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. 2021 Feb 16;44(3):291–306. doi: 10.1002/clc.23543

Percutaneous coronary intervention and 30‐day unplanned readmission with chest pain in the United States (Nationwide Readmissions Database)

RobertA Sykes 1,2, Mohamed O Mohamed 3, Chun Shing Kwok 3, Mamas A Mamas 3, Colin Berry 1,2,4,
PMCID: PMC7943906  PMID: 33590937

Abstract

Percutaneous coronary intervention (PCI) improves anginal chest pain in most, but not all, treated patients. PCI is associated with unplanned readmission for angina and non‐specific chest pain within 30‐days of index PCI. Patients with an index hospitalization for PCI between January–November in each of the years 2010–2014 were included from the United States Nationwide Readmissions Database. Of 2 723 455 included patients, the 30‐day unplanned readmission rate was 7.2% (n = 196 581, 42.3% female). This included 9.8% (n = 19 183) with angina and 11.1% (n = 21 714) with non‐specific chest pain. The unplanned readmission group were younger (62.2 vs 65.1 years; P < 0.001), more likely to be females (41.0% vs 34.2%; P < 0.001), from the lowest quartile of household income (32.9% vs 31.2%; P < 0.001), have higher prevalence of cardiovascular risk factors or have index PCI performed for non‐acute coronary syndromes (ACS) (OR:3.46, 95%CI 3.39–3.54). Factors associated with angina readmissions included female sex (OR:1.28, 95%CI 1.25–1.32), history of ischemic heart disease (IHD) (OR:3.28, 95%CI 2.95–3.66), coronary artery bypass grafts (OR:1.79, 95%CI 1.72–2.86), anaemia (OR:1.16, 95%CI 1.11–1.21), hypertension (OR:1.13, 95%CI 1.09, 1.17), and dyslipidemia (OR:1.10, 95%CI 1.06–1.14). Non‐specific chest pain compared with angina readmissions were younger (mean difference 1.25 years, 95% CI 0.99, 1.50), more likely to be females (RR:1.13, 95%CI 1.10, 1.15) and have undergone PCI for non‐ACS (RR:2.17, 95%CI 2.13, 2.21). Indications for PCI other than ACS have a greater likelihood of readmission with angina or non‐specific chest pain at 30‐days. Readmissions are more common in patients with modifiable risk factors, previous history of IHD and anaemia.

Keywords: acute coronary syndromes, angina, chest pain, chronic coronary syndromes, ischemic, percutaneous coronary intervention, readmissions, heart disease, outcomes


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1. INTRODUCTION

Percutaneous coronary intervention (PCI) is indicated for acute coronary syndromes (ACS) or the relief of anginal symptoms secondary to myocardial ischemia, in patients with obstructive coronary artery disease (CAD). Around 3 million procedures are performed worldwide every year. The results of recent randomized, controlled trials of clinical strategies involving invasive management of CAD have not provided evidence of clear benefits for coronary revascularization over medical therapy in patients with chronic coronary syndromes (CCS). 1 , 2

In the ABSORB‐4 trial, which compared clinical outcomes in patients treated with either a bioresorbable scaffold or a 3rd generation drug eluting stent, the occurrence and time‐course of angina post‐PCI was similar in both groups, occurring in 11% of subjects by 30 days and 22% of patients by 1‐year. 3 The clinical characteristics associated with anginal chest pain at these time‐points and experience in less‐selected, real‐world populations are uncertain. Readmission within 30 days following PCI is not uncommon, with a broad spectrum of etiologies and degrees of severity. 4 Readmissions are commonly secondary to cardiac‐related disorders or PCI complications and it is reported that readmission is associated with a greater risk of mortality. 5 , 6 , 7 , 8

In this study, we accessed a large, national readmissions database to investigate the proportion of patients re‐admitted to hospital with chest pain attributed to angina or non‐specific chest pain within 30 days after PCI for ACS or CCS and the associated clinical characteristics. In addition, we evaluated the cost burden of chest pain readmissions compared with readmissions due to other causes.

2. METHODS

In the United States, the Healthcare Cost and Utilization Project (HCUP) Nationwide Readmissions Database (NRD) records, hospitalization and readmission data for all hospitalized patients within 21 States and is produced by the Agency for Healthcare Research and Quality. This study utilized deidentified data collected and distributed by HCUP and does not require consent from individual patients or an institutional board review (IRB) approval. The distribution of included municipalities is geographically diverse and represents 49.1% of all hospital inpatients, including patients with and without insurance. Admissions are linked by an individual identification number, which enables linkage between admissions independent of readmission location.

Patients were included if they are 18 years or older and underwent PCI at index admission (ICD‐9 Procedure code: 00.66, 36.06, 36.07) with discharge data from 2010 to 2014. Only the first admission with PCI within a calendar year was considered. Cases were excluded if they died during index admission, had duplicate data, were missing demographic or readmission data, or readmitted electively. Additionally, patients admitted in December are excluded as they lack 30 days of follow‐up. Patients who were readmitted with a primary chest pain diagnosis are defined by ICD‐9 codes (Angina – ICD‐9: 413.0, 413.1, 413.9; non‐specific chest pain [NSCP] – ICD‐9: 786.5, 786.51) and clinic classification software codes (stable coronary artery disease including angina – CCS: 101; Non‐specific chest pain – CCS: 102; see Table A1). Demographic, comorbidity at index admission and outcome data as well as detail of inpatient stay was captured through a combination of NRD coding, ICD‐9 and Elixhauser comorbidity codes. Cost‐to‐charge ratios were applied to total charges as recommended by HCUP in order to provide an estimate of inpatient cost.

The primary outcome of this analysis is 30‐day readmission with a primary diagnosis of chest pain post‐PCI, and variables associated with readmission. A sub‐group analysis of the characteristics of patients with a primary diagnosis of angina and non‐specific chest pain is also performed.

Statistical analysis was performed using IBM Statistics SPSS (version 24.0). Weighting is performed using sample discharge weights. Dichotomization of patients based on the presence or absence of readmission within 30 days and subsequent descriptive statistics are presented. Chi‐square or Independent Student‐T testing with 95% two‐tailed significance was utilized for comparing patient demographics. Multiple logistic regression analyses were performed to evaluate the association between these variables and readmission within 30‐days with angina, non‐specific chest pain and the combined population readmitted with angina or non‐specific chest pain. Furthermore, the relative risk (RR) of association with variables and readmission within 30‐days of angina versus non‐specific chest pain is also evaluated.

