Michael Chuang

Postdoctoral Fellow (previously held)

Boston University School of Medicine

Publications
Contact Info

Publications listed below are automatically derived from MEDLINE/PubMed and other sources, which might result in incorrect or missing publications. Faculty can login to make corrections and additions.

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Gössl M, Thourani V, Babaliaros V, Conradi L, Chehab B, Dumonteil N, Badhwar V, Rizik D, Sun B, Bae R, Guyton R, Chuang M, Blanke P, Sorajja P. Early outcomes of transcatheter mitral valve replacement with the Tendyne system in severe mitral annular calcification. EuroIntervention. 2021 Dec 16. PMID: 34918624

Muller DWM, Sorajja P, Duncan A, Bethea B, Dahle G, Grayburn P, Babaliaros V, Guerrero M, Thourani VH, Bedogni F, Denti P, Dumonteil N, Modine T, Jansz P, Chuang ML, Blanke P, Leipsic J, Badhwar V. 2-Year Outcomes of Transcatheter Mitral Valve Replacement in Patients With Severe Symptomatic Mitral Regurgitation. J Am Coll Cardiol. 2021 11 09; 78(19):1847-1859. PMID: 34736561

Ooms JF, Wang DD, Rajani R, Redwood S, Little SH, Chuang ML, Popma JJ, Dahle G, Pfeiffer M, Kanda B, Minet M, Hirsch A, Budde RP, De Jaegere PP, Prendergast B, O'Neill W, Van Mieghem NM. Computed Tomography-Derived 3D Modeling to Guide Sizing and Planning of Transcatheter Mitral Valve Interventions. JACC Cardiovasc Imaging. 2021 08; 14(8):1644-1658. PMID: 33744155

Lee JJ, Montazerin SM, Jamil A, Jamil U, Marszalek J, Chuang ML, Chi G. Association between red blood cell distribution width and mortality and severity among patients with COVID-19: A systematic review and meta-analysis. J Med Virol. 2021 04; 93(4):2513-2522. PMID: 33448439; PMCID: PMC8014709; DOI: 10.1002/jmv.26797;

Sista AK, Horowitz JM, Tapson VF, Rosenberg M, Elder MD, Schiro BJ, Dohad S, Amoroso NE, Dexter DJ, Loh CT, Leung DA, Bieneman BK, Perkowski PE, Chuang ML, Benenati JF. Indigo Aspiration System for Treatment of Pulmonary Embolism: Results of the EXTRACT-PE Trial. JACC Cardiovasc Interv. 2021 02 08; 14(3):319-329. PMID: 33454291

Janjua SA, Massaro JM, Chuang ML, D'Agostino RB, Hoffmann U, O'Donnell CJ. Thresholds for Abdominal Aortic Calcium That Predict Cardiovascular Disease Events in the Framingham Heart Study. JACC Cardiovasc Imaging. 2021 03; 14(3):695-697.View Related Profiles.

O'Donnell, Christopher
Massaro, Joseph
Chuang, Michael
D'Agostino, Ralph

PMID: 33221220

Badhwar V, Sorajja P, Duncan A, Thourani V, Schaefer U, Grayburn P, Dumonteil N, Babaliaros V, Garatti A, Leipsic J, Chuang M, Blanke P, Muller D. Mitral regurgitation severity predicts one-year therapeutic benefit of Tendyne transcatheter mitral valve implantation. EuroIntervention. 2019 Dec 20; 15(12):e1065-e1071. PMID: 31130525

Sorajja P, Moat N, Badhwar V, Walters D, Paone G, Bethea B, Bae R, Dahle G, Mumtaz M, Grayburn P, Kapadia S, Babaliaros V, Guerrero M, Satler L, Thourani V, Bedogni F, Rizik D, Denti P, Dumonteil N, Modine T, Sinhal A, Chuang ML, Popma JJ, Blanke P, Leipsic J, Muller D. Initial Feasibility Study of a New Transcatheter Mitral Prosthesis: The First 100 Patients. J Am Coll Cardiol. 2019 03 26; 73(11):1250-1260. PMID: 30898200

Akhtari S, Chuang ML, Salton CJ, Berg S, Kissinger KV, Goddu B, O'Donnell CJ, Manning WJ. Effect of isolated left bundle-branch block on biventricular volumes and ejection fraction: a cardiovascular magnetic resonance assessment. J Cardiovasc Magn Reson. 2018 09 20; 20(1):66.View Related Profiles.

