1
|
Zheng C, Sun BC, Wu YL, Ferencik M, Lee MS, Redberg RF, Kawatkar AA, Musigdilok VV, Sharp AL. Automated abstraction of myocardial perfusion imaging reports using natural language processing. J Nucl Cardiol 2022; 29:1178-1187. [PMID: 33155169 PMCID: PMC8096860 DOI: 10.1007/s12350-020-02401-z] [Citation(s) in RCA: 5] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/09/2020] [Accepted: 09/29/2020] [Indexed: 01/11/2023]
Abstract
BACKGROUND Findings and interpretations of myocardial perfusion imaging (MPI) studies are documented in free-text MPI reports. MPI results are essential for research, but manual review is prohibitively time consuming. This study aimed to develop and validate an automated method to abstract MPI reports. METHODS We developed a natural language processing (NLP) algorithm to abstract MPI reports. Randomly selected reports were double-blindly reviewed by two cardiologists to validate the NLP algorithm. Secondary analyses were performed to describe patient outcomes based on abstracted-MPI results on 16,957 MPI tests from adult patients evaluated for suspected ACS. RESULTS The NLP algorithm achieved high sensitivity (96.7%) and specificity (98.9%) on the MPI categorical results and had a similar degree of agreement compared to the physician reviewers. Patients with abnormal MPI results had higher rates of 30-day acute myocardial infarction or death compared to patients with normal results. We identified issues related to the quality of the reports that not only affect communication with referring physicians but also challenges for automated abstraction. CONCLUSION NLP is an accurate and efficient strategy to abstract results from the free-text MPI reports. Our findings will facilitate future research to understand the benefits of MPI studies but requires validation in other settings.
Collapse
Affiliation(s)
- Chengyi Zheng
- Research and Evaluation Department, Kaiser Permanente Southern California, 100 S Los Robles Ave, 2nd Floor, Pasadena, CA, 91101, USA.
| | - Benjamin C Sun
- Department of Emergency Medicine and Leonard Davis Institute, University of Pennsylvania, Philadelphia, PA, USA
| | - Yi-Lin Wu
- Research and Evaluation Department, Kaiser Permanente Southern California, 100 S Los Robles Ave, 2nd Floor, Pasadena, CA, 91101, USA
| | - Maros Ferencik
- Knight Cardiovascular Institute, Oregon Health and Science University, Portland, OR, USA
| | - Ming-Sum Lee
- Division of Cardiology, Kaiser Permanente Southern California, Los Angeles Medical Center, Los Angeles, CA, USA
| | - Rita F Redberg
- Division of Cardiology, University of California, San Francisco, San Francisco, CA, USA
| | - Aniket A Kawatkar
- Research and Evaluation Department, Kaiser Permanente Southern California, 100 S Los Robles Ave, 2nd Floor, Pasadena, CA, 91101, USA
| | - Visanee V Musigdilok
- Research and Evaluation Department, Kaiser Permanente Southern California, 100 S Los Robles Ave, 2nd Floor, Pasadena, CA, 91101, USA
| | - Adam L Sharp
- Research and Evaluation Department, Kaiser Permanente Southern California, 100 S Los Robles Ave, 2nd Floor, Pasadena, CA, 91101, USA
| |
Collapse
|
2
|
Schindler TH, Bateman TM, Berman DS, Chareonthaitawee P, De Blanche LE, Dilsizian V, Dorbala S, Gropler RJ, Shaw L, Soman P, Winchester DE, Verberne H, Ahuja S, Beanlands RS, Di Carli MF, Murthy VL, Ruddy TD, Schwartz RG. Appropriate Use Criteria for PET Myocardial Perfusion Imaging. J Nucl Med 2020; 61:1221-1265. [PMID: 32747510 DOI: 10.2967/jnumed.120.246280] [Citation(s) in RCA: 31] [Impact Index Per Article: 7.8] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/31/2020] [Accepted: 03/31/2020] [Indexed: 12/18/2022] Open
Affiliation(s)
| | | | - Daniel S Berman
- Society of Nuclear Medicine and Molecular Imaging, Reston, Virginia
| | - Panithaya Chareonthaitawee
- Society of Nuclear Medicine and Molecular Imaging, Reston, Virginia.,American Society of Nuclear Cardiology, Fairfax, Virginia
| | | | - Vasken Dilsizian
- Society of Nuclear Medicine and Molecular Imaging, Reston, Virginia.,American Society of Nuclear Cardiology, Fairfax, Virginia
| | - Sharmila Dorbala
- Society of Nuclear Medicine and Molecular Imaging, Reston, Virginia
| | - Robert J Gropler
- Society of Nuclear Medicine and Molecular Imaging, Reston, Virginia
| | - Leslee Shaw
- American College of Cardiology, Washington, D.C.,Society of Cardiovascular Computed Tomography, Arlington, Virginia
| | - Prem Soman
- Society of Nuclear Medicine and Molecular Imaging, Reston, Virginia.,American College of Cardiology, Washington, D.C
| | | | - Hein Verberne
- European Association of Nuclear Medicine, Vienna, Austria
| | - Sukhjeet Ahuja
- Society of Nuclear Medicine and Molecular Imaging, Reston, Virginia
| | - Rob S Beanlands