3. RESULTS

Of 3 700 737 identified as undergoing PCI in the United States in the years 2010–2014, 2 723 455 were included in the analysis. The reasons for exclusion are described in Figure 1. Of note, 326 759 were excluded due to a December discharge date. In total, 104 696 patients were excluded from analysis due to missing demographic, discharge or mortality data.

FIGURE 1.

FIGURE 1

Flow diagram

3.1. Characteristics of patients readmitted for chest pain or angina within 30‐days post‐PCI

Within this post‐PCI cohort (n = 2 723 455), 196 581 (7.2%) had an unplanned hospital readmission for any cause within 30‐days. Of these, 40 897 (20.8%) patients (1.5% of the whole post‐PCI cohort) were readmitted with a primary diagnosis of chest pain at 30 days, including 19 183 patients with angina and 21 714 with non‐specific chest pain. The demographics and medical history of the patients who were or were not readmitted during a 30‐day period are provided within Table 1. Peak readmissions for chest pain, angina and non‐specific chest pain are observed within the first 48 h following discharge post‐PCI (Figure 2).

TABLE 1.

Patient demographics and characteristics including co‐morbidities at index admission

Variable All patients All chest pain NSCP Angina
Control group No readmission Unplanned readmission Unplanned readmission Unplanned readmission
(n = 2 723 455) (n = 2 682 557) (n = 40 897) (n = 21 714) (n = 19 183)
Age in years (SE) 65.1 (0.01) 65.1 (0.01) 62.2 (0.07) 61.6 (0.09) 62.8 (0.10)
Female 934 574 34.3% 917 814 34.2% 16 760 41.0% 9448 43.5% 7312 38.1%
Length of stay in days (SE) 3.85 (0.00) 3.87 (0.00) 2.39 (0.01) 1.84 (0.01) 3.02 (0.03)
Cost of inpatient stay (SE) $19 937 (10.6) $20 133 (10.7) $7083 (48.7) $5064 (24.7) $9368 (97.3)
Quartile of median household income
0‐25th 850 333 31.2% 836 868 31.2% 13 465 32.9% 7030 32.4% 6435 33.5%
26th‐50th 721 854 26.5% 711 178 26.5% 10 677 26.1% 5700 26.3% 4977 25.9%
51st‐75th 632 303 23.2% 622 988 23.2% 9315 22.8% 5098 23.5% 4217 22.0%
76th‐100th 518 964 19.1% 511 523 19.1% 7441 18.2% 3886 17.9% 3555 18.5%
Smoker 1 106 460 40.6% 1 091 323 40.7% 15 138 37.0% 7875 36.3% 7263 37.9%
Obesity 421 971 15.5% 416 402 15.5% 5569 13.6% 2917 13.4% 2652 13.8%
Chronic renal failure 407 294 15.0% 401 715 15.0% 5579 13.6% 2738 12.6% 2841 14.8%
Family history of IHD 296 638 10.9% 293 374 10.9% 3264 8.0% 1619 7.5% 1645 8.6%
Personal history of IHD 2 565 060 94.2% 2 526 131 94.2% 38 930 95.2% 20 086 92.5% 18 844 98.2%
Previous MI 457 335 16.8% 447 478 16.7% 9856 24.1% 5233 24.1% 4623 24.1%
Dyslipidemia 1 915 626 70.3% 1 886 214 70.3% 29 412 71.9% 15 301 70.5% 14 111 73.6%
Hypertension 2 032 126 74.6% 2 000 647 74.6% 31 479 77.0% 16 586 76.4% 14 893 77.6%
Diabetes mellitus 1 027 612 37.7% 1 011 495 37.7% 16 118 39.4% 8490 39.1% 7628 39.8%
Heart failure 101 593 3.7% 101 241 3.8% 353 0.9% 76 0.4% 277 1.4%
Valvular heart disease 30 923 1.1% 30 815 1.1% 108 0.3% 18 0.1% 90 0.5%
History of stroke/TIA 161 953 5.9% 159 305 5.9% 2648 6.5% 1451 6.7% 1197 6.2%
Peripheral vascular disease 316 558 11.6% 312 850 11.7% 3708 9.1% 1702 7.8% 2006 10.5%
Anaemia 345 133 12.7% 340 076 12.7% 5058 12.4% 2424 11.2% 2634 13.7%
Atrial fibrillation 349 320 12.8% 345 303 12.9% 4017 9.8% 1799 8.3% 2218 11.6%
Previous CABG 251 465 9.2% 245 327 9.1% 6138 15.0% 3113 14.3% 3025 15.8%
Non‐ACS index PCI 913 026 33.5% 887 497 33.1% 25 529 62.4% 17 208 79.2% 8321 43.4%
ACS index PCI 1 810 429 66.5% 1 795 059 66.9% 15 369 37.6% 4506 20.8% 10 863 56.6%
STEMI 565 264 20.8% 561 394 20.9% 3869 9.5% 1733 8.0% 2136 11.1%
NSTEMI/Unstable angina 1 261 856 46.3% 1 249 663 46.6% 12 193 29.8% 2791 12.9% 9402 49.0%

Abbreviations: ACS, acute coronary syndromes; CABG, coronary artery bypass grafts; IHD, ischemic heart disease; NSCP, non‐specific chest pain; PCI, percutaneous coronary intervention.

FIGURE 2.

FIGURE 2

Distribution of readmissions with angina (A), non‐specific chest pain (B), all chest pain (C), all‐causes of readmission (D) within 30‐days (X axis: days to readmission; Y axis: frequency)

Multiple logistic regression models were created to examine the associations between clinical characteristics and co‐morbidities and the likelihood of readmission with a primary diagnosis of angina or non‐specific chest pain at 30 days after PCI. We found several characteristics that were strongly associated with readmission with chest pain at 30‐days (Table 2). The unplanned readmission group were younger (62.2 vs 65.1 years; P < 0.001), more likely to be females (41.0% vs 34.2%; P < 0.001) and within the lowest quartile of household income (32.9% vs 31.2%; P < 0.001). The readmission group also had a higher prevalence of previous ischemic heart disease (IHD), coronary artery bypass grafts (CABG), hypertension and dyslipidemia. Furthermore, they were more likely to have index PCI performed for non‐ACS (odds ratio [OR]: 3.46, 95% CI 3.39, 3.54) (Supplementary Figure 1).

TABLE 2.