O'Donnell, Christopher
Chuang, Michael

PMID: 30231875; PMCID: PMC6146610; DOI: 10.1186/s12968-018-0457-8;

Chuang ML, Gona PN, Qazi S, Musgrave RM, Fox CS, Massaro JM, Hoffmann U, O'Donnell CJ. Aortic Arch Width and Cardiovascular Disease in Men and Women in the Community. J Am Heart Assoc. 2018 06 16; 7(12).View Related Profiles.

O'Donnell, Christopher
Massaro, Joseph
Chuang, Michael

PMID: 29909404; PMCID: PMC6220524; DOI: 10.1161/JAHA.117.008057;

Showing 10 of 59 results. Show More

Qazi S, Massaro JM, Chuang ML, D'Agostino RB, Hoffmann U, O'Donnell CJ. Increased Aortic Diameters on Multidetector Computed Tomographic Scan Are Independent Predictors of Incident Adverse Cardiovascular Events: The Framingham Heart Study. Circ Cardiovasc Imaging. 2017 Dec; 10(12).View Related Profiles.

O'Donnell, Christopher
Massaro, Joseph
Chuang, Michael
D'Agostino, Ralph

PMID: 29222122; PMCID: PMC5728667; DOI: 10.1161/CIRCIMAGING.117.006776;

Qazi S, Gona PN, Salton CJ, Bajaj NS, Larson MG, O'Donnell CJ, Manning WJ, Chuang ML. Impact of Left Ventricular Trabeculations and Papillary Muscles on Mass, Geometry, and Association With Incident Adverse Cardiovascular Events: The Framingham Heart Study. JACC Cardiovasc Imaging. 2018 Apr; 11(4):653-654.View Related Profiles.

O'Donnell, Christopher
Larson, Martin
Chuang, Michael

PMID: 29055631

Roseman DA, Hwang SJ, Oyama-Manabe N, Chuang ML, O'Donnell CJ, Manning WJ, Fox CS. Clinical associations of total kidney volume: the Framingham Heart Study. Nephrol Dial Transplant. 2017 Aug 01; 32(8):1344-1350.View Related Profiles.

O'Donnell, Christopher
Chuang, Michael
Hwang, Shih-Jen

PMID: 27325252; PMCID: PMC5837692; DOI: 10.1093/ndt/gfw237;

Onuma OK, Pencina K, Qazi S, Massaro JM, D'Agostino RB, Chuang ML, Fox CS, Hoffmann U, O'Donnell CJ. Relation of Risk Factors and Abdominal Aortic Calcium to Progression of Coronary Artery Calcium (from the Framingham Heart Study). Am J Cardiol. 2017 May 15; 119(10):1584-1589.View Related Profiles.

O'Donnell, Christopher
Massaro, Joseph
Chuang, Michael
D'Agostino, Ralph

PMID: 28442125; PMCID: PMC5734670; DOI: 10.1016/j.amjcard.2017.02.021;

Muller DW, Farivar RS, Jansz P, Bae R, Walters D, Clarke A, Grayburn PA, Stoler RC, Dahle G, Rein KA, Shaw M, Scalia GM, Guerrero M, Pearson P, Kapadia S, Gillinov M, Pichard A, Corso P, Popma J, Chuang M, Blanke P, Leipsic J, Sorajja P. Transcatheter Mitral Valve Replacement for Patients With Symptomatic Mitral Regurgitation: A Global Feasibility Trial. J Am Coll Cardiol. 2017 Jan 31; 69(4):381-391. PMID: 28040318; DOI: 10.1016/j.jacc.2016.10.068;

Foppa M, Arora G, Gona P, Ashrafi A, Salton CJ, Yeon SB, Blease SJ, Levy D, O'Donnell CJ, Manning WJ, Chuang ML. Right Ventricular Volumes and Systolic Function by Cardiac Magnetic Resonance and the Impact of Sex, Age, and Obesity in a Longitudinally Followed Cohort Free of Pulmonary and Cardiovascular Disease: The Framingham Heart Study. Circ Cardiovasc Imaging. 2016 Mar; 9(3):e003810.View Related Profiles.

