| Literature DB >> 27799822 |
Gro Egholm1, Morten Madsen2, Troels Thim3, Morten Schmidt4, Evald Høj Christiansen3, Hans Erik Bøtker3, Michael Maeng3.
Abstract
BACKGROUND: Registry-based monitoring of the safety and efficacy of interventions in patients with ischemic heart disease requires validated algorithms.Entities:
Keywords: Danish National Patient Registry; percutaneous coronary intervention; registry; sensitivity; specificity; validity
Year: 2016 PMID: 27799822 PMCID: PMC5076540 DOI: 10.2147/CLEP.S108906
Source DB: PubMed Journal: Clin Epidemiol ISSN: 1179-1349 Impact factor: 4.790
Algorithms for detection of acute myocardial infarction following percutaneous coronary intervention in the Danish National Patient Registry
| Algorithm | AMI diagnosis | Admission type | Hospital |
|---|---|---|---|
| A | Primary or secondary | All inpatients | All hospitals |
| B | Primary only | All inpatients | All hospitals |
| C | Primary or secondary | Acute admissions only | All hospitals |
| D | Primary only | Acute admissions only | All hospitals |
| E | Primary or secondary | Acute admissions only | Hospitals with CAG capability |
| F | Primary only | Acute admissions only | Hospitals with CAG capability |
Abbreviations: AMI, acute myocardial infarction; CAG, coronary angiography.
Baseline characteristics of patients with percutaneous coronary intervention
| N=5,719 | |
|---|---|
| Age, years, median (IQR) | 66 (58–73) |
| Male sex | 4,271 (74.7) |
| Body mass index >30 kg/m2 | 1,308 (22.9) |
| Active smoking | 1,819 (31.8) |
| Treatment for hypertension | 3,046 (53.3) |
| Treatment for hypercholesterolemia | 3,625 (63.4) |
| Diabetes | 905 (15.8) |
| Charlson comorbidity index =0 | 2,679 (46.8) |
| Charlson comorbidity index =1 | 1,448 (25.3) |
| Charlson comorbidity index ≥2 | 1,592 (27.8) |
| More than one stent | 2,212 (38.7) |
| Stent length ≥20 mm | 3,025 (52.9) |
| PCI indication ACS | 2,650 (46.3) |
| PCI indication SAP | 2,878 (50.3) |
| 2006 | 718 (12.6) |
| 2007 | 643 (11.2) |
| 2008 | 643 (11.2) |
| 2009 | 1,050 (18.4) |
| 2010 | 1,005 (17.6) |
| 2011 | 942 (16.5) |
| 2012 | 718 (12.6) |
Notes: Data presented as number (%) unless otherwise stated.
Missing information was <3%, missing values on smoking, diabetes and treatment were considered “not smoking”, “not having diabetes”, and “not treated”, respectively.
Abbreviations: IQR, interquartile range; PCI, percutaneous coronary intervention; ACS, acute coronary syndrome; SAP, stable angina pectoris.
Performance of algorithms for detection of acute myocardial infarction following percutaneous coronary intervention in the Danish National Patient Registry
| Algorithm | Sensitivity, % (95% CI) | Specificity, % (95% CI) | Negative predictive value, % (95% CI) | Positive predictive value, % (95% CI) |
|---|---|---|---|---|
| A | 95.2 (92.2–97.3) | 93.4 (92.7–94.0) | 99.7 (99.6–99.9) | 41.7 (37.9–45.7) |
| B | 85.0 (80.5–88.8) | 98.2 (97.8–98.5) | 99.2 (99.0–99.4) | 70.4 (65.4–75.1) |
| C | 93.9 (90.6–96.3) | 98.3 (97.9–98.6) | 99.7 (99.5–99.8) | 73.4 (68.6–77.8) |
| D | 82.1 (77.3–86.3) | 99.0 (98.7–99.2) | 99.1 (98.8–99.3) | 81.0 (76.1–85.2) |
| E | 67.7 (62.1–73.0) | 99.0 (98.7–99.2) | 98.3 (98.0–98.7) | 78.0 (72.5–82.8) |
| F | 58.0 (52.1–63.6) | 99.5 (99.3–99.7) | 97.8 (97.4–98.2) | 86.8 (81.4–91.0) |
Note: A, diagnosis type: primary or secondary, all inpatients; B, diagnosis type: primary, all inpatients; C, diagnosis type: primary or secondary and acute admission; D, diagnosis type: primary and acute admission; E, diagnosis type: primary or secondary and acute admission at a hospital with coronary angiography capability; and F, diagnosis type: primary and acute admission at a hospital with coronary angiography capability.