Demographic and clinical characteristics associated with the likelihood of readmission at 30‐days with chest pain following PCI

Variable All chest pain NSCP Angina
(n = 40 897) (n = 21 714) (n = 19 183)
Odds Ratio (95% C.I.) P value Odds Ratio (95% C.I.) P value Odds Ratio (95% C.I.) P value
Female 1.44 (1.41, 1.47) <0.0005 1.57 (1.53, 1.62) <0.0005 1.28 (1.25, 1.32) <0.0005
Age 0.97 (0.97, 0.97) <0.0005 0.97 (0.97, 0.97) <0.0005 0.98 (0.98, 0.98) <0.0005
Smoker 0.87 (0.85, 0.89) <0.0005 0.91 (0.89, 0.94) <0.0005 0.84 (0.81, 0.86) <0.0005
Obesity 0.78 (0.76, 0.80) <0.0005 0.79 (0.76, 0.82) <0.0005 0.78 (0.75, 0.81) <0.0005
Q1 (0‐25th %) 1.04 (1.01, 1.07) 0.02 1.01 (0.97, 1.05) 0.57 1.06 (1.02, 1.11) 0.006
Q2 (26‐50th %) 1.00 (0.97, 1.04( 0.787 1.02 (0.98, 1.06) 0.41 0.99 (0.95, 1.03) 0.653
Q3 (51‐75th %) 1.01 (0.98, 1.04) 0.746 1.05 (1.01, 1.10) 0.024 0.96 (0.92, 1.00) 0.06
Q4 (76‐100th %) 0.97 (0.94, 0.99) 0.02 0.99 (0.95, 1.03) 0.572 0.94 (0.91, 0.98) 0.006
Chronic kidney disease 0.94 (0.91, 0.97) <0.0005 0.88 (0.84, 0.92) <0.0005 1.00 (0.96, 1.04) 0.916
Family history of IHD 0.74 (0.71, 0.76) <0.0005 0.74 (0.70, 0.78) <0.0005 0.74 (0.71, 0.78) <0.0005
Personal history of IHD 1.20 (1.15, 1.26) <0.0005 0.76 (0.70, 0.78) <0.0005 3.28 (2.95, 3.66) <0.0005
Previous MI 1.36 (1.33, 1.39) <0.0005 1.28 (1.24, 1.32) <0.0005 1.44 (1.39, 1.49) <0.0005
Dyslipidemia 1.08 (1.06, 1.11) <0.0005 1.07 (1.04, 1.10) <0.0005 1.10 (1.06, 1.14) <0.0005
Hypertension 1.12 (1.09, 1.15) <0.0005 1.11 (1.07, 1.14) <0.0005 1.13 (1.09, 1.17) <0.0005
Diabetes Mellitus 0.97 (0.95, 0.99) 0.009 0.96 (0.93, 0.98) 0.002 0.99 (0.96, 1.02) 0.624
Heart Failure 0.18 (0.17, 0.20) <0.0005 0.07 (0.05, 0.08) <0.0005 0.36 (0.32, 0.41) <0.0005
Valvular Heart Disease 0.28 (0.23, 0.34) <0.0005 0.09 (0.06, 0.14) <0.0005 0.53 (0.43, 0.65) <0.0005
History of Stroke/TIA 1.11 (1.07, 1.16) <0.0005 1.18 (1.11, 1.24) <0.0005 1.03 (0.97, 1.10) 0.289
Peripheral Vascular Disease 0.76 (0.73, 0.78) <0.0005 0.65 (0.62, 0.68) <0.0005 0.88 (0.84, 0.92) <0.0005
Anaemia 1.04 (1.01, 1.08) 0.009 0.94 (0.89, 0.98) 0.003 1.16 (1.11, 1.21) <0.0005
Atrial Fibrillation 0.84 (0.82, 0.87) <0.0005 0.70 (0.66, 0.73) <0.0005 1.01 (0.97, 1.06) 0.663
Previous CABG 1.67 (1.63, 1.72) <0.0005 1.54 (1.49, 1.61) <0.0005 1.79 (1.72, 1.86) <0.0005
Non‐ACS PCI on index adm. 3.46 (3.39, 3.54) <0.0005 8.26 (7.99, 8.54) <0.0005 1.49 (1.45, 1.54) <0.0005
ACS PCI on index admission 0.29 (0.28, 0.30) <0.0005 0.12 (0.12, 0.13) <0.0005 0.67 (0.65, 0.69) <0.0005

Abbreviations: ACS, acute coronary syndromes; CABG, coronary artery bypass grafts; IHD, ischemic heart disease; NSCP, non‐specific chest pain; PCI, percutaneous coronary intervention.

3.2. Characteristics of patients readmitted for angina within 30‐days post‐PCI

Patients readmitted with angina within 30‐days were more likely to be female (OR: 1.28, 95% CI 1.25, 1.32), younger (OR: 0.98, 95% CI 0.98, 0.98), associate with the 0–25% of median household income (OR: 1.06, 95% CI 1.02, 1.11), have history of IHD including previous myocardial infarction (OR: 1.44, 95% CI 1.39, 1.49) or coronary artery bypass grafting (OR: 1.79 95% CI 1.72, 1.86, dyslipidemia (OR: 1.10, 95% CI 1.02, 1.14), hypertension (OR: 1.13, 95% CI 1.09, 1.17) and anaemia (OR: 1.16, 95% CI 1.11, 1.21). These patients were also more likely to have undergone index PCI for indications other than ACS (OR: 1.49, 95% CI 1.45, 1.54). Smoking status at index admission, obesity, association with 76–100% of median household income, history of heart failure, valvular heart disease, peripheral vascular disease, and acute coronary syndrome on index PCI (OR = 0.67, 95% CI 0.65, 0.69) were less likely to be observed compared with those who were not readmitted within 30‐days (Figure 3).

FIGURE 3.

FIGURE 3

Demographic and clinical characteristics associated with the likelihood of readmission at 30‐days with angina following PCI. PCI, Percutaneous coronary intervention

3.3. Characteristics of patients readmitted for non‐specific chest pain within 30‐days post‐PCI

Of those readmitted with non‐specific chest pain within 30‐days, female gender (OR: 1.57, 95% CI 1.53, 1.62), younger age (OR: 0.97, 95% CI 0.97, 0.97), association with 51–75% of household income (OR: 1.05, 95% CI 1.01, 1.10), previous history of coronary artery bypass grafting (OR: 1.54, 95% CI 1.49, 1.61), myocardial infarction (OR: 1.28, 95% CI 1.24, 1.32), hypertension (OR: 1.11, 95% CI 1.07, 1.14), dyslipidemia (OR: 1.07, 95% CI 1.04, 1.10), and history of cerebrovascular events (OR: 1.18, 95% CI 1.11, 1.24) are more likely characteristics compared with patients who were not readmitted. Patients who underwent PCI for indications other than ACS at index admission were observed to have a greater likelihood of readmission at 30‐days (OR: 8.26, 95% CI 7.99, 8.54). Reduced likelihood is observed in those with a history of smoking, obesity, chronic kidney disease (stage 1–3), family or personal history of IHD, diabetes mellitus, atrial fibrillation, anaemia, peripheral vascular disease and valvular heart disease or history of heart failure prior to index PCI (Supplementary Figure 2).