- Society of Nuclear Medicine and Molecular Imaging, Reston, Virginia.,American Society of Nuclear Cardiology, Fairfax, Virginia.,American College of Cardiology, Washington, D.C.,Canadian Society of Cardiovascular Nuclear and CT Imaging, Ottawa, Ontario, Canada.,Canadian Cardiovascular Society, Ottawa, Ontario, Canada; and
| | - Marcelo F Di Carli
- Society of Nuclear Medicine and Molecular Imaging, Reston, Virginia.,American Heart Association, Dallas, Texas
| | | | - Terrence D Ruddy
- Society of Nuclear Medicine and Molecular Imaging, Reston, Virginia.,Canadian Society of Cardiovascular Nuclear and CT Imaging, Ottawa, Ontario, Canada.,Canadian Cardiovascular Society, Ottawa, Ontario, Canada; and
| | | |
Collapse
|
3
|
Mastrocola LE, Amorim BJ, Vitola JV, Brandão SCS, Grossman GB, Lima RDSL, Lopes RW, Chalela WA, Carreira LCTF, Araújo JRND, Mesquita CT, Meneghetti JC. Update of the Brazilian Guideline on Nuclear Cardiology - 2020. Arq Bras Cardiol 2020; 114:325-429. [PMID: 32215507 PMCID: PMC7077582 DOI: 10.36660/abc.20200087] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/08/2023] Open
Affiliation(s)
| | - Barbara Juarez Amorim
- Universidade Estadual de Campinas (Unicamp), Campinas, SP - Brazil
- Sociedade Brasileira de Medicina Nuclear (SBMN), São Paulo, SP - Brazil
| | | | | | - Gabriel Blacher Grossman
- Hospital Moinhos de Vento, Porto Alegre, RS - Brazil
- Clínica Cardionuclear, Porto Alegre, RS - Brazil
| | - Ronaldo de Souza Leão Lima
- Universidade Federal do Rio de Janeiro (UFRJ), Rio de Janeiro, RJ - Brazil
- Fonte Imagem Medicina Diagnóstica, Rio de Janeiro, RJ - Brazil
- Clínica de Diagnóstico por Imagem (CDPI), Grupo DASA, Rio de Janeiro, RJ - Brazil
| | | | - William Azem Chalela
- Instituto do Coração (Incor) do Hospital das Clínicas da Faculdade de Medicina da Universidade de São Paulo (HCFMUSP), São Paulo, SP - Brazil
| | | | | | | | - José Claudio Meneghetti
- Instituto do Coração (Incor) do Hospital das Clínicas da Faculdade de Medicina da Universidade de São Paulo (HCFMUSP), São Paulo, SP - Brazil
| |
Collapse
|
4
|
Malahfji M, Mahmarian JJ. Imaging to Stratify Coronary Artery Disease Risk in Asymptomatic Patients with Diabetes. Methodist Debakey Cardiovasc J 2019; 14:266-272. [PMID: 30788012 DOI: 10.14797/mdcj-14-4-266] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/07/2023] Open
Abstract
Coronary artery disease (CAD) is the leading cause of morbidity and mortality in patients with diabetes mellitus. Patients with diabetes have a higher prevalence of CAD and a larger magnitude of ischemia, and they are more likely to have silent myocardial ischemia and myocardial infarction. However, recent large cohort studies demonstrate that diabetic patients are not a homogenous group with similar high risk for cardiac events. In fact, more than 30% of asymptomatic diabetic patients do not have evidence of coronary atherosclerosis and have a very low annual cardiac event rate. Accordingly, there has been a recent paradigm shift as to whether the detection of subclinical coronary atherosclerosis through imaging can best guide therapeutic decision making. This review discusses the role of various cardiac imaging techniques for stratifying cardiovascular risk and optimizing therapy in asymptomatic diabetic patients.
Collapse
|
5
|
Li YH, Wang YC, Wang YC, Liu JC, Lee CH, Chen CC, Hsieh IC, Kuo FY, Huang WC, Sung SH, Chiu CZ, Hsu JC, Jen SL, Hwang JJ, Lin JL. 2018 Guidelines of the Taiwan Society of Cardiology, Taiwan Society of Emergency Medicine and Taiwan Society of Cardiovascular Interventions for the management of non ST-segment elevation acute coronary syndrome. J Formos Med Assoc 2018; 117:766-790. [PMID: 30017533 DOI: 10.1016/j.jfma.2018.06.002] [Citation(s) in RCA: 34] [Impact Index Per Article: 5.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/18/2018] [Revised: 05/25/2018] [Accepted: 06/01/2018] [Indexed: 12/11/2022] Open
Abstract
In Taiwan, the incidence of non-ST segment elevation acute coronary syndrome (NSTE-ACS) continues to increase in recent years. The purpose of this guideline is to help health care professionals in Taiwan to use adequate tests and treatments for management of NSTE-ACS. For rapid diagnosis, in addition to history and physical examination, 0/3 h rapid diagnosis protocol with high sensitivity cardiac troponin assay is recommended in this guideline. Dual antiplatelet and anticoagulation therapies are important parts in the initial treatment. Risk stratification should be performed to identify high risk patients for early coronary angiography. Through evaluation of the coronary anatomy and other clinical factors, the decision for coronary revascularization, either by percutaneous coronary intervention or coronary artery bypass grafting, should be decided by the heart team. The duration of dual antiplatelet therapy should be given for at least 12 months after discharge. Other secondary preventive medications are also recommended for long term use.