O'Donnell, Christopher
Levy, Daniel
Chuang, Michael

PMID: 26962126; DOI: 10.1161/CIRCIMAGING.115.003810;

Tsao CW, Gona PN, Salton CJ, Chuang ML, Levy D, Manning WJ, O'Donnell CJ. Left Ventricular Structure and Risk of Cardiovascular Events: A Framingham Heart Study Cardiac Magnetic Resonance Study. J Am Heart Assoc. 2015 Sep; 4(9):e002188.View Related Profiles.

O'Donnell, Christopher
Chuang, Michael

PMID: 26374295; PMCID: PMC4599505; DOI: 10.1161/JAHA.115.002188;

Chuang ML, Gona P, Oyama-Manabe N, Manders ES, Salton CJ, Hoffmann U, Manning WJ, O'Donnell CJ. Risk factor differences in calcified and noncalcified aortic plaque: the Framingham Heart Study. Arterioscler Thromb Vasc Biol. 2014 Jul; 34(7):1580-6.View Related Profiles.

O'Donnell, Christopher
Chuang, Michael

PMID: 24833796; PMCID: PMC4099001; DOI: 10.1161/ATVBAHA.114.303600;

Yeon SB, Salton CJ, Gona P, Chuang ML, Blease SJ, Han Y, Tsao CW, Danias PG, Levy D, O'Donnell CJ, Manning WJ. Impact of age, sex, and indexation method on MR left ventricular reference values in the Framingham Heart Study offspring cohort. J Magn Reson Imaging. 2015 Apr; 41(4):1038-45.View Related Profiles.

O'Donnell, Christopher
Chuang, Michael

PMID: 24817313; PMCID: PMC4248013; DOI: 10.1002/jmri.24649;

Chuang ML, Foppa M. Regarding effects of bariatric surgery on left ventricular mass index and geometry. Am J Hypertens. 2014 Jul; 27(7):991-2. PMID: 24795398; DOI: 10.1093/ajh/hpu054;

Magnani JW, Yin X, McManus DD, Chuang ML, Cheng S, Lubitz SA, Arora G, Manning WJ, Ellinor PT, Benjamin EJ. Genetic loci associated with atrial fibrillation: relation to left atrial structure in the Framingham Heart Study. J Am Heart Assoc. 2014; 3(2):e000616.View Related Profiles.

Benjamin, Emelia
Magnani, Jared
Chuang, Michael

PMID: 24695651; PMCID: PMC4187503; DOI: 10.1161/JAHA.113.000616;

Chuang ML, Leslie RW, Massaro JM, Manders ES, Fox CS, Hoffmann U, O'Donnell CJ. Distribution of abdominal aortic calcium by computed tomography: impact of analysis method on quantitative calcium score. Acad Radiol. 2013 Nov; 20(11):1422-8.View Related Profiles.

O'Donnell, Christopher
Massaro, Joseph
Chuang, Michael

PMID: 24119355; PMCID: PMC3842029; DOI: 10.1016/j.acra.2013.08.008;

Chuang ML, Gona P, Hautvast GL, Salton CJ, Breeuwer M, O'Donnell CJ, Manning WJ. CMR reference values for left ventricular volumes, mass, and ejection fraction using computer-aided analysis: the Framingham Heart Study. J Magn Reson Imaging. 2014 Apr; 39(4):895-900.View Related Profiles.

O'Donnell, Christopher
Chuang, Michael

PMID: 24123369; PMCID: PMC3961548; DOI: 10.1002/jmri.24239;

Chuang ML, Gona P, Hautvast GL, Salton CJ, Blease SJ, Yeon SB, Breeuwer M, O'Donnell CJ, Manning WJ. Correlation of trabeculae and papillary muscles with clinical and cardiac characteristics and impact on CMR measures of LV anatomy and function. JACC Cardiovasc Imaging. 2012 Nov; 5(11):1115-23.View Related Profiles.

O'Donnell, Christopher
Chuang, Michael

PMID: 23153911; PMCID: PMC3502069; DOI: 10.1016/j.jcmg.2012.05.015;

Chuang ML, Massaro JM, Levitzky YS, Fox CS, Manders ES, Hoffmann U, O'Donnell CJ. Prevalence and distribution of abdominal aortic calcium by gender and age group in a community-based cohort (from the Framingham Heart Study). Am J Cardiol. 2012 Sep 15; 110(6):891-6.View Related Profiles.