3.4. Comparisons of patients readmitted with angina versus non‐specific chest pain

Compared with patients readmitted within 30 days for nonspecific chest pain, patients who were readmitted with a diagnosis of angina within 30 days were older, more likely to be male, to associate with the 0–25% of household income, have a smoking history, family or personal history of IHD, chronic kidney disease (stage 1–3), dyslipidemia, history of heart failure or valvular heart disease, peripheral vascular disease, anaemia, atrial fibrillation, previous CABG and acute coronary syndrome on admission for index PCI (Supplementary Table 3). Patients with angina readmissions within 30‐days had a higher inpatient mortality rate (Supplementary Table 1). Total charges were greater in those readmitted with angina with longer average duration of admission compared with non‐specific chest pain.

3.5. Duration of admission and costs

Patients readmitted with angina or non‐specific chest pain had a shorter duration of readmission hospital stay (mean: 2.3, 95% CI 2.37, 2.42) compared with those readmitted for other causes within a 30‐day period (mean: 5.18 days, 95% CI 5.16, 1.21) (P < 0.005). Angina or non‐specific chest pain readmissions were also associated with lower hospitalization costs ($7083) compared with other causes of readmission ($11 642) (P < 0.005) (Supplementary Table 2).

4. DISCUSSION

We have assessed unplanned readmission with a primary diagnosis of angina or non‐specific chest pain within 30‐days of PCI in a large, national database. We have found that early readmission with angina or non‐specific chest pain after PCI is uncommon. Only 1.5% of patients treated with PCI were readmitted with angina or non‐specific chest pain and affected patients had more cardiovascular risk factors and history of previous IHD. Nonetheless, since many patients undergo PCI, a readmission rate of 1–2% within 30 days equates to a considerable number of patients. Readmission after PCI was associated with an appreciable cost. Mortality during readmission is low in keeping with the coded diagnoses.

4.1. Causes of angina post‐PCI

PCI is indicated for patients with anginal symptoms despite guideline‐directed medical therapy to relieve symptoms of angina and may improve prognosis. 9 , 10 However, although PCI is routinely successful, angina may persist. 11 The causes of persisting or recurrent angina include incomplete revascularization, complications of PCI for example, side‐branch loss, or unusually, unsuccessful PCI. A further issue may be the underutilization of available secondary preventative therapy combinations, which may prevent the requirement to progress to invasive management in chronic coronary syndromes. 12 An under‐recognized problem is ischemia and no obstructive coronary artery disease (INOCA). This group of disorders includes microvascular angina, vasospastic angina or mixed microvascular/vasospastic angina, in the absence of obstructive (≥50% diameter stenosis) or flow‐limiting (fractional flow reserve ≤0.80; non‐hyperemic pressure ratio ≤ 0.89) CAD. 13 Patients with INOCA have a burden of anginal symptoms and typically poorer quality of life compared to patients with obstructive CAD. 14 Microvascular angina may be associated with obstructive CAD (Type 3 microvascular angina), or, alternatively, CAD may be falsely classified as obstructive when in fact the primary cause of angina is microvascular disease. Our analysis does not provide information on the etiology of the chest pain in this cohort out with diagnosis code however, it is observed that index acute coronary syndrome was significantly less common in angina and non‐specific chest pain readmissions at 30‐days compared with index population within this cohort. A limitation to this estimate is that readmissions from recurrent myocardial infarction are more likely to occur within an acute coronary syndrome subset rather than readmission with non‐specific or angina pain. Furthermore, identification of culprit arteries may be less clear in patients undergoing PCI for non‐ACS indications so as not, to provide symptomatic benefit for patients with angina, and therefore cause proportionately more readmissions. Further studies to investigate etiology within patients readmitted with chest pain including the success of revascularization, residual coronary disease burden and discharge medication are warranted.

Chest pain after PCI may be experienced in 36% to 42% of patients undergoing both elective and emergent PCI. 15 , 16 , 17 It is most commonly described in the first 24 h following PCI but is described as occurring within the first 3 weeks. 16 In addition to non‐cardiac causes it is important to distinguish patients with benign chest pain from critical chest pain after PCI due to acute stent thrombosis, incomplete revascularization, or disease progression affecting alternative coronary regions. However, risk stratification in these patients is challenging and may be influenced by the presence of persistently elevated cardiac enzymes or electrocardiograph evolution in the absence of new myocardial injury. 18 , 19 , 20 Benign chest pain and patients with stable angina post‐PCI pain in the absence of ACS, pulmonary or upper gastrointestinal pathologies is therefore understandably recorded in up to one third of overall PCI re‐admissions. 21 , 22 No standard nomenclature for the clinical phenomenon of chest pain post‐PCI currently exists due to differing opinions of etiology and there are no guidelines for a standardized approach to management. 23

A further entity may include the psychological burden associated with a diagnosis of non‐specific chest pain and it is estimated that anxiety disorders are prevalent in 30–50% of these patients. 24 Somatization disorders with chest pain symptoms may influence readmission, particularly in non‐ACS PCI indications.

4.2. Healthcare implications of hospital readmission post‐PCI

Readmissions are a significant source of burden both on the patient and the healthcare system, which is often used as a proxy‐marker for quality of care and penalty systems are implemented for providers with greater proportions of readmission. 25

Patients with chest pain constitute between 0.6 to 2.4% of unplanned presentations to emergency departments and up to one in four admissions to medical and cardiology wards. 26 , 27 , 28 , 29 In the United Kingdom, this represents a significant burden with non‐ACS chest pain equating to an average of 15.8 and 16.8 bed days per 1000 population for angina and non‐specific chest pain respectively with standalone 30‐day mortalities of 1.5% and 0.7%. 28 The incidence and demographical distribution of patients readmitted with chest pain syndromes has not previously been explored. Therefore, the burden on health services as well as mortality and major adverse cardiac event (MACE) rate for patients readmitted with chest pain post‐PCI is not clearly defined.

