The Cardiovascular Health in Ambulatory Care Research Team (CANHEART): Using Big Data to Measure and Improve Cardiovascular Health and Healthcare Services

Circulation: Cardiovascular Quality and Outcomes

Volumn 8, Issue 2, 2015, Pages 204-212

  Tu, Jack V ^a,b,c   Chu, Anna ^a,c   Donovan, Linda R ^a   Ko, Dennis T ^a,b,c   Booth, Gillian L ^a,c,d   Tu, Karen ^a,c,e   MacLagan, Laura C ^a   Guo, Helenc ^a   Austin, Peter C ^a,c   Hogg, William ^a,f,g   Kapral, Moira K ^a,c,h   Wijeysundera, Harindra C ^a,b,c   Atzema, Clare L ^a,c,i   Gershon, Andrea S ^a,c,j   Alter, David A ^a,b,c,k   Lee, Douglas S ^a,c,l   Jackevicius, Cynthia A ^a,c,m   Bhatia, R Sacha ^a,c,n,o   Udell, Jacob A ^a,c,o   Rezai, Mohammad R ^a   Stukel, Therèse A ^a,c,p   more..

^a INSTITUTE FOR CLINICAL EVALUATIVE SCIENCES   (Canada)

^b SUNNYBROOK RESEARCH INSTITUTE   (Canada)

^c UNIVERSITY OF TORONTO   (Canada)

^d ST MICHAEL'S HOSPITAL   (Canada)

^e TORONTO WESTERN HOSPITAL   (Canada)

^f Ottawa Research Group for Primary Health Care   (Canada)

^g UNIVERSITY OF OTTAWA   (Canada)

^h UNIVERSITY HEALTH NETWORK   (Canada)

ⁱ Department of Medicine   (United States)

^j Division of Respirology   (United States)

^k TORONTO REHABILITATION INSTITUTE   (Canada)

^l UNIVERSITY HEALTH NETWORK   (Canada)

^m WESTERN UNIVERSITY OF HEALTH SCIENCES   (United States)

ⁿ Women's College for Health Systems Solutions and Virtual Care   (Canada)

^o WOMEN S COLLEGE HOSPITAL   (Canada)

^p DARTMOUTH INSTITUTE FOR HEALTH POLICY AND CLINICAL PRACTICE   (United States)

more..

Author keywords

Ambulatory care; cardiovascular diseases

Indexed keywords

ADULT; AGED; AMBULATORY CARE; ARTICLE; CANADA; CARDIOVASCULAR DISEASE; CARDIOVASCULAR RISK; ELECTRONIC MEDICAL RECORD; EMERGENCY WARD; FEMALE; FOLLOW UP; HOSPITALIZATION; HUMAN; MAJOR CLINICAL STUDY; MALE; POPULATION BASED CASE CONTROL STUDY; PRIORITY JOURNAL; CARDIOLOGY; CARDIOVASCULAR DISEASES; CLINICAL PRACTICE; DATA MINING; EPIDEMIOLOGY; ETHNOLOGY; FACTUAL DATABASE; HEALTH CARE QUALITY; HEALTH STATUS; INCIDENCE; MEDICAL RECORD; MIDDLE AGED; PRACTICE GUIDELINE; PRIMARY PREVENTION; SECONDARY PREVENTION; STANDARDS; TIME; TOTAL QUALITY MANAGEMENT; TREATMENT OUTCOME; VERY ELDERLY; YOUNG ADULT;

ADULT; AGED; AGED, 80 AND OVER; AMBULATORY CARE; CARDIOLOGY; CARDIOVASCULAR DISEASES; DATA MINING; DATABASES, FACTUAL; ELECTRONIC HEALTH RECORDS; FEMALE; GUIDELINE ADHERENCE; HEALTH STATUS; HUMANS; INCIDENCE; MALE; MEDICAL RECORD LINKAGE; MIDDLE AGED; ONTARIO; PRACTICE GUIDELINES AS TOPIC; PRACTICE PATTERNS, PHYSICIANS'; PRIMARY PREVENTION; PROCESS ASSESSMENT (HEALTH CARE); QUALITY IMPROVEMENT; QUALITY INDICATORS, HEALTH CARE; SECONDARY PREVENTION; TIME FACTORS; TREATMENT OUTCOME; YOUNG ADULT;

EID: 84937563247     PISSN: 19417713     EISSN: 19417705     Source Type: Journal    
DOI: 10.1161/CIRCOUTCOMES.114.001416     Document Type: Article

References (35)