O'Donnell, Christopher
Massaro, Joseph
Chuang, Michael

PMID: 22727181; PMCID: PMC3432173; DOI: 10.1016/j.amjcard.2012.05.020;

Chuang ML, Gona P, Salton CJ, Yeon SB, Kissinger KV, Blease SJ, Levy D, O'Donnell CJ, Manning WJ. Usefulness of the left ventricular myocardial contraction fraction in healthy men and women to predict cardiovascular morbidity and mortality. Am J Cardiol. 2012 May 15; 109(10):1454-8.View Related Profiles.

O'Donnell, Christopher
Chuang, Michael

PMID: 22381161; PMCID: PMC3742100; DOI: 10.1016/j.amjcard.2012.01.357;

Hautvast GL, Salton CJ, Chuang ML, Breeuwer M, O'Donnell CJ, Manning WJ. Accurate computer-aided quantification of left ventricular parameters: experience in 1555 cardiac magnetic resonance studies from the Framingham Heart Study. Magn Reson Med. 2012 May; 67(5):1478-86.View Related Profiles.

O'Donnell, Christopher
Chuang, Michael

PMID: 22021128; PMCID: PMC3267005; DOI: 10.1002/mrm.23127;

Moghari MH, Akçakaya M, O'Connor A, Basha TA, Casanova M, Stanton D, Goepfert L, Kissinger KV, Goddu B, Chuang ML, Tarokh V, Manning WJ, Nezafat R. Compressed-sensing motion compensation (CosMo): a joint prospective-retrospective respiratory navigator for coronary MRI. Magn Reson Med. 2011 Dec; 66(6):1674-81. PMID: 21671266; PMCID: PMC3175251; DOI: 10.1002/mrm.22950;

Akçakaya M, Hu P, Chuang ML, Hauser TH, Ngo LH, Manning WJ, Tarokh V, Nezafat R. Accelerated noncontrast-enhanced pulmonary vein MRA with distributed compressed sensing. J Magn Reson Imaging. 2011 May; 33(5):1248-55. PMID: 21509886; PMCID: PMC3081138; DOI: 10.1002/jmri.22559;

Velagaleti RS, Gona P, Chuang ML, Salton CJ, Fox CS, Blease SJ, Yeon SB, Manning WJ, O'Donnell CJ. Relations of insulin resistance and glycemic abnormalities to cardiovascular magnetic resonance measures of cardiac structure and function: the Framingham Heart Study. Circ Cardiovasc Imaging. 2010 May; 3(3):257-63.View Related Profiles.

O'Donnell, Christopher
Chuang, Michael
Velagaleti, Raghava

PMID: 20208015; PMCID: PMC3057083; DOI: 10.1161/CIRCIMAGING.109.911438;

Hu P, Chuang ML, Ngo LH, Stoeck CT, Peters DC, Kissinger KV, Goddu B, Goepfert LA, Manning WJ, Nezafat R. Coronary MR imaging: effect of timing and dose of isosorbide dinitrate administration. Radiology. 2010 Feb; 254(2):401-9. PMID: 20093512; PMCID: PMC2809925; DOI: 10.1148/radiol.09090483;

Hu P, Chuang ML, Kissinger KV, Goddu B, Goepfert LA, Rofsky NM, Manning WJ, Nezafat R. Non-contrast-enhanced pulmonary vein MRI with a spatially selective slab inversion preparation sequence. Magn Reson Med. 2010 Feb; 63(2):530-6. PMID: 20099335; DOI: 10.1002/mrm.22252;

Meng J, Peters DC, Hsing JM, Chuang ML, Chan J, Fish A, Josephson ME, Manning WJ. Late gadolinium enhancement of the esophagus is common on cardiac MR several months after pulmonary vein isolation: preliminary observations. Pacing Clin Electrophysiol. 2010 Jun 1; 33(6):661-6. PMID: 20059713; DOI: 10.1111/j.1540-8159.2009.02671.x;

Chuang ML, Manning WJ. Left ventricular hypertrophy and excess cardiovascular mortality is late gadolinium enhancement the imaging link? J Am Coll Cardiol. 2009 Jan 20; 53(3):292-4. PMID: 19147048; DOI: 10.1016/j.jacc.2008.09.025;

Oyama N, Gona P, Salton CJ, Chuang ML, Jhaveri RR, Blease SJ, Manning AR, Lahiri M, Botnar RM, Levy D, Larson MG, O'Donnell CJ, Manning WJ. Differential impact of age, sex, and hypertension on aortic atherosclerosis: the Framingham Heart Study. Arterioscler Thromb Vasc Biol. 2008 Jan; 28(1):155-9.View Related Profiles.