Our study involved a large sample that is likely to be reasonably representative of the US population undergoing PCI. The NRD has been utilized previously in patients with chest pain, which provides precedent for selection in this study. 30 Local audit and assessment of chest pain readmissions should be encouraged in order to establish local requirement for interventions, which may reduce readmissions with non‐specific chest pain and angina following PCI. This would ensure appropriate utilization of available resources and financial investment dependent on the localized burden of readmissions.

4.3. Associations with cardiovascular risk factors: implications for risk stratification

Demographic factors associated with higher likelihood of unplanned readmission in this sample are in keeping with known cardiovascular risk factors. However, smoking in this sample was not associated with increased readmission at 30 days. This is based on index smoking status and it is plausible that this may be subject to the smoking modification and cessation programmes, which are commonplace in the management of patients with coronary disease. Patients with heart failure, valvular heart disease and non‐cardiac vascular disease were observed to be less likely to be re‐admitted at 30‐days. This is in part due to the proportion undergoing PCI for ACS in whom ventricular dysfunction if present will be identified following PCI rather than as a co‐morbidity on index admission and may also be secondary to increased involvement of secondary care outpatient services in their management and treatment planning.

Optimization of modifiable risk factors prior to intervention is performed in surgical patients and the pre‐operative assessment is commonplace in order to improve surgical morbidity and mortality. 31 , 32 However, currently there are no similar formalized pathways for patients undergoing PCI which could be implemented in elective angiography patients to improve long‐term outcomes. Median household income was significantly associated with increased likelihood of readmission at 30‐days in patients with angina and those associating with the 76–100% had a lower likelihood of readmission with a primary diagnosis of angina. Chronic kidney disease in this population was not associated with increased likelihood of re‐admission however, the majority of patients included are of mild impairment as would be expected to undergo PCI with contrast. Female gender was more likely for patients readmitted within 30‐days with angina and non‐specific chest pain and it is previously observed that microvascular and vasospastic angina with INOCA or obstructive CAD is more common in female patients. 33 Male gender was observed in the majority of all groups in keeping with gender as a known risk factor of cardiovascular disease. Anaemia in this dataset is associated with increased readmission with a primary diagnosis of angina at 30‐days following PCI. Although discharge haemoglobin concentrations are not provided in the database, this may provide an area of potential modification for patients prior to being discharged following PCI.

One evidence‐based example of an intervention to reduce readmissions following PCI is a multimodal strategy as described by Tanguturi et al (2016). 34 This involved a risk assessment of readmission with the production of patient videos regarding subsequent chest pain or symptoms of heart failure. In addition, a formal clinic review with a cardiology fellow and a computerized alert system for re‐presentations facilitated early cardiologist review. This package of interventions reduced 30‐day hospital readmission from 9.6% to 5.3% over the 4‐year study period.

4.4. Limitations

Limitations included the composition of the database from separate yearly data, which prevents multi‐year follow‐up of these patients and excludes those admitted in December from 30‐day follow‐up. On the other hand, a longer follow‐up period for example at 6 months would necessitate the exclusion of the inverse proportion for that year and would have reduced the external validity of the analysis. The database is comprised of inpatient admissions and does not include discharges from emergency care, community data or patients managed in observation areas following PCI. In the United States approximately 7.6 million patients present with chest pain per annum, four out of five will not require admission. A further limitation is the lack of information on completeness of revascularization for included patients or their prescribed medications at the time of discharge. This would be of value in this cohort, particularly where subsequent angina diagnoses are coded on readmission in patients who have undergone PCI for indications other than ACS.

5. CONCLUSIONS

Our study provides insights into the prevalence, risk factors and health burden of readmission with angina or non‐specific chest pain following PCI. Secondary prevention measures to reduce cardiovascular risk such as correction of anaemia may help to optimize the clinical status of patients prior to undergoing PCI. PCI performed for an indication other than ACS is associated with a greater likelihood of readmission with angina or non‐specific chest pain at 30‐days within this cohort and further investigation of the etiology within these patients is required.

CONFLICT OF INTEREST

Professor Colin Berry is employed by the University of Glasgow, which holds consultancy and research agreements for his work with companies that have commercial interests in the diagnosis and treatment of angina. The companies include Abbott Vascular, Astra Zeneca, Boehringer Ingelheim, GSK, HeartFlow, Menarini, Novartis, and Siemens Healthcare. None of the other authors have any potential conflicts of interest.

Supporting information

Appendix S1: Supporting information

ACKNOWLEDGMENTS

The authors would like to thank the Healthcare Cost and Utilization Project for access to the Nationwide Readmissions Database.

TABLE A1.

