicado: (2022)

Prospective study on complications using different techniques for parotidectomy for benign tumors
por: Thölken, Rubens, et al.
Publicado: (2021)

Fast whole-slide cartography in colon cancer histology using superpixels and CNN classification
por: Wilm, Frauke, et al.
Publicado: (2022)

Deep Learning With Sampling in Colon Cancer Histology
por: Shapcott, Mary, et al.
Publicado: (2019)

miRNA Expression Characterizes Histological Subtypes and Metastasis in Penile Squamous Cell Carcinoma
por: Ayoubian, Hiresh, et al.
Publicado: (2021)

Thyroid Metastasis to the Colon
por: Lewine, Eliza B., et al.
Publicado: (2023)

Neurochemical, histological, and behavioral profiling of the acute, sub‐acute, and chronic MPTP mouse model of Parkinsonʼs disease
por: Santoro, Matteo, et al.
Publicado: (2022)

Correlated Imaging of the Equine Hyoid Apparatus Using CT, Micro-CT, and Histology
por: Hartl, Bettina, et al.
Publicado: (2021)

The binary toxin CDT enhances Clostridium difficile virulence by suppressing protective colonic eosinophilia
por: Cowardin, Carrie A., et al.
Publicado: (2016)

Proposition of a simple binary grading of estimated blood loss during colon surgery
por: Teixeira Farinha, Hugo, et al.
Publicado: (2021)

Expression of Abelson Interactor 1 (Abi1) Correlates with Inflammation, KRAS Mutation and Adenomatous Change during Colonic Carcinogenesis
por: Steinestel, Konrad, et al.
Publicado: (2012)

Overexpression of melanoma inhibitory activity (MIA) enhances extravasation and metastasis of A-mel 3 melanoma cells in vivo
por: Guba, M, et al.
Publicado: (2000)

Trends in cancer incidence and survival in the Augsburg study region—results from the Augsburg cancer registry
por: Grundmann, Nina, et al.
Publicado: (2020)

Associations between Weather, Air Quality and Moderate Extreme Cancer-Related Mortality Events in Augsburg, Southern Germany
por: Olschewski, Patrick, et al.
Publicado: (2021)

Quantitative methods for descriptive intersectional analysis with binary health outcomes
por: Mahendran, Mayuri, et al.
Publicado: (2022)

Cannot write session to /tmp/vufind_sessions/sess_tmbspnvim744dsgpidcun7bt2r