O'Donnell, Christopher
Larson, Martin
Chuang, Michael

PMID: 17991874

Chuang ML. Accounting for systematic differences in end-systolic volume: depiction of endocardial borders or effective temporal resolution? J Am Soc Echocardiogr. 2007 Dec; 20(12):1420-1. PMID: 17904819

Chuang ML, Salton CJ, Hibberd MG, Manning WJ, Douglas PS. Relation between number of component views and accuracy of left ventricular mass determined by three-dimensional echocardiography. Am J Cardiol. 2007 May 1; 99(9):1321-4. PMID: 17478166

Chuang ML, Manning WJ. Pitfalls in comparison of left ventricular mass measurements by echocardiography and cardiovascular magnetic resonance imaging. Nephrol Dial Transplant. 2006 Sep; 21(9):2668; author reply 2668-9. PMID: 16837511

Chuang ML, Douglas PS, Bisinov EA, Stein JH. Effect of cardiac cycle on ultrasound assessment of endothelial function. Vasc Med. 2002 May; 7(2):103-8. PMID: 12402990

Salton CJ, Chuang ML, O'Donnell CJ, Kupka MJ, Larson MG, Kissinger KV, Edelman RR, Levy D, Manning WJ. Gender differences and normal left ventricular anatomy in an adult population free of hypertension. A cardiovascular magnetic resonance study of the Framingham Heart Study Offspring cohort. J Am Coll Cardiol. 2002 Mar 20; 39(6):1055-60.View Related Profiles.

O'Donnell, Christopher
Larson, Martin
Chuang, Michael

PMID: 11897450

Chuang ML, Manning WJ, Douglas PS. Gradient and spin echo(cardiographic) magnetic resonance imaging: prevalence of descriptive errors in published articles. Am J Cardiol. 2001 Jul 1; 88(1):A8, 92-4. PMID: 11423070

Chuang ML, Hibberd MG, Beaudin RA, Mooney MG, Riley MF, Fearnside JT, Douglas PS. Patient motion compensation during transthoracic 3-D echocardiography. Ultrasound Med Biol. 2001 Feb; 27(2):203-9. PMID: 11316529

Chuang ML, Danias PG, Riley MF, Hibberd MG, Manning WJ, Douglas PS. Effect of increased body mass index on accuracy of two-dimensional echocardiography for measurement of left ventricular volume, ejection fraction, and mass. Am J Cardiol. 2001 Feb 1; 87(3):371-4, A10. PMID: 11165985

Chan SK, Jaffer FA, Botnar RM, Kissinger KV, Goepfert L, Chuang ML, O'Donnell CJ, Levy D, Manning WJ. Scan reproducibility of magnetic resonance imaging assessment of aortic atherosclerosis burden. J Cardiovasc Magn Reson. 2001; 3(4):331-8.View Related Profiles.

O'Donnell, Christopher
Chuang, Michael

PMID: 11777225

Chuang ML, Beaudin RA, Riley MF, Mooney MG, Mannin WJ, Douglas PS, Hibberd MG. Three-dimensional echocardiographic measurement of left ventricular mass: comparison with magnetic resonance imaging and two-dimensional echocardiographic determinations in man. Int J Card Imaging. 2000 Oct; 16(5):347-57. PMID: 11215919

Hibberd MG, Chuang ML, Beaudin RA, Riley MF, Mooney MG, Fearnside JT, Manning WJ, Douglas PS. Accuracy of three-dimensional echocardiography with unrestricted selection of imaging planes for measurement of left ventricular volumes and ejection fraction. Am Heart J. 2000 Sep; 140(3):469-75. PMID: 10966550

Sun XG, Hansen JE, Ting H, Chuang ML, Stringer WW, Adame D, Wasserman K. Comparison of exercise cardiac output by the Fick principle using oxygen and carbon dioxide. Chest. 2000 Sep; 118(3):631-40. PMID: 10988183