Collapse
Affiliation(s)
- Yi-Heng Li
- Division of Cardiology, Department of Internal Medicine, National Cheng Kung University Hospital, College of Medicine, National Cheng Kung University, Tainan, Taiwan
| | - Yu-Chen Wang
- Division of Cardiology, Department of Internal Medicine, Asia University Hospital, Taichung, Taiwan; Department of Biotechnology, Asia University, Taichung, Taiwan; Division of Cardiology, Department of Internal Medicine, China Medical University College of Medicine and Hospital, Taichung, Taiwan
| | - Yi-Chih Wang
- Division of Cardiology, Department of Internal Medicine, National Taiwan University College of Medicine and Hospital, Taipei, Taiwan
| | - Ju-Chi Liu
- Division of Cardiovascular Medicine, Department of Internal Medicine, Shuang Ho Hospital and Taipei Medical University, New Taipei City, Taiwan
| | - Cheng-Han Lee
- Department of Internal Medicine and Institute of Clinical Pharmacy and Pharmaceutical Sciences, National Cheng Kung University Hospital and College of Medicine, Tainan, Taiwan
| | - Chun-Chi Chen
- Division of Cardiology, Department of Internal Medicine, Chang Gung Memorial Hospital and Chang Gung University College of Medicine, Taoyuan, Taiwan
| | - I-Chang Hsieh
- Division of Cardiology, Department of Internal Medicine, Chang Gung Memorial Hospital and Chang Gung University College of Medicine, Taoyuan, Taiwan
| | - Feng-You Kuo
- Division of Cardiology, Department of Internal Medicine, Kaohsiung Veterans General Hospital, Kaohsiung and School of Medicine, National Yang Ming University, Taipei, Taiwan
| | - Wei-Chun Huang
- Division of Cardiology, Department of Internal Medicine, Kaohsiung Veterans General Hospital, Kaohsiung and School of Medicine, National Yang Ming University, Taipei, Taiwan
| | - Shih-Hsien Sung
- Department of Medicine, Taipei Veterans General Hospital and National Yang Ming University, Taipei, Taiwan
| | - Chiung-Zuan Chiu
- Division of Cardiology, Shin-Kong Wu Ho Su Memorial Hospital, Taipei, Taiwan; School of Medicine, Fu Jen Catholic University, New Taipei City, Taiwan
| | - Jung-Cheng Hsu
- Cardiology Division of Cardiovascular Medical Center, Far Eastern Memorial Hospital, New Taipei City, Taiwan
| | - Shu-Long Jen
- Heart Center, Cheng Hsin General Hospital, Taipei, Taiwan
| | - Juey-Jen Hwang
- Division of Cardiology, Department of Internal Medicine, National Taiwan University College of Medicine and Hospital, Taipei, Taiwan.
| | - Jiunn-Lee Lin
- Division of Cardiology, Department of Internal Medicine, National Taiwan University College of Medicine and Hospital, Taipei, Taiwan; Division of Cardiovascular Medicine, Department of Internal Medicine, Shuang Ho Hospital and Taipei Medical University, New Taipei City, Taiwan.
| | | |
Collapse
|
6
|
Wolinsky DG. Imaging for chest pain in the emergency room: Finding the right gate not the right gatekeeper. J Nucl Cardiol 2017; 24:2012-2014. [PMID: 27645890 DOI: 10.1007/s12350-016-0668-z] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/28/2016] [Accepted: 08/29/2016] [Indexed: 11/28/2022]
Affiliation(s)
- David G Wolinsky
- Heart and Vascular Institute, Cleveland Clinic Florida, Weston, USA.
| |
Collapse
|
7
|
Zuin G, Parato VM, Groff P, Gulizia MM, Di Lenarda A, Cassin M, Cibinel GA, Del Pinto M, Di Tano G, Nardi F, Rossini R, Ruggieri MP, Ruggiero E, Scotto di Uccio F, Valente S. ANMCO-SIMEU Consensus Document: in-hospital management of patients presenting with chest pain. Eur Heart J Suppl 2017; 19:D212-D228. [PMID: 28751843 PMCID: PMC5520764 DOI: 10.1093/eurheartj/sux025] [Citation(s) in RCA: 5] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/21/2022]
Abstract
Chest pain is a common general practice presentation that requires careful diagnostic assessment because of its diverse and potentially serious causes. However, the evaluation of acute chest pain remains challenging, despite many new insights over the past two decades. The percentage of patients presenting to the emergency departments because of acute chest pain appears to be increasing. Nowadays, there are two essential chest pain-related issues: (i) the missed diagnoses of acute coronary syndromes with a poor short-term prognosis; and (ii) the increasing percentage of hospitalizations of low-risk cases. It is well known that hospitalization of a low-risk chest pain patient can lead to unnecessary tests and procedures, with an increasing trend of complications and burden of costs. Therefore, the significantly reduced financial resources of healthcare systems induce physicians and administrators to improve the efficiency of care protocols for patients with acute chest pain. Despite the efforts of the Scientific Societies in producing statements on this topic, in Italy there is still a significant difference between emergency physicians and cardiologists in managing patients with chest pain. For this reason, the aim of the present consensus document is double: first, to review the evidence-based efficacy and utility of various diagnostic tools, and, second, to delineate the critical pathways (describing key steps) that need to be implemented in order to standardize the management of chest pain patients, making a correct diagnosis and treatment as uniform as possible across the entire country.