Abbreviation: CI, confidence interval.
Figure 1Sensitivity vs 1-positive predictive value for algorithms A–F.
Notes: A, diagnosis type: primary or secondary, all inpatients; B, diagnosis type: primary, all inpatients; C, diagnosis type: primary or secondary and acute admission; D, diagnosis type: primary and acute admission; E, diagnosis type: primary or secondary and acute admission at a hospital with coronary angiography capability; and F, diagnosis type: primary and acute admission at a hospital with coronary angiography capability.
Abbreviation: PPV, positive predictive value.
Performance of algorithm C (all acute admissions with acute myocardial infarction as primary or secondary discharge diagnosis) across subgroups
| Sensitivity, % (95% CI) | Specificity, % (95% CI) | Negative predictive value, % (95% CI) | Positive predictive value, % (95% CI) | |
|---|---|---|---|---|
| Female | 91.7 (83.6–96.4) | 98.0 (97.2–98.7) | 99.6 (99.1–99.8) | 71.0 (61.2–79.4) |
| Male | 94.7 (91.0–97.1) | 98.3 (97.9–98.7) | 99.7 (99.5–99.9) | 74.2 (68.7–79.2) |
| ≤65 years | 95.7 (90.8–98.3) | 98.3 (97.7–98.7) | 99.8 (99.6–99.9) | 70.7 (63.3–77.4) |
| >65 years | 92.6 (87.9–95.9) | 98.2 (97.7–98.7) | 99.6 (99.3–99.8) | 75.5 (69.2–81.1) |
| Acute coronary syndrome | 93.0 (87.9–96.3) | 97.5 (96.9–98.1) | 99.6 (99.3–99.8) | 68.0 (61.2–74.3) |
| Stable angina pectoris | 94.9 (90.2–97.7) | 98.9 (98.4–99.2) | 99.8 (99.5–99.9) | 79.8 (73.1–85.4) |
| Myocardial infarction prior to index admission | 96.1 (90.9–98.7) | 97.8 (96.8–98.5) | 99.7 (99.2–99.9) | 78.4 (70.6–84.9) |
| Myocardial infarction at index admission | 92.4 (85.0–96.8) | 97.3 (96.4–98.0) | 99.6 (99.2–99.8) | 62.9 (53.9–71.3) |
| No prior myocardial infarction | 92.9 (86.5–96.7) | 99.1 (98.6–99.4) | 99.7 (99.5–99.9) | 78.4 (70.3–85.2) |
| 0–30 days | 89.7 (74.9–97.0) | 99.5 (99.3–99.7) | 99.9 (99.9–100) | 50.0 (36.7–63.3) |
| >30–1 year | 94.2 (87.7–97.7) | 99.3 (99.1–99.5) | 99.9 (99.8–100) | 67.5 (58.8–75.4) |
| <1 years | 94.8 (89.6–97.8) | 98.8 (98.5–99.1) | 99.9 (99.8–100) | 63.0 (55.6–69.9) |
| 1–<2 years | 98.1 (91.7–99.8) | 99.5 (99.2–99.7) | 99.9 (99.8–100) | 72.6 (61.6–81.8) |
| 2–<3 years | 89.8 (80.2–95.6) | 99.8 (99.6–99.9) | 99.8 (99.7–99.9) | 88.3 (78.5–94.6) |
| 3–<4 years | 94.1 (82.4–98.8) | 99.8 (99.6–99.9) | 99.9 (99.7–100) | 88.9 (75.7–96.1) |
| 4–<5 years | 88.2 (67.3–97.5) | 100 (99.8–100) | 99.9 (99.7–100) | 100 (78.2–100) |
| >30 days to 5 years | 93.6 (90.1–96.1) | 98.7 (98.4–99.0) | 99.7 (99.5–99.8) | 77.2 (72.3–81.7) |
Abbreviation: CI, confidence interval
Two-way table for detection algorithm A
| Detected in DNPR | |||
|---|---|---|---|
|
| |||
| Detected in end-point committee | AMI | No AMI | Total |
| 258 | 13 | 271 | |
| 360 | 5,088 | 5,448 | |
| 618 | 5,101 | 5,719 | |
Note: I21 as either primary or secondary discharge diagnoses for an inpatient, all admission types (acute or elective), and hospital (with or without coronary angiography capability).