Classification of clinic classification software codes for readmissions causes

Causes of readmission CCS code Diagnosis
Respiratory 127 Chronic obstructive pulmonary disease and bronchiectasis
128 Asthma
130 Pleurisy, pneumothorax, pulmonary collapse
131 Respiratory failure, insufficiency and arrest
132 Lung disease due to external agents
133 Other lower respiratory disease
134 Other upper respiratory disease
221 Respiratory distress syndrome
Infection 1 Tuberculosis
2 Septicemia
3 Bacterial infection
4 Mycoses
5 HIV infection
6 Hepatitis
7 Viral infection
8 Other infection
9 Sexually transmitted infection
76 Meningitis
77 Encephalitis
78 Other CNS infection and poliomyelitis
90 Inflammation or infection of eye
122 Pneumonia
123 Influenza
124 Acute and chronic tonsillitis
125 Acute bronchitis
126 Other upper respiratory infections
129 Aspiration pneumonitis
135 Intestinal infection
197 Skin and subcutaneous tissue infections
201 Infective arthritis and osteomyelitis (except that caused by tuberculosis or sexually transmitted disease)
Bleeding 60 Acute posthaemorrhagic anaemia
153 Gastrointestinal haemorrhage
182 Haemorrhage during pregnancy; abrutio placenta; placenta previa
Peripheral vascular disease 114 Peripheral and visceral atherosclerosis
115 Aortic, peripheral and visceral artery aneurysms
116 Aortic and peripheral arterial embolism or thrombosis
117 Other circulatory disease
118 Phlebitis, thrombophlebitis and thromboembolism
119 Varicose veins of lower extremities
Genitourinary 159 Urinary tract infection
160 Calculus of the urinary tract
161 Other diseases of kidney and ureters
162 Other diseases of bladder and urethra
163 Genitourinary symptoms and ill‐defined conditions
164 Hyperplasia of prostate
165 Inflammatory conditions of the male genital organs
166 Other male genital disorders
170 Prolapse of female genital organs
175 Other female genital disorders
215 Genitourinary congenital anomalies
Renal disease 156 Nephritis; nephrosis; renal sclerosis
157 Acute and unspecified renal failure
158 Chronic kidney disease
Gastrointestinal 138 Esophageal disorders
139 Gastroduodenal ulcer (except haemorrhage)
140 Gastritis and duodenitis
141 Other disorders of stomach and duodenum
142 Appendicitis and other appendiceal conditions
143 Abdominal hernia
144 Regional enteritis and ulcerative colitis
145 Intestinal obstruction without hernia
146 Diverticulosis and diverticulitis
147 Anal and rectal conditions
148 Peritonitis and intestinal abscess
149 Biliary tract disease
150 Liver disease; alcohol‐related
151 Other liver diseases
152 Pancreatic disorders (not diabetes)
154 Noninfectious gastroenteritis
155 Other gastrointestinal disorders
214 Digestive congenital anomalies
222 Haemolytic jaundice and perinatal jaundice
250 Nausea and vomiting
251 Abdominal pain
TIA/stroke 109 Acute cerebrovascular disease
110 Occlusion of stenosis of precerebral arteries
111 Other and ill‐defined cerebrovascular disease
112 Transient cerebral ischemia
113 Late effects of cerebrovascular disease
Trauma 207 Pathological fracture
225 Joint disorders and dislocations; trauma‐related
226 Fracture of neck of femur (hip)
227 Spinal cord injury
228 Skull and face fractures
229 Fracture of upper limb
230 Fracture of lower limb
231 Other fractures
232 Sprains and strains
233 Intracranial injury
234 Crushing injury or internal injury
235 Open wounds of head; neck; and trunk
236 Open wounds of extremities
239 Superficial injury; contusion
244 Other injuries and conditions due to external causes
260 All (external causes of injury and poisoning)
Endocrine/metabolic 48 Thyroid disorders
49 Diabetes mellitus without complication
50 Diabetes mellitus with complication
51 Other endocrine disorders
53 Disorders of lipid metabolism
58 Other nutritional and endocrine/metabolic disorders
186 Diabetes or abnormal glucose tolerance complicating pregnancy; childbirth; or the puerperium
Neuropsychiatric 650 Adjustment disorders
651 Anxiety disorders
652 Attention‐deficit, conduct, and disruptive behavior disorders
653 Delirium, dementia, and amnestic and other cognitive disorders
654 Developmental disorders
655 Disorders usually diagnosed in infancy and childhood or adolescence
656 Impulse control disorders, NEC
657 Mood disorders
658 Personality disorders
659 Schizophrenia and other psychotic disorders
660 Alcohol‐related disorders
661 Substance‐related disorders
662 Suicide and intentional self‐inflicted injury
663 Screening and history of mental health and substance abuse codes
670 Miscellaneous mental health disorders
79 Parkinson's disease
80 Multiple sclerosis
81 Other hereditary and degenerative nervous system conditions
82 Paralysis
83 Epilepsy, convulsions
84 Headache including migraine
85 Coma, stupor and brain damage
95 Other nervous system disorders
216 Nervous system congenital anomalies
650 Adjustment disorders
651 Anxiety disorders
652 Attention‐deficit, conduct, and disruptive behavior disorders
653 Delirium, dementia, and amnestic and other cognitive disorders
654 Developmental disorders
655 Disorders usually diagnosed in infancy and childhood or adolescence
656 Impulse control disorders
657 Mood disorders
658 Personality disorders
659 Schizophrenia and other psychotic disorders
660 Alcohol‐related disorders