Collapse
Affiliation(s)
- Guerrino Zuin
- Cardiology Unit, Ospedale dell’Angelo, Mestre, Via Paccagnella, 11 30174 VE, Italy
| | - Vito Maurizio Parato
- Cardiology Rehabilitation, Ospedale Madonna del Soccorso, Cardiology Unit, ASUR Marche/AV5—Madonna del Soccorso Hospital, 4-7, via Luciano Manara, 63074, San Benedetto del Tronto (Ascoli Piceno), Italy
| | - Paolo Groff
- Emergency Department, Ospedale Madonna del Soccorso, San Benedetto del Tronto (Ascoli Piceno), Italy
| | - Michele Massimo Gulizia
- Cardiology Department, Ospedale Garibaldi-Nesima, Azienda di Rilievo Nazionale e Alta Specializzazione “Garibaldi”, Catania, Italy
| | - Andrea Di Lenarda
- Cardiovascular Center, Azienda Sanitaria Universitaria Integrata, Trieste, Italy
| | - Matteo Cassin
- Cardiology Department, A.O. Santa Maria degli Angeli, Pordenone, Italy
| | | | | | | | - Federico Nardi
- Cardiology Department, Ospedale Castelli, Verbania, Italy
| | - Roberta Rossini
- Cardiovascular Department, ASST Papa Giovanni XXIII, Bergamo, Italy
| | - Maria Pia Ruggieri
- Emergency-Admission Department, A.O. San Giovanni-Addolorata, Rome, Italy
| | | | | | - Serafina Valente
- Intensive Integrated Cardiology Department, AOU Careggi, Florence, Italy
| |
Collapse
|
8
|
Management of Patients With NSTE-ACS. J Am Coll Cardiol 2016; 68:313-321. [DOI: 10.1016/j.jacc.2016.03.599] [Citation(s) in RCA: 46] [Impact Index Per Article: 5.8] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 12/10/2015] [Revised: 02/25/2016] [Accepted: 03/01/2016] [Indexed: 11/24/2022]
|
9
|
MacLachlan H, Thomas R, Langtree J, Hare C, Mitchell ARJ. Is there a role for a local inpatient CT coronary angiography service in selected patients with acute coronary syndrome? A cohort analysis of inpatient tertiary centre referrals for invasive coronary angiography. Open Heart 2016; 3:e000389. [PMID: 27042324 PMCID: PMC4800760 DOI: 10.1136/openhrt-2015-000389] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 12/22/2015] [Revised: 01/25/2016] [Accepted: 01/26/2016] [Indexed: 11/04/2022] Open
Abstract
OBJECTIVE To conduct a retrospective analysis of inpatients referred for invasive coronary angiography (ICA) at a tertiary centre, with suspected or confirmed acute coronary syndrome (ACS). METHODS A retrospective cohort study was conducted at Jersey General Hospital. We evaluated 198 inpatients referred for ICA with suspected or confirmed ACS over a 3-year period. Patients presenting with ST elevation myocardial infarction were excluded. The primary outcome was to identify the number of patients who did not require subsequent coronary intervention following ICA. Patient variables were measured to establish those who met European Society of Cardiology (ESC) criteria for consideration of CT coronary angiography (CTCA) as an alternative to ICA. Cost of care for those referred for ICA was calculated. RESULTS ICA demonstrated evidence of coronary heart disease requiring coronary intervention in 119 (60%) of the referred patients. 28 (35%) of the patients not requiring coronary intervention at ICA met ESC criteria for preassessment with CTCA. The cost of care for this subgroup was £9089 per patient. Inpatient CTCA was calculated at £376 per patient. CONCLUSIONS Low-intermediate risk patients presenting with suspected or confirmed ACS to hospitals without onsite coronary revascularisation should be considered for in-hospital CTCA before consideration of ICA. Using CTCA as a gatekeeper for targeted ICA appears cost-effective, particularly for hospitals without the required onsite facilities.
Collapse
Affiliation(s)
| | - Ranji Thomas
- Department of Cardiology , Jersey General Hospital , Jersey , UK
| | - Jessica Langtree
- Department of Cardiology , Jersey General Hospital , Jersey , UK
| | - Chris Hare
- Department of Cardiology , Jersey General Hospital , Jersey , UK
| | | |
Collapse
|
10
|
Maffei E, Seitun S, Guaricci AI, Cademartiri F. Chest pain: coronary CT in the ER. Br J Radiol 2016; 89:20150954. [PMID: 26866681 PMCID: PMC4985473 DOI: 10.1259/bjr.20150954] [Citation(s) in RCA: 15] [Impact Index Per Article: 1.9] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/12/2015] [Revised: 01/14/2016] [Accepted: 01/20/2016] [Indexed: 01/16/2023] Open
Abstract
Cardiac CT has developed into a robust clinical tool during the past 15 years. Of the fields in which the potential of cardiac CT has raised more interest is chest pain in acute settings. In fact, the possibility to exclude with high reliability obstructive coronary artery disease (CAD) in patients at low-to-intermediate risk is of great interest both from the clinical standpoint and from the management standpoint. Several other modalities, with or without imaging, have been used during the past decades in the settings of new onset chest pain or in acute chest pain for both diagnostic and prognostic assessment of CAD. Each one has advantages and disadvantages. Most imaging modalities also focus on inducible ischaemia to guide referral to invasive coronary angiography. The advent of cardiac CT has introduced a new practice diagnostic paradigm, being the most accurate non-invasive method for identification and exclusion of CAD. Furthermore, the detection of subclinical CAD and plaque imaging offer the opportunity to improve risk stratification. Moreover, recent advances of the latest generation CT scanners allow combining both anatomical and functional imaging by stress myocardial perfusion. The role of cardiac CT in acute settings is already important and will become progressively more important in the coming years.
Collapse
Affiliation(s)
- Erica Maffei
- Centre de Recherché/Department of Radiology, Montréal Heart Institute/Universitè de Montréal, Montréal, Quebec, Canada
| | - Sara Seitun
- Department of Radiology, IRCCS San Martino University Hospital—IST, Genoa, Italy
| | | | - Filippo Cademartiri
- Centre de Recherché/Department of Radiology, Montréal Heart Institute/Universitè de Montréal, Montréal, Quebec, Canada
- Department of Radiology, Erasmus Medical Center University, Rotterdam, Netherlands
| |
Collapse
|
11
|
Nabi F, Kassi M, Muhyieddeen K, Chang SM, Xu J, Peterson LE, Wray NP, Shirkey BA, Ashton CM, Mahmarian JJ. Optimizing Evaluation of Patients with Low-to-Intermediate-Risk Acute Chest Pain: A Randomized Study Comparing Stress Myocardial Perfusion Tomography Incorporating Stress-Only Imaging Versus Cardiac CT. J Nucl Med 2015; 57:378-84. [DOI: 10.2967/jnumed.115.166595] [Citation(s) in RCA: 23] [Impact Index Per Article: 2.6] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/16/2022] Open
|
12
|
Current approaches for the diagnosis, risk stratification and interventional treatment of patients with acute coronary syndromes without st-segment elevation. КЛИНИЧЕСКАЯ ПРАКТИКА 2015. [DOI: 10.17816/clinpract83255] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/08/2022] Open
Abstract
This article reviews current approaches to diagnosis and determination of the individual risk of patients with acute coronary syndrome without ST-segment elevation. Guidelines for determining the choice of treatment strategy and the time slots for its implementation are discussed. We describe the technical features of the implementation of interventional treatment in this group of patients; the choice of methods of myocardial revascularization is discussed.