Abbreviations: DNPR, Danish National Patient Register; AMI, acute myocardial infarction.
Two-way table for detection algorithm B
| Detected in DNPR | |||
|---|---|---|---|
|
| |||
| Detected in end-point committee | AMI | No AMI | Total |
| 238 | 42 | 280 | |
| 100 | 5,339 | 5,439 | |
| 338 | 5,381 | 5,719 | |
Note: I21 as primary discharge diagnoses for an inpatient, all admission types (acute or elective), and hospital (with or without coronary angiography capability).
Abbreviations: DNPR, Danish National Patient Register; AMI, acute myocardial infarction.
Two-way table for detection algorithm C
| Detected in DNPR | |||
|---|---|---|---|
|
| |||
| Detected in end-point committee | AMI | No AMI | Total |
| 262 | 17 | 279 | |
| 95 | 5,345 | 5,440 | |
| 357 | 5,369 | 5,719 | |
Note: I21 as either primary or secondary discharge diagnoses, acute admission, and hospital (with or without coronary angiography capability).
Abbreviations: DNPR, Danish National Patient Register; AMI, acute myocardial infarction.
Two-way table for detection algorithm D
| Detected in DNPR | |||
|---|---|---|---|
|
| |||
| Detected in end-point committee | AMI | No AMI | Total |
| 230 | 50 | 280 | |
| 54 | 5,385 | 5,439 | |
| 284 | 5,435 | 5,719 | |
Note: I21 as primary discharge diagnoses, acute admission, and hospital (with or without coronary angiography capability).
Abbreviations: DNPR, Danish National Patient Register; AMI, acute myocardial infarction.
Two-way table for detection algorithm E
| Detected in DNPR | |||
|---|---|---|---|
|
| |||
| Detected in end-point committee | AMI | No AMI | Total |
| 191 | 54 | 245 | |
| 91 | 5,384 | 5,475 | |
| 282 | 5,438 | 5,719 | |
Note: I21 as either primary or secondary discharge diagnoses, acute admission, and hospital with coronary angiography capability.
Abbreviations: DNPR, Danish National Patient Register; AMI, acute myocardial infarction.
Two-way table for detection algorithm F
| Detected in DNPR | |||
|---|---|---|---|
|
| |||
| Detected in end-point committee | AMI | No AMI | Total |
| 164 | 119 | 283 | |
| 25 | 5,411 | 5,436 | |
| 189 | 5,530 | 5,719 | |
Note: I21 as primary discharge diagnoses, acute admission, and hospital with coronary angiography capability.
Abbreviations: DNPR, Danish National Patient Registry; AMI, acute myocardial infarction.
Two-way table for algorithm C stratified for female sex
| Detected in DNPR | |||
|---|---|---|---|
|
| |||
| Detected in end-point committee | AMI | No AMI | Total |
| 66 | 6 | 72 | |
| 27 | 1,349 | 1,376 | |
| 357 | 1,355 | 1,448 | |
Note: I21 as either primary or secondary discharge diagnoses, acute admission, and hospital (with or without coronary angiography capability).
Abbreviations: DNPR, Danish National Patient Registry; AMI, acute myocardial infarction.
Two-way table for algorithm C stratified for male sex
| Detected in DNPR | |||
|---|---|---|---|
|
| |||
| Detected in end-point committee | AMI | No AMI | Total |
| 196 | 11 | 207 | |
| 68 | 3,996 | 4,064 | |
| 264 | 4,007 | 4,271 | |
Note: I21 as either primary or secondary discharge diagnoses, acute admission, and hospital (with or without coronary angiography capability).