1. Weber GM, Mandl KD, Kohane IS. Finding the missing link for big biomedical data. JAMA. 2014;311:2479-2480. doi: 10.1001/jama.2014.4228.
2. Maclagan LC, Park J, Sanmartin C, Mathur KR, Roth D, Manuel DG, Gershon A, Booth GL, Bhatia S, Atzema CL, Tu JV. The CANHEART health index: a tool for monitoring the cardiovascular health of the Canadian population. CMAJ. 2014;186:180-187. doi: 10.1503/cmaj.131358.
3. Goff DC Jr, Lloyd-Jones DM, Bennett G, Coady S, D'Agostino RB, Gibbons R, Greenland P, Lackland DT, Levy D, O'Donnell CJ, Robinson JG, Schwartz JS, Shero ST, Smith SC Jr, Sorlie P, Stone NJ, Wilson PW, Jordan HS, Nevo L, Wnek J, Anderson JL, Halperin JL, Albert NM, Bozkurt B, Brindis RG, Curtis LH, DeMets D, Hochman JS, Kovacs RJ, Ohman EM, Pressler SJ, Sellke FW, Shen WK, Smith SC Jr, Tomaselli GF; American College of Cardiology/American Heart Association Task Force on Practice Guidelines. 2013 ACC/AHA guideline on the assessment of cardiovascular risk: a report of the American College of Cardiology/American Heart Association Task Force on Practice Guidelines. Circulation. 2014;129(25 Suppl 2):S49-S73. doi: 10.1161/01. cir.0000437741.48606.98.
4. Statistics Canada. 2006 Canada Census. Available at: http://www12.statcan. gc.ca/census-recensement/2006/index-eng.cfm. Accessed May 1, 2013.
5. Fearon J. Ethnic and cultural diversity by country. J Econ Growth. 2003;8:195-222.
6. Rezai MR, Maclagan LC, Donovan LR, Tu JV. Classification of Canadian immigrants into visible minority groups using country of birth and mother tongue. Open Med. 2013;7:e85-e93.
7. Shah BR, Chiu M, Amin S, Ramani M, Sadry S, Tu JV. Surname lists to identify South Asian and Chinese ethnicity from secondary data in Ontario, Canada: a validation study. BMC Med Res Methodol. 2010;10:42. doi: 10.1186/1471-2288-10-42.
8. Hux JE, Ivis F, Flintoft V, Bica A. Diabetes in Ontario: determination of prevalence and incidence using a validated administrative data algorithm. Diabetes Care. 2002;25:512-516.
9. Tu K, Campbell NR, Chen ZL, Cauch-Dudek KJ, McAlister FA. Accuracy of administrative databases in identifying patients with hypertension. Open Med. 2007;1:e18-e26.
10. Tu K, Mitiku TF, Ivers NM, Guo H, Lu H, Jaakkimainen L, Kavanagh DG, Lee DS, Tu JV. Evaluation of Electronic Medical Record Administrative data Linked Database (EMRALD). Am J Manag Care. 2014;20:e15-e21.
11. Anderson TJ, Grégoire J, Hegele RA, Couture P, Mancini GB, McPherson R, Francis GA, Poirier P, Lau DC, Grover S, Genest J Jr, Carpentier AC, Dufour R, Gupta M, Ward R, Leiter LA, Lonn E, Ng DS, Pearson GJ, Yates GM, Stone JA, Ur E. 2012 update of the Canadian Cardiovascular Society guidelines for the diagnosis and treatment of dyslipidemia for the prevention of cardiovascular disease in the adult. Can J Cardiol. 2013;29:151-167. doi: 10.1016/j.cjca.2012.11.032.
12. Gershon AS, Wang C, Guan J, Vasilevska-Ristovska J, Cicutto L, To T. Identifying individuals with physician diagnosed COPD in health administrative databases. COPD. 2009;6:388-394.
13. Gershon AS, Wang C, Guan J, Vasilevska-Ristovska J, Cicutto L, To T. Identifying patients with physician-diagnosed asthma in health administrative databases. Can Respir J. 2009;16:183-188.
14. Clarke EA, Marrett LD, Kreiger N. Cancer registration in Ontario: a computer approach. IARC Sci Publ. 1991;95:246-257.
15. Ontario Ministry of Health and Long-Term Care. Ontario Health Insurance (OHIP) Schedule of Benefits and Fees. Available at: http://www.health. gov.on.ca/english/providers/program/ohip/sob/sob-mn.html. Accessed May 1, 2014.
16. Public Health Service, US Department of Health and Human Services. International Classification of Diseases, 9th Revision (Clinical Modification). Washington, DC: Public Health Service, US Department of Health and Human Services; 1988.
17. Canadian Institute for Health Information. International Statistical Classification of Diseases and Related Health Problems, Tenth Revision, Canada (ICD-10-CA). Volume 1-Tabular List. Ottawa: Canadian Institute for Health Information; 2012.
18. World Health Organization. Manual of the International Statistical Classification of Disease, Injuries and Causes of Death, Ninth Revision. Volume 1. Geneva: World Health Organization; 1977.