Collapse
|
13
|
Roffi M, Patrono C, Collet JP, Mueller C, Valgimigli M, Andreotti F, Bax JJ, Borger MA, Brotons C, Chew DP, Gencer B, Hasenfuss G, Kjeldsen K, Lancellotti P, Landmesser U, Mehilli J, Mukherjee D, Storey RF, Windecker S. 2015 ESC Guidelines for the management of acute coronary syndromes in patients presenting without persistent ST-segment elevation. Eur Heart J 2015; 37:267-315. [PMID: 26320110 DOI: 10.1093/eurheartj/ehv320] [Citation(s) in RCA: 4260] [Impact Index Per Article: 473.3] [Reference Citation Analysis] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 02/07/2023] Open
|
14
|
Khalil Y, Schwartz MH, Pandey PS, Abdul Latif MS, Matsumura ME. Use of observation followed by outpatient stress testing in chest pain patients with prior coronary artery disease history: An evaluation of prognostic utility. IJC HEART & VASCULATURE 2015; 7:10-13. [PMID: 28785638 PMCID: PMC5497186 DOI: 10.1016/j.ijcha.2014.10.001] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.1] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/08/2014] [Revised: 08/10/2014] [Accepted: 10/01/2014] [Indexed: 11/17/2022]
Abstract
Objective To determine the outcomes of patients with chest pain (CP) and prior history of coronary artery disease (CAD) managed with observation followed by outpatient stress myocardial perfusion imaging (MPI). Methods Retrospective analysis of patients with CP managed with observation followed by outpatient stress MPI, comparing cardiovascular (CV) event rates stratified by CAD history. Results 375 patients were included: 111 with and 264 without a CAD history. All patients underwent outpatient stress MPI within 72 h of observation. MPI identified patients at risk for CV events. However, while patients with negative MPI and without a CAD history had very low rates of short- and long-term CAD events (0.8%, 0.8%, and 1.3% at 30 days, 1 year, and 3 years, respectively), event rates of those with a negative test but a CAD history were significantly higher (2.6%, 5.3%, and 6.6% at 30 days, 1 year and 3 years, respectively; p = 0.044 and p = 0.034 compared to CAD− patients at 1 year and 3 years, respectively). In a multivariable logistic regression model, a positive MPI proved to be an independent predictor of long-term CV events in patients with CP and prior CAD. Conclusion Observation followed by stress MPI can effectively risk stratify CP patients with prior CAD for CV risk. These patients are at increased risk of CV events even after a low-risk stress MPI study. Patients presenting with CP and managed with a strategy of observation followed by a negative stress MPI warrant close short- and long-term monitoring for recurrent events.
Collapse
Affiliation(s)
- Yasser Khalil
- Cardiovascular Research Institute, Lehigh Valley Health Network, Allentown, PA 18103, United States
| | - Melvin H Schwartz
- Cardiovascular Research Institute, Lehigh Valley Health Network, Allentown, PA 18103, United States
| | - Prasant S Pandey
- Cardiovascular Research Institute, Lehigh Valley Health Network, Allentown, PA 18103, United States
| | - Maida S Abdul Latif
- Cardiovascular Research Institute, Lehigh Valley Health Network, Allentown, PA 18103, United States
| | - Martin E Matsumura
- Cardiovascular Research Institute, Lehigh Valley Health Network, Allentown, PA 18103, United States
| |
Collapse
|
15
|
Mahmarian JJ, Peterson LE, Xu J, Cerqueira MD, Iskandrian AE, Bateman TM, Thomas GS, Nabi F. Regadenoson provides perfusion results comparable to adenosine in heterogeneous patient populations: a quantitative analysis from the ADVANCE MPI trials. J Nucl Cardiol 2015; 22:248-61. [PMID: 25287737 DOI: 10.1007/s12350-014-9981-6] [Citation(s) in RCA: 21] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/17/2014] [Accepted: 07/31/2014] [Indexed: 11/28/2022]
Abstract
BACKGROUND Total and reversible left ventricular (LV) perfusion defect size (PDS) predict patient outcome. Limited data exist as to whether regadenoson induces similar perfusion abnormalities as observed with adenosine. We sought to determine whether regadenoson induces a similar LV PDS as seen with adenosine across varying patient populations. METHODS AND RESULTS ADVANCE MPI were prospective, double-blind randomized trials comparing regadenoson to standard adenosine myocardial perfusion tomography (SPECT). Following an initial adenosine SPECT, patients were randomized to either regadenoson (N = 1284) or a second adenosine study (N = 660). SPECT quantification was performed blinded to randomization and image sequence. Propensity analysis was used to define comparability of regadenoson and adenosine perfusion results. Baseline clinical and SPECT results were similar in the two randomized groups. There was a close correlation between adenosine and regadenoson-induced total (r (2) = 0.98, P < .001) and reversible (r (2) = 0.92, P < .001) PDS. Serial differences in total (0.00 ± 3.51 vs -0.11 ± 3.46, P = .51) and reversible (0.15 ± 3.79 vs 0.07 ± 3.33, P = .65) PDS were also comparable in patients randomized to regadenoson vs adenosine, respectively, and irrespective of age, gender, diabetic status, body mass index, or prior cardiovascular history. By propensity analysis, regadenoson-induced total PDS was significantly larger than observed with adenosine. CONCLUSION This is the first study to show that regadenoson induces similar, if not larger, perfusion defects than those observed with adenosine across different patient populations and demonstrates the value of quantitative analysis for defining serial changes in SPECT perfusion results. Regadenoson should provide comparable diagnostic and prognostic SPECT information to that obtained with adenosine.