Chuang ML, Hibberd MG, Salton CJ, Beaudin RA, Riley MF, Parker RA, Douglas PS, Manning WJ. Importance of imaging method over imaging modality in noninvasive determination of left ventricular volumes and ejection fraction: assessment by two- and three-dimensional echocardiography and magnetic resonance imaging. J Am Coll Cardiol. 2000 Feb; 35(2):477-84. PMID: 10676697

Chuang ML, Beaudin RA, Riley MF, Mooney MG, Manning WJ, Hibberd MG, Douglas PS. Impact of on-line endocardial border detection on determination of left ventricular volume and ejection fraction by transthoracic 3-dimensional echocardiography. J Am Soc Echocardiogr. 1999 Jul; 12(7):551-8. PMID: 10398913

Chuang ML, Parker RA, Riley MF, Reilly MA, Johnson RB, Korley VJ, Lerner AB, Douglas PS. Three-dimensional echocardiography improves accuracy and compensates for sonographer inexperience in assessment of left ventricular ejection fraction. J Am Soc Echocardiogr. 1999 May; 12(5):290-9. PMID: 10231614

Danias PG, Chuang ML, Parker RA, Beaudin RA, Mooney MG, Manning WJ, Douglas PS, Hibberd MG. Relation between the number of image planes and the accuracy of three-dimensional echocardiography for measuring left ventricular volumes and ejection fraction. Am J Cardiol. 1998 Dec 1; 82(11):1431-4, A9. PMID: 9856934

Danias PG, Stuber M, Botnar RM, Kissinger KV, Chuang ML, Manning WJ. Navigator assessment of breath-hold duration: impact of supplemental oxygen and hyperventilation. AJR Am J Roentgenol. 1998 Aug; 171(2):395-7. PMID: 9694460

Chen MH, Chuang ML, Bornstein BA, Gelman R, Harris JR, Manning WJ. Impact of respiratory maneuvers on cardiac volume within left-breast radiation portals. Circulation. 1997 Nov 18; 96(10):3269-72. PMID: 9396414

Chuang ML, Chen MH, Khasgiwala VC, McConnell MV, Edelman RR, Manning WJ. Adaptive correction of imaging plane position in segmented k-space cine cardiac MRI. J Magn Reson Imaging. 1997 Sep-Oct; 7(5):811-4. PMID: 9307905

Danias PG, McConnell MV, Khasgiwala VC, Chuang ML, Edelman RR, Manning WJ. Prospective navigator correction of image position for coronary MR angiography. Radiology. 1997 Jun; 203(3):733-6. PMID: 9169696

Lan RS, Lo SK, Chuang ML, Yang CT, Tsao TC, Lee CH. Elastance of the pleural space: a predictor for the outcome of pleurodesis in patients with malignant pleural effusion. Ann Intern Med. 1997 May 15; 126(10):768-74. PMID: 9148649

McConnell MV, Khasgiwala VC, Savord BJ, Chen MH, Chuang ML, Edelman RR, Manning WJ. Comparison of respiratory suppression methods and navigator locations for MR coronary angiography. AJR Am J Roentgenol. 1997 May; 168(5):1369-75. PMID: 9129447

McConnell MV, Khasgiwala VC, Savord BJ, Chen MH, Chuang ML, Edelman RR, Manning WJ. Prospective adaptive navigator correction for breath-hold MR coronary angiography. Magn Reson Med. 1997 Jan; 37(1):148-52. PMID: 8978644

Pearlman JD, Hibberd MG, Chuang ML, Harada K, Lopez JJ, Gladstone SR, Friedman M, Sellke FW, Simons M. Magnetic resonance mapping demonstrates benefits of VEGF-induced myocardial angiogenesis. Nat Med. 1995 Oct; 1(10):1085-9. PMID: 7489368

This graph shows the total number of publications by year, by first, middle/unknown, or last author.

Bar chart showing 59 publications over 22 distinct years, with a maximum of 6 publications in 1997

Bar chart showing 59 publications over 22 distinct years, with a maximum of 6 publications in 1997

Year	Publications
1995	1
1997	6
1998	2
1999	2
2000	4
2001	4
2002	2
2006	1
2007	3
2009	1
2010	4
2011	3
2012	3
2013	2
2014	4
2015	1
2016	2
2017	4
2018	2
2019	2
2020	1
2021	5

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