Literature DB >> 23797912

Bringing big data to personalized healthcare: a patient-centered framework.

Nitesh V Chawla, Darcy A Davis.   

Abstract

Faced with unsustainable costs and enormous amounts of under-utilized data, health care needs more efficient practices, research, and tools to harness the full benefits of personal health and healthcare-related data. Imagine visiting your physician's office with a list of concerns and questions. What if you could walk out the office with a personalized assessment of your health? What if you could have personalized disease management and wellness plan? These are the goals and vision of the work discussed in this paper. The timing is right for such a research direction--given the changes in health care, reimbursement, reform, meaningful use of electronic health care data, and patient-centered outcome mandate. We present the foundations of work that takes a Big Data driven approach towards personalized healthcare, and demonstrate its applicability to patient-centered outcomes, meaningful use, and reducing re-admission rates.

Entities:  

Mesh:

Year:  2013        PMID: 23797912      PMCID: PMC3744281          DOI: 10.1007/s11606-013-2455-8

Source DB:  PubMed          Journal:  J Gen Intern Med        ISSN: 0884-8734            Impact factor:   5.128


  16 in total

Review 1.  Association studies in an era of too much information: clinical analysis of new biomarker and genetic data.

Authors:  Joseph Loscalzo
Journal:  Circulation       Date:  2007-10-23       Impact factor: 29.690

2.  Network medicine--from obesity to the "diseasome".

Authors:  Albert-László Barabási
Journal:  N Engl J Med       Date:  2007-07-25       Impact factor: 91.245

Review 3.  Molecular networks as sensors and drivers of common human diseases.

Authors:  Eric E Schadt
Journal:  Nature       Date:  2009-09-10       Impact factor: 49.962

Review 4.  Consensus-based method for risk adjustment for surgery for congenital heart disease.

Authors:  Kathy J Jenkins; Kimberlee Gauvreau; Jane W Newburger; Thomas L Spray; James H Moller; Lisa I Iezzoni
Journal:  J Thorac Cardiovasc Surg       Date:  2002-01       Impact factor: 5.209

5.  Motion tracking on elbow tissue from ultrasonic image sequence for patients with lateral epicondylitis.

Authors:  Yuh-Hwan Liu; Shu-Min Chen; Chi-Yi Lin; Chung-I Huang; Yung-Nien Sun
Journal:  Annu Int Conf IEEE Eng Med Biol Soc       Date:  2007

6.  Mortality after the hospitalization of a spouse.

Authors:  Nicholas A Christakis; Paul D Allison
Journal:  N Engl J Med       Date:  2006-02-16       Impact factor: 91.245

7.  Exploring and exploiting disease interactions from multi-relational gene and phenotype networks.

Authors:  Darcy A Davis; Nitesh V Chawla
Journal:  PLoS One       Date:  2011-07-29       Impact factor: 3.240

8.  Genome-wide association study of 14,000 cases of seven common diseases and 3,000 shared controls.

Authors: 
Journal:  Nature       Date:  2007-06-07       Impact factor: 49.962

9.  Prospective health care: the second transformation of medicine.

Authors:  Ralph Snyderman; Jason Langheier
Journal:  Genome Biol       Date:  2006-02-27       Impact factor: 13.583

10.  Human disease classification in the postgenomic era: a complex systems approach to human pathobiology.

Authors:  Joseph Loscalzo; Isaac Kohane; Albert-Laszlo Barabasi
Journal:  Mol Syst Biol       Date:  2007-07-10       Impact factor: 11.429

View more
  65 in total

Review 1.  The application of Big Data in medicine: current implications and future directions.

Authors:  Christopher Austin; Fred Kusumoto
Journal:  J Interv Card Electrophysiol       Date:  2016-01-27       Impact factor: 1.900

2.  Leveraging Collaborative Filtering to Accelerate Rare Disease Diagnosis.

Authors:  Feichen Shen; Sijia Liu; Yanshan Wang; Liwei Wang; Naveed Afzal; Hongfang Liu
Journal:  AMIA Annu Symp Proc       Date:  2018-04-16

3.  R-U policy frontiers for health data de-identification.

Authors:  Weiyi Xia; Raymond Heatherly; Xiaofeng Ding; Jiuyong Li; Bradley A Malin
Journal:  J Am Med Inform Assoc       Date:  2015-04-24       Impact factor: 4.497

4.  Exploring Older Adults' Strengths, Problems, and Wellbeing Using De-identified Electronic Health Record Data.

Authors:  Grace Gao; David Pieczkiewicz; Madeleine Kerr; Ryth Lindquist; Chih-Lin Chi; Sasank Maganti; Robin Austin; Mary Jo Kreitzer; Katherine Todd; Karen A Monsen
Journal:  AMIA Annu Symp Proc       Date:  2018-12-05

5.  Ethics and Epistemology in Big Data Research.

Authors:  Wendy Lipworth; Paul H Mason; Ian Kerridge; John P A Ioannidis
Journal:  J Bioeth Inq       Date:  2017-03-20       Impact factor: 1.352

6.  Interpretable Deep Models for ICU Outcome Prediction.

Authors:  Zhengping Che; Sanjay Purushotham; Robinder Khemani; Yan Liu
Journal:  AMIA Annu Symp Proc       Date:  2017-02-10

Review 7.  Challenges and potential solutions for big data implementations in developing countries.

Authors:  D Luna; J C Mayan; M J García; A A Almerares; M Househ
Journal:  Yearb Med Inform       Date:  2014-08-15

Review 8.  A review of analytics and clinical informatics in health care.

Authors:  Allan F Simpao; Luis M Ahumada; Jorge A Gálvez; Mohamed A Rehman
Journal:  J Med Syst       Date:  2014-04-03       Impact factor: 4.460

9.  Predicting the severity of motor neuron disease progression using electronic health record data with a cloud computing Big Data approach.

Authors:  Kyung Dae Ko; Tarek El-Ghazawi; Dongkyu Kim; Hiroki Morizono
Journal:  IEEE Symp Comput Intell Bioinforma Comput Biol Proc       Date:  2014-05

Review 10.  A review of recent advances in data analytics for post-operative patient deterioration detection.

Authors:  Clemence Petit; Rick Bezemer; Louis Atallah
Journal:  J Clin Monit Comput       Date:  2017-08-21       Impact factor: 2.502

View more

北京卡尤迪生物科技股份有限公司 © 2022-2023.