Literature DB >> 33404959

An Integrated Platform for Skin Cancer Heterogenous and Multilayered Data Management.

Ilias Maglogiannis1, Georgia Kontogianni2,3,4, Olga Papadodima3, Haralampos Karanikas5, Antonis Billiris6, Aristotelis Chatziioannou3,4,7.   

Abstract

Electronic health record (EHR) systems improve health care services by allowing the combination of health data with clinical decision support features and clinical image analyses. This study presents a modular and distributed platform that is able to integrate and accommodate heterogeneous, multidimensional (omics, histological images and clinical) data for the multi-angled portrayal and management of skin cancer patients. The proposed design offers a layered analytical framework as an expansion of current EHR systems, which can integrate high-volume molecular -omics data, imaging data, as well as relevant clinical observations. We present a case study in the field of dermatology, where we attempt to combine the multilayered information for the early detection and characterization of melanoma. The specific architecture aspires to lower the barrier for the introduction of personalized therapeutic approaches, towards precision medicine. The paper describes the technical issues of implementation, along with an initial evaluation of the system and discussion.

Entities:  

Keywords:  Clinical decision support tools; Composite biomarkers; Dermoscopy; Melanoma; Next generation sequencing

Mesh:

Year:  2021        PMID: 33404959     DOI: 10.1007/s10916-020-01679-3

Source DB:  PubMed          Journal:  J Med Syst        ISSN: 0148-5598            Impact factor:   4.460


  45 in total

1.  Evolution in medical decision making.

Authors:  Matej Sprogar; Mitja Lenic; Silvia Alayon
Journal:  J Med Syst       Date:  2002-10       Impact factor: 4.460

2.  Exome sequencing identifies GRIN2A as frequently mutated in melanoma.

Authors:  Xiaomu Wei; Vijay Walia; Jimmy C Lin; Jamie K Teer; Todd D Prickett; Jared Gartner; Sean Davis; Katherine Stemke-Hale; Michael A Davies; Jeffrey E Gershenwald; William Robinson; Steven Robinson; Steven A Rosenberg; Yardena Samuels
Journal:  Nat Genet       Date:  2011-04-15       Impact factor: 38.330

3.  A landscape of driver mutations in melanoma.

Authors:  Eran Hodis; Ian R Watson; Gregory V Kryukov; Stefan T Arold; Marcin Imielinski; Jean-Philippe Theurillat; Elizabeth Nickerson; Daniel Auclair; Liren Li; Chelsea Place; Daniel Dicara; Alex H Ramos; Michael S Lawrence; Kristian Cibulskis; Andrey Sivachenko; Douglas Voet; Gordon Saksena; Nicolas Stransky; Robert C Onofrio; Wendy Winckler; Kristin Ardlie; Nikhil Wagle; Jennifer Wargo; Kelly Chong; Donald L Morton; Katherine Stemke-Hale; Guo Chen; Michael Noble; Matthew Meyerson; John E Ladbury; Michael A Davies; Jeffrey E Gershenwald; Stephan N Wagner; Dave S B Hoon; Dirk Schadendorf; Eric S Lander; Stacey B Gabriel; Gad Getz; Levi A Garraway; Lynda Chin
Journal:  Cell       Date:  2012-07-20       Impact factor: 41.582

4.  Planning for Action: The Impact of an Asthma Action Plan Decision Support Tool Integrated into an Electronic Health Record (EHR) at a Large Health Care System.

Authors:  Lindsay Kuhn; Kelly Reeves; Yhenneko Taylor; Hazel Tapp; Andrew McWilliams; Andrew Gunter; Jeffrey Cleveland; Michael Dulin
Journal:  J Am Board Fam Med       Date:  2015 May-Jun       Impact factor: 2.657

5.  Current status and future prospects for electronic point-of-care clinical decision support in diabetes care.

Authors:  Patrick J O'Connor; Jay R Desai; John C Butler; Elyse O Kharbanda; JoAnn M Sperl-Hillen
Journal:  Curr Diab Rep       Date:  2013-04       Impact factor: 4.810

6.  Exploring the Potential of Predictive Analytics and Big Data in Emergency Care.

Authors:  Alexander T Janke; Daniel L Overbeek; Keith E Kocher; Phillip D Levy
Journal:  Ann Emerg Med       Date:  2015-07-26       Impact factor: 5.721

Review 7.  Implementation of biomarker-driven cancer therapy: existing tools and remaining gaps.

Authors:  Ann M Bailey; Yong Mao; Jia Zeng; Vijaykumar Holla; Amber Johnson; Lauren Brusco; Ken Chen; John Mendelsohn; Mark J Routbort; Gordon B Mills; Funda Meric-Bernstam
Journal:  Discov Med       Date:  2014-02       Impact factor: 2.970

8.  Vital signs: melanoma incidence and mortality trends and projections - United States, 1982-2030.

Authors:  Gery P Guy; Cheryll C Thomas; Trevor Thompson; Meg Watson; Greta M Massetti; Lisa C Richardson
Journal:  MMWR Morb Mortal Wkly Rep       Date:  2015-06-05       Impact factor: 17.586

9.  Clinical decision support systems for improving diagnostic accuracy and achieving precision medicine.

Authors:  Christian Castaneda; Kip Nalley; Ciaran Mannion; Pritish Bhattacharyya; Patrick Blake; Andrew Pecora; Andre Goy; K Stephen Suh
Journal:  J Clin Bioinforma       Date:  2015-03-26

10.  Exome sequencing identifies recurrent somatic RAC1 mutations in melanoma.

Authors:  Michael Krauthammer; Yong Kong; Byung Hak Ha; Perry Evans; Antonella Bacchiocchi; James P McCusker; Elaine Cheng; Matthew J Davis; Gerald Goh; Murim Choi; Stephan Ariyan; Deepak Narayan; Ken Dutton-Regester; Ana Capatana; Edna C Holman; Marcus Bosenberg; Mario Sznol; Harriet M Kluger; Douglas E Brash; David F Stern; Miguel A Materin; Roger S Lo; Shrikant Mane; Shuangge Ma; Kenneth K Kidd; Nicholas K Hayward; Richard P Lifton; Joseph Schlessinger; Titus J Boggon; Ruth Halaban
Journal:  Nat Genet       Date:  2012-07-29       Impact factor: 38.330

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