Collapse
Affiliation(s)
- John J Mahmarian
- Houston Methodist DeBakey Heart & Vascular Center, Houston Methodist, 6550 Fannin Street, Suite 677, Houston, TX, 77030, USA,
| | | | | | | | | | | | | | | |
Collapse
|
16
|
Cremer PC, Khalaf S, Agarwal S, Mayer-Sabik E, Ellis SG, Menon V, Cerqueira MD, Jaber WA. Myocardial perfusion imaging in emergency department patients with negative cardiac biomarkers: yield for detecting ischemia, short-term events, and impact of downstream revascularization on mortality. Circ Cardiovasc Imaging 2014; 7:912-9. [PMID: 25273569 DOI: 10.1161/circimaging.114.002401] [Citation(s) in RCA: 14] [Impact Index Per Article: 1.4] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 11/16/2022]
Abstract
BACKGROUND In patients with possible acute coronary syndromes, guidelines recommend routine provocative testing after negative cardiac biomarkers. We hypothesized that myocardial perfusion imaging would be low yield with limited short-term value and that early revascularization would not affect mortality. METHODS AND RESULTS We identified consecutive patients referred from our emergency department between October 2004 and September 2011 who had myocardial perfusion imaging after negative troponin T tests and nondiagnostic ECGs. We assessed the incidence of abnormal myocardial perfusion imaging, coronary angiography, revascularization, and mortality. In a cohort of 5354 patients (58.7% female, age 59 ± 13, 78.6% thrombolysis in myocardial infarction [TIMI] ≤2), 9% had >5% and 3.6% had >10% ischemic myocardium. Among patients with TIMI scores ≤2, 6.1% had >5% ischemic myocardium compared with 19.6% of patients with TIMI scores ≥3 (P<0.001). At 30 days, 7 patients were deceased, 187 had revascularization, and 6 had revascularization for an acute myocardial infarction. Over 3.4 ± 1.9 years of follow-up, 347 patients died. In propensity-matched groups of patients with ischemia, there was no association between early revascularization and mortality (hazard ratio, 1.00; 95% confidence interval, 0.49-2.07). CONCLUSIONS Routine provocative testing to detect ischemia before emergency department discharge is low yield in patients with negative troponins and TIMI scores ≤2 and modest yield in patients with TIMI scores ≥3. In all patients, 30 days events are rare. Finally, in patients with ischemia, we are unable to demonstrate a mortality benefit with early revascularization.
Collapse
Affiliation(s)
- Paul C Cremer
- From the Heart and Vascular Institute, Cleveland Clinic, OH
| | - Shaden Khalaf
- From the Heart and Vascular Institute, Cleveland Clinic, OH
| | | | | | | | - Venu Menon
- From the Heart and Vascular Institute, Cleveland Clinic, OH
| | | | - Wael A Jaber
- From the Heart and Vascular Institute, Cleveland Clinic, OH.
| |
Collapse
|
17
|
Mahmarian JJ, Chang S, Nabi F. Nuclear Cardiology: 2014 Innovations and Developments. Methodist Debakey Cardiovasc J 2014; 10:163-71. [DOI: 10.14797/mdcj-10-3-163] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/08/2022] Open
|
18
|
ACCF/AHA/ASE/ASNC/HFSA/HRS/SCAI/SCCT/SCMR/STS 2013 Multimodality Appropriate Use Criteria for the Detection and Risk Assessment of Stable Ischemic Heart Disease. J Card Fail 2014; 20:65-90. [DOI: 10.1016/j.cardfail.2013.12.002] [Citation(s) in RCA: 34] [Impact Index Per Article: 3.4] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/20/2022]
|
19
|
Ronan G, Wolk MJ, Bailey SR, Doherty JU, Douglas PS, Hendel RC, Kramer CM, Min JK, Patel MR, Rosenbaum L, Shaw LJ, Stainback RF, Allen JM, Brindis RG, Kramer CM, Shaw LJ, Cerqueira MD, Chen J, Dean LS, Fazel R, Hundley WG, Itchhaporia D, Kligfield P, Lockwood R, Marine JE, McCully RB, Messer JV, O'Gara PT, Shemin RJ, Wann LS, Wong JB, Patel MR, Kramer CM, Bailey SR, Brown AS, Doherty JU, Douglas PS, Hendel RC, Lindsay BD, Min JK, Shaw LJ, Stainback RF, Wann LS, Wolk MJ, Allen JM. ACCF/AHA/ASE/ASNC/HFSA/HRS/SCAI/SCCT/SCMR/STS 2013 multimodality appropriate use criteria for the detection and risk assessment of stable ischemic heart disease: a report of the American College of Cardiology Foundation Appropriate Use Criteria Task Force, American Heart Association, American Society of Echocardiography, American Society of Nuclear Cardiology, Heart Failure Society of America, Heart Rhythm Society, Society for Cardiovascular Angiography and Interventions, Society of Cardiovascular Computed Tomography, Society for Cardiovascular Magnetic Resonance, and Society of Thoracic Surgeons. J Nucl Cardiol 2014; 21:192-220. [PMID: 24374980 DOI: 10.1007/s12350-013-9841-9] [Citation(s) in RCA: 40] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/30/2022]
Abstract
The American College of Cardiology Foundation along with key specialty and subspecialty societies, conducted an appropriate use review of common clinical presentations for stable ischemic heart disease (SIHD) to consider use of stress testing and anatomic diagnostic procedures. This document reflects an updating of the prior Appropriate Use Criteria (AUC) published for radionuclide imaging (RNI), stress echocardiography (Echo), calcium scoring, coronary computed tomography angiography (CCTA), stress cardiac magnetic resonance (CMR), and invasive coronary angiography for SIHD. This is in keeping with the commitment to revise and refine the AUC on a frequent basis. A major innovation in this document is the rating of tests side by side for the same indication. The side-by-side rating removes any concerns about differences in indication or interpretation stemming from prior use of separate documents for each test. However, the ratings were explicitly not competitive rankings due to the limited availability of comparative evidence, patient variability, and range of capabilities available in any given local setting. The indications for this review are limited to the detection and risk assessment of SIHD and were drawn from common applications or anticipated uses, as well as from current clinical practice guidelines. Eighty clinical scenarios were developed by a writing committee and scored by a separate rating panel on a scale of 1-9, to designate Appropriate, May Be Appropriate, or Rarely Appropriate use following a modified Delphi process following the recently updated AUC development methodology. The use of some modalities of testing in the initial evaluation of patients with symptoms representing ischemic equivalents, newly diagnosed heart failure, arrhythmias, and syncope was generally found to be Appropriate or May Be Appropriate, except in cases where low pre-test probability or low risk limited the benefit of most testing except exercise electrocardiogram (ECG). Testing for the evaluation of new or worsening symptoms following a prior test or procedure was found to be Appropriate. In addition, testing was found to be Appropriate or May Be Appropriate for patients within 90 days of an abnormal or uncertain prior result. Pre-operative testing was rated Appropriate or May Be Appropriate only for patients who had poor functional capacity and were undergoing vascular or intermediate risk surgery with 1 or more clinical risk factors or an organ transplant. The exercise ECG was suggested as an Appropriate test for cardiac rehabilitation clearance or for exercise prescription purposes. Testing in asymptomatic patients was generally found to be Rarely Appropriate, except for calcium scoring and exercise testing in intermediate and high-risk individuals and either stress or anatomic imaging in higher-risk individuals, which were all rated as May Be Appropriate. All modalities of follow-up testing after a prior test or percutaneous coronary intervention (PCI) within 2 years and within 5 years after coronary artery bypass graft (CABG) in the absence of new symptoms were rated Rarely Appropriate. Pre-operative testing for patients with good functional capacity, prior normal testing within 1 year, or prior to low-risk surgery also were found to be Rarely Appropriate. Imaging for an exercise prescription or prior to the initiation of cardiac rehabilitation was Rarely Appropriate except for cardiac rehabilitation clearance for heart failure patients.