661 Substance‐related disorders
662 Suicide and intentional self‐inflicted injury
663 Screening and history of mental health and substance abuse codes
670 Miscellaneous mental health disorders
Hematological/neoplastic 11 Cancer of head and neck
12 Cancer of esophagus
13 Cancer of stomach
14 Cancer of colon
15 Cancer of rectum and anus
16 Cancer of liver and intrahepatic bile ducts
17 Cancer of pancreas
18 Cancer of other gastrointestinal organs, peritoneum
19 Cancer of bronchus, lung
20 Cancer of other respiratory and intrathoracic
21 Cancer of bone and connective tissue
22 Melanoma of skin
23 Other non‐epithelial cancer of skin
24 Cancer of breast
25 Cancer of uterus
26 Cancer of cervix
27 Cancer of ovary
28 Cancer of other female genital organs
29 Cancer of prostate
30 Cancer of testis
31 Cancer of other male genital organs
32 Cancer of bladder
33 Cancer of kidney and renal pelvis
34 Cancer of other urinary organs
35 Cancer of brain and nervous system
36 Cancer of thyroid
37 Hodgkin's disease
38 Non‐Hodgkin's lymphoma
39 Leukemias
40 Multiple myeloma
41 Cancer, other and unspecified primary
42 Secondary malignancies
43 Malignant neoplasm without specification of site
44 Neoplasm of unspecified nature or uncertain behavior
46 Benign neoplasm of uterus
47 Other and unspecified benign neoplasm
59 Deficiency and other anaemias
61 Sickle cell anaemia
62 Coagulation and haemorrhagic disorders
63 Disease of white blood cells
64 Other hematologic conditions
Rheumatology problem 54 Gout and other crystal arthropathies
Opthalmology problem 86 Cataract
87 Retinal detachment defects, vascular occlusion and retinopathy
88 Glaucoma
89 Blindness and vision defects
91 Other eye disorders
ENT problem 92 Otitis media and related conditions
93 Conditions associate with dizziness or vertigo
94 Other ear and sense organ disorder
Non‐specific chest pain 102 Non‐specific chest pain
Oral health problem 136 Disorders of teeth and jaw
137 Diseases of mouth; excluding dental
Obstetric admission including pregnancy 174 Female infertility
176 Contraceptive and procreative management
177 Spontaneous abortion
178 Induced abortion
179 Postabortion complication
180 Ectopic pregnancy
181 Other complications of pregnancy
184 Early or threatened labor
185 Prolonged pregnancy
187 Malposition; malpresentation
188 Fetopelvic disproportion; obstruction
189 Previous C‐section
190 Fetal distress and abnormal forces of labor
191 Polyhydramnios and other problems of amniotic cavity
192 Umbilical cord complication
193 OB‐related trauma to perineum and vulva
194 Forceps delivery
195 Other complications of birth; puerperium affecting management of mother
196 Other pregnancy and deliver including normal
218 Liveborn
219 Short gestation; low birth weight; and fetal growth retardation
220 Intrauterine hypoxia and birth asphyxia
223 Birth trauma
224 Other perinatal conditions
Dermatology problem 198 Other inflammatory condition of skin
199 Chronic ulcer of skin
200 Other skin disorders
Poisoning 241 Poisoning by psychotrophic agents
242 Poisoning by other medication and drugs
243 Poisoning by nonmedical substances
Syncope 245 Syncope
Other non‐cardiac 10 Immunization and screening for infectious disease
45 Maintenance chemotherapy, radiotherapy
52 Nutritional deficiencies
55 Fluid and electrolyte disorders
56 Cystic fibrosis
57 Immunity disorder
120 Hemorrhoids
121 Other diseases of veins and lymphatics
167 Nonmalignant breast conditions
168 Inflammatory disease of female pelvic organs
169 Endometriosis
172 Ovarian cyst
173 Menopausal disorders
202 Rheumatoid arthritis and related disease
203 Osteoarthritis
204 Other non‐traumatic joint disorders
205 Spondylosis; intervertebral disc disorders; other back problems
206 Osteoporosis
208 Acquired foot deformities
209 Other acquired deformities
210 Systemic lupus erythematosus and connective tissue disorders
211 Other connective tissue disease
212 Other bone disease and musculoskeletal deformities
217 Other congenital anomalies
237 Complication of device; implant or graft
238 Complications of surgical procedure or medical care
240 Burns
246 Fever of unknown origin
247 Lymphadenitis
248 Gangrene
252 Malaise and fatigue
253 Allergic reactions
254 Rehabilitation care; fitting of prostheses; and adjustment of devices
255 Administrative/social admission
256 Medical examination/evaluation
257 Other aftercare
258 Other screening for suspected conditions (not mental disorders or infectious disease)
259 Residual codes; unclassified
Heart failure 108 Congestive heart failure non‐hypertensive
Arrhythmia 106 Cardiac dysrhythmias
107 Cardiac arrest and ventricular fibrillation
Conduction disorder 105 Conduction disorders
Valve disorders 96 Heart valve disorder
Hyper/hypotension 98 Essential hypertension
99 Hypertension with complications and secondary hypertension
183 Hypertension complicating pregnancy; childbirth and the puerperium
249 Shock
Pericarditis 97 Peri‐, endo‐ and myocarditis, cardiomyopathy
Coronary artery disease including angina 101 Coronary atherosclerosis and other heart disease includes angina
Acute myocardial infarction 100 Acute myocardial infarction
Others (cardiac) 103 Pulmonary heart disease
104 Other and ill‐defined heart disease
213 Cardiac and circulatory congenital anomalies