Abbreviations: DNPR, Danish National Patient Registry; AMI, acute myocardial infarction.
Two-way table for algorithm C stratified for age ≤ 65 years
| Detected in DNPR | |||
|---|---|---|---|
|
| |||
| Detected in end-point committee | AMI | No AMI | Total |
| 111 | 5 | 116 | |
| 46 | 2,647 | 2,693 | |
| 157 | 2,652 | 2,809 | |
Note: I21 as either primary or secondary discharge diagnoses, acute admission, and hospital (with or without coronary angiography capability).
Abbreviations: DNPR, Danish National Patient Registry; AMI, acute myocardial infarction.
Two-way table for algorithm C stratified for age > 65 years
| Detected in DNPR | |||
|---|---|---|---|
|
| |||
| Detected in end-point committee | AMI | No AMI | Total |
| 151 | 12 | 163 | |
| 49 | 2,698 | 2,747 | |
| 200 | 2,710 | 2,910 | |
Note: I21 as either primary or secondary discharge diagnoses, acute admission, and hospital (with or without coronary angiography capability).
Abbreviations: DNPR, Danish National Patient Registry; AMI, acute myocardial infarction.
Two-way table for algorithm C stratified for indication of index stent, acute coronary syndrome
| Detected in DNPR | |||
|---|---|---|---|
|
| |||
| Detected in end-point committee | AMI | No AMI | Total |
| 132 | 10 | 142 | |
| 62 | 2,446 | 2,508 | |
| 194 | 2,456 | 2,650 | |
Note: I21 as either primary or secondary discharge diagnoses, acute admission, and hospital (with or without coronary angiography capability).
Abbreviations: DNPR, Danish National Patient Registry; AMI, acute myocardial infarction.
Two-way table for algorithm C stratified for indication of index stent, stable angina
| Detected in DNPR | |||
|---|---|---|---|
|
| |||
| Detected in end-point committee | AMI | No AMI | Total |
| 130 | 7 | 137 | |
| 33 | 2,899 | 2,932 | |
| 163 | 2,906 | 3,069 | |
Note: I21 as either primary or secondary discharge diagnoses, acute admission, and hospital (with or without coronary angiography capability).
Abbreviations: DNPR, Danish National Patient Registry; AMI, acute myocardial infarction.
Two-way table for algorithm C stratified on acute myocardial infarction prior to index admission
| Detected in DNPR | |||
|---|---|---|---|
|
| |||
| Detected in end-point committee | AMI | No AMI | Total |
| 98 | 4 | 102 | |
| 27 | 1,189 | 1,216 | |
| 125 | 1,193 | 1,318 | |
Note: I21 as either primary or secondary discharge diagnoses, acute admission, and hospital (with or without coronary angiography capability).
Abbreviations: DNPR, Danish National Patient Registry; AMI, acute myocardial infarction.
Two-way table for algorithm C stratified on acute myocardial infarction at index admission
| Detected in DNPR | |||
|---|---|---|---|
|
| |||
| Detected in end-point committee | AMI | No AMI | Total |
| 73 | 6 | 79 | |
| 43 | 1,541 | 1,584 | |
| 116 | 1,547 | 1,663 | |
Note: I21 as either primary or secondary discharge diagnoses, acute admission, and hospital (with or without coronary angiography capability).
Abbreviations: DNPR, Danish National Patient Registry; AMI, acute myocardial infarction.
Two-way table for algorithm C stratified on no prior acute myocardial infarction
| Detected in DNPR | |||
|---|---|---|---|
|
| |||
| Detected in end-point committee | AMI | No AMI | Total |
| 91 | 7 | 98 | |
| 25 | 2,616 | 2,641 | |
| 116 | 2,623 | 2,739 | |
Note: I21 as either primary or secondary discharge diagnoses, acute admission, and hospital (with or without coronary angiography capability).
Abbreviations: DNPR, Danish National Patient Registry; AMI, acute myocardial infarction.