Collapse
Affiliation(s)
- Grace Ronan
- Clinical Policy and Documents, American College of Cardiology, 2400 N Street, N.W., Washington, DC, 20036, USA,
| | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | |
Collapse
|
20
|
Wolk MJ, Bailey SR, Doherty JU, Douglas PS, Hendel RC, Kramer CM, Min JK, Patel MR, Rosenbaum L, Shaw LJ, Stainback RF, Allen JM. ACCF/AHA/ASE/ASNC/HFSA/HRS/SCAI/SCCT/SCMR/STS 2013 multimodality appropriate use criteria for the detection and risk assessment of stable ischemic heart disease: a report of the American College of Cardiology Foundation Appropriate Use Criteria Task Force, American Heart Association, American Society of Echocardiography, American Society of Nuclear Cardiology, Heart Failure Society of America, Heart Rhythm Society, Society for Cardiovascular Angiography and Interventions, Society of Cardiovascular Computed Tomography, Society for Cardiovascular Magnetic Resonance, and Society of Thoracic Surgeons. J Am Coll Cardiol 2013; 63:380-406. [PMID: 24355759 DOI: 10.1016/j.jacc.2013.11.009] [Citation(s) in RCA: 489] [Impact Index Per Article: 44.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 12/23/2022]
Abstract
The American College of Cardiology Foundation along with key specialty and subspecialty societies, conducted an appropriate use review of common clinical presentations for stable ischemic heart disease (SIHD) to consider use of stress testing and anatomic diagnostic procedures. This document reflects an updating of the prior Appropriate Use Criteria (AUC) published for radionuclide imaging (RNI), stress echocardiography (Echo), calcium scoring, coronary computed tomography angiography (CCTA), stress cardiac magnetic resonance (CMR), and invasive coronary angiography for SIHD. This is in keeping with the commitment to revise and refine the AUC on a frequent basis. A major innovation in this document is the rating of tests side by side for the same indication. The side-by-side rating removes any concerns about differences in indication or interpretation stemming from prior use of separate documents for each test. However, the ratings were explicitly not competitive rankings due to the limited availability of comparative evidence, patient variability, and range of capabilities available in any given local setting. The indications for this review are limited to the detection and risk assessment of SIHD and were drawn from common applications or anticipated uses, as well as from current clinical practice guidelines. Eighty clinical scenarios were developed by a writing committee and scored by a separate rating panel on a scale of 1 to 9, to designate Appropriate, May Be Appropriate, or Rarely Appropriate use following a modified Delphi process following the recently updated AUC development methodology. The use of some modalities of testing in the initial evaluation of patients with symptoms representing ischemic equivalents, newly diagnosed heart failure, arrhythmias, and syncope was generally found to be Appropriate or May Be Appropriate, except in cases where low pre-test probability or low risk limited the benefit of most testing except exercise electrocardiogram (ECG). Testing for the evaluation of new or worsening symptoms following a prior test or procedure was found to be Appropriate. In addition, testing was found to be Appropriate or May Be Appropriate for patients within 90 days of an abnormal or uncertain prior result. Pre-operative testing was rated Appropriate or May Be Appropriate only for patients who had poor functional capacity and were undergoing vascular or intermediate risk surgery with 1 or more clinical risk factors or an organ transplant. The exercise ECG was suggested as an Appropriate test for cardiac rehabilitation clearance or for exercise prescription purposes. Testing in asymptomatic patients was generally found to be Rarely Appropriate, except for calcium scoring and exercise testing in intermediate and high-risk individuals and either stress or anatomic imaging in higher-risk individuals, which were all rated as May Be Appropriate. All modalities of follow-up testing after a prior test or percutaneous coronary intervention (PCI) within 2 years and within 5 years after coronary artery bypass graft (CABG) in the absence of new symptoms were rated Rarely Appropriate. Pre-operative testing for patients with good functional capacity, prior normal testing within 1 year, or prior to low-risk surgery also were found to be Rarely Appropriate. Imaging for an exercise prescription or prior to the initiation of cardiac rehabilitation was Rarely Appropriate except for cardiac rehabilitation clearance for heart failure patients.