19. World Health Organization. International Statistical Classification of Diseases and Related Health Problems; Tenth Revision. Volumes 1 to 3. Geneva: World Health Organization; 1994.
20. Austin PC, Daly PA, Tu JV. A multicenter study of the coding accuracy of hospital discharge administrative data for patients admitted to cardiac care units in Ontario. Am Heart J. 2002;144:290-296.
21. Kokotailo RA, Hill MD. Coding of stroke and stroke risk factors using international classification of diseases, revisions 9 and 10. Stroke. 2005;36:1776-1781. doi: 10.1161/01.STR.0000174293.17959.a1.
22. Lee DS, Stitt A, Wang X, Yu JS, Gurevich Y, Kingsbury KJ, Austin PC, Tu JV. Administrative hospitalization database validation of cardiac procedure codes. Med Care. 2013;51:e22-e26. doi: 10.1097/MLR.0b013e3182329778.
23. Tu JV, Donovan LR, Lee DS, Wang JT, Austin PC, Alter DA, Ko DT. Effectiveness of public report cards for improving the quality of cardiac care: the EFFECT study: a randomized trial. JAMA. 2009;302:2330-2337. doi: 10.1001/jama.2009.1731.
24. Atzema CL, Austin PC, Miller E, Chong AS, Yun L, Dorian P. A population-based description of atrial fibrillation in the emergency department, 2002 to 2010. Ann Emerg Med. 2013;62:570.e7-577.e7. doi: 10.1016/j. annemergmed.2013.06.005.
25. Geran L, Tully P, Wood P, Thomas B. Comparability of ICD-9 and ICD-10 for Mortality Statistics in Canada. Ottawa: Statistics Canada. Catalogue no. 84-584-XIE; 2005.
26. du Plessis V, Beshiri R, Bollman RD, Clemenson H. Definitions of Rural, Rural and Small Town Canada. Analysis Bulletin Vol. 3, No. 3. Ottawa: Statistics Canada. Catalogue. no. 21-006-XIE; 2001.
27. Heart and Stroke Foundation. Making It Happen Together. Available at: http://www.heartandstroke.com/site/c.ikIQLcMWJtE/b.8745781/k.CB35/Our-Strategic-Plan.htm. Accessed May 1, 2014.
28. Lauer MS, D'Agostino RB Jr. The randomized registry trial-the next disruptive technology in clinical research? N Engl J Med. 2013;369:1579-1581. doi: 10.1056/NEJMp1310102.
29. Carr JJ, Hendel RC, White RD, Patel MR, Wolk MJ, Bettmann MA, Douglas P, Rybicki FJ, Kramer CM, Woodard PK, Shaw LJ, Yucel EK. 2013 appropriate utilization of cardiovascular imaging: a methodology for the development of joint criteria for the appropriate utilization of cardiovascular imaging by the American College of Cardiology Foundation and American College of Radiology. J Am Coll Cardiol. 2013;61:2199-2206. doi: 10.1016/j.jacc.2013.02.010.
30. Garbi M, Habib G, Plein S, Neglia D, Kitsiou A, Donal E, Pinto F, Bax J, Achenbach S, Popescu BA, Edvardsen T, Badano LP, Stefanidis A, Bucciarelli-Ducci C, Derumeaux G, Luis Zamorano J, Lüscher TF, Maurer G, Lancellotti P. Appropriateness criteria for cardiovascular imaging use in clinical practice: a position statement of the ESC/EACVI taskforce. Eur Heart J Cardiovasc Imaging. 2014;15:477-482. doi: 10.1093/ehjci/jeu031.
31. Booth GL, Creatore MI, Moineddin R, Gozdyra P, Weyman JT, Matheson FI, Glazier RH. Unwalkable neighborhoods, poverty, and the risk of diabetes among recent immigrants to Canada compared with long-term residents. Diabetes Care. 2013;36:302-308. doi: 10.2337/dc12-0777.
32. Chen H, Goldberg MS, Burnett RT, Jerrett M, Wheeler AJ, Villeneuve PJ. Long-term exposure to traffic-related air pollution and cardiovascular mortality. Epidemiology. 2013;24:35-43. doi: 10.1097/EDE. 0b013e318276c005.
33. Tu JV, Willison DJ, Silver FL, Fang J, Richards JA, Laupacis A, Kapral MK; Investigators in the Registry of the Canadian Stroke Network. Impracticability of informed consent in the Registry of the Canadian Stroke Network. N Engl J Med. 2004;350:1414-1421. doi: 10.1056/NEJMsa031697.
34. Tu JV, Bowen J, Chiu M, Ko DT, Austin PC, He Y, Hopkins R, Tarride JE, Blackhouse G, Lazzam C, Cohen EA, Goeree R. Effectiveness and safety of drug-eluting stents in Ontario. N Engl J Med. 2007;357:1393-1402. doi: 10.1056/NEJMoa071076.
35. Krumholz HM. Big data and new knowledge in medicine: the thinking, training, and tools needed for a learning health system. Health Aff (Millwood). 2014;33:1163-1170. doi: 10.1377/hlthaff.2014.0053.