Two-way table for algorithm C stratified on time from admission, 0–30 days
| Detected in DNPR | |||
|---|---|---|---|
|
| |||
| Detected in end-point committee | AMI | No AMI | Total |
| 26 | 3 | 29 | |
| 26 | 5,664 | 5,690 | |
| 52 | 5,667 | 5,719 | |
Note: I21 as either primary or secondary discharge diagnoses, acute admission, and hospital (with or without coronary angiography capability).
Abbreviations: DNPR, Danish National Patient Registry; AMI, acute myocardial infarction.
Two-way table for algorithm C stratified on time from admission, >30 days to 1 year
| Detected in DNPR | |||
|---|---|---|---|
|
| |||
| Detected in end-point committee | AMI | No AMI | Total |
| 81 | 5 | 86 | |
| 39 | 5,527 | 5,566 | |
| 120 | 5,532 | 5,652 | |
Note: I21 as either primary or secondary discharge diagnoses, acute admission, and hospital (with or without coronary angiography capability).
Abbreviations: DNPR, Danish National Patient Registry; AMI, acute myocardial infarction.
Two-way table for algorithm C stratified on time from admission, < 1 year
| Detected in DNPR | |||
|---|---|---|---|
|
| |||
| Detected in end-point committee | AMI | No AMI | Total |
| 109 | 6 | 115 | |
| 64 | 1,628 | 1,692 | |
| 173 | 1,634 | 1,807 | |
Note: I21 as either primary or secondary discharge diagnoses, acute admission, and hospital (with or without coronary angiography capability).
Abbreviations: DNPR, Danish National Patient Registry; AMI, acute myocardial infarction.
Two-way table for algorithm C stratified on time from admission, 1–2 years
| Detected in DNPR | |||
|---|---|---|---|
|
| |||
| Detected in end-point committee | AMI | No AMI | Total |
| 53 | 1 | 54 | |
| 20 | 90 | 110 | |
| 73 | 91 | 164 | |
Note: I21 as either primary or secondary discharge diagnoses, acute admission, and hospital (with or without coronary angiography capability).
Abbreviations: DNPR, Danish National Patient Registry; AMI, acute myocardial infarction.
Two-way table for algorithm C stratified on time from admission, 2–3 years
| Detected in DNPR | |||
|---|---|---|---|
|
| |||
| Detected in end-point committee | AMI | No AMI | Total |
| 53 | 6 | 59 | |
| 7 | 1,489 | 1,496 | |
| 60 | 1,495 | 1,555 | |
Note: I21 as either primary or secondary discharge diagnoses, acute admission, and hospital (with or without coronary angiography capability).
Abbreviations: DNPR, Danish National Patient Register; AMI, acute myocardial infarction.
Two-way table for algorithm C stratified on time from admission, 3–4 years
| Detected in DNPR | |||
|---|---|---|---|
|
| |||
| Detected in end point committee | AMI | No AMI | Total |
| 32 | 2 | 34 | |
| 4 | 61 | 65 | |
| 36 | 63 | 99 | |
Note: I21 as either primary or secondary discharge diagnoses, acute admission, and hospital (with or without coronary angiography capability).
Abbreviations: DNPR, Danish National Patient Register; AMI, acute myocardial infarction.
Two-way table for algorithm C stratified on time from admission, 4–5 years
| Detected in DNPR | |||
|---|---|---|---|
|
| |||
| Detected in end-point committee | AMI | No AMI | Total |
| 15 | 2 | 17 | |
| 0 | 2,077 | 2,077 | |
| 15 | 2,079 | 2,094 | |
Note: I21 as either primary or secondary discharge diagnoses, acute admission, and hospital (with or without coronary angiography capability).
Abbreviations: DNPR, Danish National Patient Register; AMI, acute myocardial infarction.
Two-way table for algorithm C stratified on time from admission, >30 days to 5 years
| Detected in DNPR | |||
|---|---|---|---|
|
| |||
| Detected in end-point committee | AMI | No AMI | Total |
| 234 | 16 | 250 | |
| 69 | 5,333 | 5,402 | |
| 303 | 5,349 | 5,652 | |
Note: I21 as either primary or secondary discharge diagnoses, acute admission, and hospital (with or without coronary angiography capability).
Abbreviations: DNPR, Danish National Patient Register; AMI, acute myocardial infarction.