Collapse
|
21
|
Thomas GS, Kinser CR, Kristy R, Xu J, Mahmarian JJ. Is regadenoson an appropriate stressor for MPI in patients with left bundle branch block or pacemakers? J Nucl Cardiol 2013; 20:1076-85. [PMID: 24132816 DOI: 10.1007/s12350-013-9802-3] [Citation(s) in RCA: 8] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/21/2013] [Accepted: 10/02/2013] [Indexed: 01/30/2023]
Abstract
BACKGROUND Patients with LBBB or ventricular pacemaker undergoing MPI are at risk for false positive MPI results in the setting of an elevated heart rate (HR) with exercise or dobutamine stress. The areas of increased apparent ischemia are typically the LAD and septal territories. METHODS In a subanalysis of the ADVANCE MPI 1 and 2 studies, perfusion on an initial adenosine and a second MPI study with regadenoson or adenosine was compared by visual and quantitative analysis. Among 2,015 patients, 64 had LBBB and 93 had pacemakers. The hemodynamic response during the second scan was compared in those with and without LBBB and PM. RESULTS Following regadenoson, peak HR in the LBBB group increased by a mean of 25.4 compared to 15.3 bpm following adenosine (P = .0083). In the pacemaker group HR was blunted, 11.8 and 8.1 following regadenoson and adenosine, respectively (P = .1262). However, the visually assessed summed difference score and the quantitatively assessed extent of ischemia for the LAD and septal territories and the entire LV did not differ between the initial adenosine and subsequent regadenoson scans. CONCLUSIONS The significant increase in HR observed with regadenoson compared to adenosine did not translate into greater perfusion defects in the LAD or septal territories in patients undergoing regadenoson stress.
Collapse
Affiliation(s)
- Gregory S Thomas
- MemorialCare Heart & Vascular Institute, Long Beach Memorial Medical Center, 2801 Atlantic Avenue, Long Beach, CA, 90806, USA,
| | | | | | | | | |
Collapse
|
22
|
Kontos MC, Kirk JD. Acute chest pain evaluation: is there too much stress on the system? J Nucl Cardiol 2013; 20:960-2. [PMID: 24092268 DOI: 10.1007/s12350-013-9782-3] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/25/2022]
Affiliation(s)
- Michael C Kontos
- Virginia Commonwealth University, Room 285 Gateway Building, 2nd Floor Gateway, 1200 E Marshall St., PO Box 980051, Richmond, VA, 23298-0051, USA,
| | | |
Collapse
|
23
|
Lim SH, Anantharaman V, Sundram F, Chan ESY, Ang ES, Yo SL, Jacob E, Goh A, Tan SB, Chua T. Stress myocardial perfusion imaging for the evaluation and triage of chest pain in the emergency department: a randomized controlled trial. J Nucl Cardiol 2013; 20:1002-12. [PMID: 24026478 DOI: 10.1007/s12350-013-9736-9] [Citation(s) in RCA: 29] [Impact Index Per Article: 2.6] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/19/2011] [Accepted: 05/15/2013] [Indexed: 10/26/2022]
Abstract
BACKGROUND Patients with acute coronary syndrome (ACS) often present atypically. In a randomized controlled trial, we studied whether adding stress myocardial perfusion imaging (SMPI) to an evaluation strategy for emergency department (ED) patients presenting with chest pain more effectively identifies patients with ACS. METHODS Participants were randomized to standard ED chest pain protocol (clinical assessment) or standard protocol supplemented with SMPI results. During 6 hours of electrocardiogram (ECG) monitoring and serial cardiac markers (creatine kinase-MB isoenzyme, troponin), participants developing ST segment changes or elevated cardiac markers were admitted. Those with a negative observation period underwent SMPI (N = 1,004) or clinical assessment (N = 504) based on randomization, and admitted if their SMPI scan was abnormal or senior clinicians found a high or intermediate risk for ACS. RESULTS SMPI participants had a significantly lower admission rate than clinical assessment participants (10.16% vs 18.45%), with no significant between-group differences in risk of cardiac events (CEs) after 30 days (0.40% vs 0.79%) or 1 year (0.70% vs 0.99%). CONCLUSIONS When added to a standard triage strategy incorporating clinical evaluation, serial ECGs, and cardiac markers, SMPI improved clinical decision making for chest pain patients, significantly reducing the need for hospitalization without an increase in adverse CE rates at 30 days or 1 year.
Collapse
Affiliation(s)
- Swee Han Lim
- Department of Emergency Medicine, Singapore General Hospital, Outram Road, Singapore, 169608, Singapore,
| | | | | | | | | | | | | | | | | | | |
Collapse
|
24
|
Abstract
Acute chest pain suggestive of ischemic cardiac origin, with a normal or nondiagnostic electrocardiogram and negative initial cardiac markers for myocardial necrosis represent a significant diagnostic dilemma for clinicians. Multiple imaging modalities play a pivotal role in early diagnosis and safe discharge of these patients. In this review, we compare the current imaging modalities available for these patients including their diagnostic accuracy, feasibility, and cost effectiveness. Acute rest myocardial perfusion imaging significantly improves the clinical outcome in these patients and reduces the overall cost when incorporated into the decision making pathway. The choice of imaging modality recommended should be based on local institutional expertise and the overall clinical presentation. The imaging modality with high diagnostic accuracy and negative predictive value will provide for precise risk stratification which is important to clinical decision making, including patients who require admission to the hospital and those who can be safely discharged.
Collapse
Affiliation(s)
- Abhijit Ghatak
- Division of Cardiovascular Medicine, Department of Medicine, University of Miami Miller School of Medicine, Miami, FL, USA
| | | |
Collapse
|
25
|
Depuey EG, Mahmarian JJ, Miller TD, Einstein AJ, Hansen CL, Holly TA, Miller EJ, Polk DM, Samuel Wann L. Patient-centered imaging. J Nucl Cardiol 2012; 19:185-215. [PMID: 22328324 DOI: 10.1007/s12350-012-9523-z] [Citation(s) in RCA: 91] [Impact Index Per Article: 7.6] [Reference Citation Analysis] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/07/2023]
|
26
|
|