Sykes R, Mohamed MO, Kwok CS, Mamas MA, Berry C. Percutaneous coronary intervention and 30‐day unplanned readmission with chest pain in the United States (Nationwide Readmissions Database). Clin Cardiol. 2021;44:291–306. 10.1002/clc.23543

Funding information British Heart Foundation, Grant/Award Numbers: PG/17/2532884, RE/13/5/30177, RE/18/6/34217

DATA AVAILABILITY STATEMENT

The data underlying this article were provided by the Healthcare Cost and Utilization Project under licence. Data will be shared on request to the corresponding author with permission of the Healthcare Cost and Utilization Project

REFERENCES

  • 1. Sedlis SP, Hartigan PM, Teo KK, et al. The COURAGE trial Investigators. Effect of PCI on long‐term survival in patients with stable ischemic heart disease. N Engl J Med. 2015;373:1937‐1946. [DOI] [PMC free article] [PubMed] [Google Scholar]
  • 2. Al‐Lamee R, Thompson D, Dehbi HM, et al. Percutaneous coronary intervention in stable angina (ORBITA): a double‐blind. Randomised Controlled Trial Lancet. 2018;391:31‐40. [DOI] [PubMed] [Google Scholar]
  • 3. Stone GW, Ellis SG, Gori T, et al. Blinded outcomes and angina assessment of coronary bioresorbable scaffolds: 30‐day and 1‐year results from the ABSORB IV randomised trial. The Lance. 2018;392:1530‐1540. [DOI] [PubMed] [Google Scholar]
  • 4. Kwok CS, Narain A, Pacha HM, et al. Readmissions to hospital after percutaneous coronary intervention: a systematic review and meta‐analysis of factors associated with readmissions. Cardiovascular Res Med. 2020;21:375‐391. [DOI] [PubMed] [Google Scholar]
  • 5. Kwok CS, Hulme W, Olier I, Holroyd E, Mamas MA. Review of early hospitalisation after percutaneous coronary intervention. Int J Cardiol. 2016;227:370‐377. [DOI] [PubMed] [Google Scholar]
  • 6. Kwok CS, Potts J, Gulati M, et al. Effect of gender on unplanned readmissions after percutaneous coronary intervention (from the Nationwide readmissions database). Am J Cardiol. 2018;121:810‐817. [DOI] [PubMed] [Google Scholar]
  • 7. Kwok CS, Shah B, Al‐Suwaidi J, et al. Causes of unplanned readmissions after percutaneous coronary intervention: insights from the nationwide readmissions database. JACC Cardiovascular Intervention. 2019;12:734‐748. [DOI] [PMC free article] [PubMed] [Google Scholar]
  • 8. Kwok CS, Rao SV, Potts JE, et al. Burden of 30‐day readmissions after percutaneous coronary intervention in 833,344 patients in the United States: predictors, causes, and cost: insights from the Nationwide readmission database. JACC Cardiovascular Intervention. 2018;11:665‐674. [DOI] [PubMed] [Google Scholar]
  • 9. Neumann FJ, Sousa‐Uva M, Ahlsson A, et al. ESC Scientific Document Group. 2018 ESC/EACTS Guidelines on myocardial revascularization. Eur Heart J. 2019;40:87‐165.30165437 [Google Scholar]
  • 10. Patel MR, Calhoon JH, Dehmer GJ, et al. AATS/AHA/ASE/ASNC/SCAI/SCCT/STS 2016 appropriate use criteria for coronary revascularization in patients with acute coronary syndromes. J Am Coll Cardiol. 2017;69:570‐591. [DOI] [PubMed] [Google Scholar]
  • 11. Crea F, Bairey Merz CN, Beltrame JF, et al. Mechanisms and diagnostic evaluation of persistent or recurrent angina following percutaneous coronary revascularization. European Heart J. 2019;40(29):2455‐2462. 10.1093/eurheartj/ehy857. [DOI] [PubMed] [Google Scholar]
  • 12. Mukherjee D. Coronary revascularization in the United States—patient characteristics and outcomes in 2020. JAMA Netw Open. 2020;3(2):e1921322. [DOI] [PubMed] [Google Scholar]
  • 13. Bairey Merz CN, Pepine CJ, Walsh MN, Fleg JL. Ischemia and no obstructive coronary artery disease (INOCA): developing evidence‐ based therapies and research agenda for the next decade. Circulation. 2017;135:1075‐1092. [DOI] [PMC free article] [PubMed] [Google Scholar]
  • 14. Ford TJ, Yii E, Sidik N, et al. Ischemia and no obstructive coronary artery disease prevalence and correlates of coronary Vasomotion disorders. Circulation: cardiovascular. Interventions. 2019;12:e008126. [DOI] [PMC free article] [PubMed] [Google Scholar]
  • 15. Schüepp M, Ullmer E, Weinbacher M, et al. Chest pain early after percutaneous coronary intervention: incidence and relation to ECG changes, cardiac enzymes and follow‐up events. J Invasive Cardiol. 2001;13:211‐216. [PubMed] [Google Scholar]
  • 16. Kini AS, Lee P, Mitre CA, Duffy ME, Sharma SK. Postprocedure chest pain after coronary stenting: implications on clinical restenosis. J Am Coll Cardiol. 2003;41:33‐38. [DOI] [PubMed] [Google Scholar]
  • 17. Chang C, Chen Y, Ong E, et al. Chest pain after percutaneous coronary intervention in patients with stable angina. Clin Interv Aging. 2016;11:1123‐1128. [DOI] [PMC free article] [PubMed] [Google Scholar]
  • 18. Garbarz E, Iung B, Lefevre G, et al. Frequency and prognostic value of cardiac troponin I elevation after coronary stenting. American J Cardiol. 1999;84:515‐518. [DOI] [PubMed] [Google Scholar]
  • 19. La Vecchia L, Bedogni F, Finocchi G, et al. Troponin I and creatine kinase‐MB mass after elective coronary stenting. Coron Artery Dis. 1996;7:535‐540. [DOI] [PubMed] [Google Scholar]
  • 20. Selvanayagam JB, Porto I, Channon K, et al. Troponin elevation after percutaneous coronary intervention directly represents the extent of irreversible myocardial injury: insights from cardiovascular magnetic resonance imaging. Circulation. 2005;111:1027‐1032. [DOI] [PubMed] [Google Scholar]
  • 21. Vidula MK, McCarthy CP, Butala NM, et al. Causes and predictors of early readmission after percutaneous coronary intervention among patients discharged on oral anticoagulant therapy. PLoS One. 2018;13:e0205457. [DOI] [PMC free article] [PubMed] [Google Scholar]
  • 22. Tripathi A, Abbott JD, Fonarow GC, et al. Thirty‐day readmission rate and costs after percutaneous coronary intervention in the United States. Circulation: coronary interventions. 2017;10:e005925. [DOI] [PubMed] [Google Scholar]
  • 23. Taha Y, Bhatt DL, Mukherjee D, et al. Early post‐percutaneous coronary intervention chest pain: a Nationwide survey on interventional Cardiologists' perspective. Cardiovasc Revasc Med. 2020;21(12):1517‐1522. [DOI] [PubMed] [Google Scholar]
  • 24. Demiryoguran NS, Karcioglu O, Topacoglu H, et al. Anxiety disorder in patients with non‐specific chest pain in the emergency setting. Emerg Med J. 2006;23:99‐102. [DOI] [PMC free article] [PubMed] [Google Scholar]
  • 25. McIIlvennan CK, Eapen ZJ, Allen LA. Hospital readmissions reduction program. Circulation. 2015;131:1796‐1803. [DOI] [PMC free article] [PubMed] [Google Scholar]
  • 26. Fothergill NJ, Hunt MT, Touquet R. Audit of patients with chest pain presenting to an accident and emergency department over a 6 month period. Arch Emerg Med. 1993;10:155‐160. [DOI] [PMC free article] [PubMed] [Google Scholar]
  • 27. Goodacre S, Cross E, Arnold J, Angelini K, Capewell S, Nicholl J. The healthcare burden of acute chest pain. Heart. 2005;91:229‐230. [DOI] [PMC free article] [PubMed] [Google Scholar]
  • 28. Blatchford O, Capewell S, Murray S, Blatchford M. Emergency admissions in Glasgow: general practices vary despite adjustment for age, sex, and deprivation. British J General Practice. 1999;49:551‐554. [PMC free article] [PubMed] [Google Scholar]
  • 29. MacIntyre K, Murphy NF, Chalmers J, et al. Hospital burden of acute coronary syndromes: recent trends. Heart. 2006;92:691‐692. [DOI] [PMC free article] [PubMed] [Google Scholar]
  • 30. Kwok CS, Parwani PJ, Fischman DL, et al. Nonspecific chest pain and 30‐day unplanned readmissions in the United States (from the Nationwide readmission database). Am J Cardiol. 2019;123:1343‐1350. [DOI] [PubMed] [Google Scholar]
  • 31. Muñoz M, Acheson AG, Auerbach M, et al. International consensus statement on the peri‐operative management of anaemia and iron deficiency. Anaesthesia. 2017;72:233‐247. [DOI] [PubMed] [Google Scholar]
  • 32. Mjåland O, Høgevold HE, Buanes T. Standard preoperative assessment can improve outcome after cholecystectomy. Eur J Surg. 2001;166:129‐135. [DOI] [PubMed] [Google Scholar]
  • 33. Ford TJ, Stanley B, Good R, et al. Stratified medical therapy using invasive coronary function testing in angina: the CorMicA trial. J Am Coll Cardiol. 2018;72:2841‐2855. [DOI] [PubMed] [Google Scholar]
  • 34. Tanguturi VK, Temin E, Yeh RW, et al. Clinical interventions to reduce preventable hospital readmission after percutaneous coronary intervention. Circ Cardiovasc Qual Outcomes. 2016;9:600‐604. [DOI] [PubMed] [Google Scholar]

Associated Data

This section collects any data citations, data availability statements, or supplementary materials included in this article.

Supplementary Materials

Appendix S1: Supporting information

Data Availability Statement

The data underlying this article were provided by the Healthcare Cost and Utilization Project under licence. Data will be shared on request to the corresponding author with permission of the Healthcare Cost and Utilization Project


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