Literature DB >> 26737283

Mathematical models of tumor growth using Voronoi tessellations in pathology slides of kidney cancer.

Aydin Saribudak, Stephen Gundry, James Hsieh, M Umit Uyar.   

Abstract

The impact of patient-specific spatial distribution features of cell nuclei on tumor growth characteristics was analyzed. Tumor tissues from kidney cancer patients were allowed to grow in mice to apply H&E staining and to measure tumor volume during preclinical phase of our study. Imaging the H&E stained slides under a digital light microscope, the morphological characteristics of nuclei positions were determined. Using artificial intelligence based techniques, Voronoi features were derived from diagrams, where cell nuclei were considered as distinct nodes. By identifying the effect of each Voronoi feature, tumor growth was expressed mathematically. Consistency between the computed growth curves and preclinical measurements indicates that the information obtained from the H&E slides can be used as biomarkers to build personalized mathematical models for tumor growth.

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Year:  2015        PMID: 26737283     DOI: 10.1109/EMBC.2015.7319383

Source DB:  PubMed          Journal:  Conf Proc IEEE Eng Med Biol Soc        ISSN: 1557-170X


  3 in total

1.  Gene Expressions, Hippocampal Volume Loss, and MMSE Scores in Computation of Progression and Pharmacologic Therapy Effects for Alzheimer's Disease.

Authors:  Aydin Saribudak; Adarsha A Subick; Na Hyun Kim; Joshua A Rutta; M Umit Uyar
Journal:  IEEE/ACM Trans Comput Biol Bioinform       Date:  2018-09-14       Impact factor: 3.710

2.  Spatial Heterogeneity Analysis in Evaluation of Cell Viability and Apoptosis for Colorectal Cancer Cells.

Authors:  Aydin Saribudak; Herman Kucharavy; Karen Hubbard; Muharrem Umit Uyar
Journal:  IEEE J Transl Eng Health Med       Date:  2016-06-22       Impact factor: 3.316

3.  The Voronoi theory of the normal liver lobular architecture and its applicability in hepatic zonation.

Authors:  C Lau; B Kalantari; K P Batts; L D Ferrell; S L Nyberg; R P Graham; Roger K Moreira
Journal:  Sci Rep       Date:  2021-04-29       Impact factor: 4.379

  3 in total

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