| Literature DB >> 31843816 |
Kihei Yoneyama1, Koshiro Kanaoka2, Satoshi Okayama2, Kunihiro Nishimura3, Michikazu Nakai4, Kunihiro Matsushita5, Yoshihiro Miyamoto4, Keisuke Kida6, Yuki Ishibashi1, Masaki Izumo1, Makoto Watanabe2, Tsunenari Soeda2, Hiroyuki Okura2, Tomoo Harada1, Satoshi Yasuda7, Toyoaki Murohara8, Hisao Ogawa7, Yoshihiko Saito2, Yoshihiro J Akashi9.
Abstract
OBJECTIVES: Although there are 14 097 board-certified cardiologists in Japan, it is unknown whether the number of institutional board-certified cardiologists is related to the prognosis of cardiovascular disease patients.Entities:
Keywords: heart failure; internal medicine; myocardial infarction
Year: 2019 PMID: 31843816 PMCID: PMC6924792 DOI: 10.1136/bmjopen-2018-024657
Source DB: PubMed Journal: BMJ Open ISSN: 2044-6055 Impact factor: 2.692
Figure 1Flowchart of the present study. (A) The JROAD study consisted of a large dataset obtained through the Japanese administrative case-mix DPC system in which individual patient records are continuously collected systematically nationwide using a uniform reporting format. Physicians are required to provide complete diagnostic code data until the time of patient discharge. Nearly all DPC hospitals with cardiovascular beds meet the Japanese Circulation Society (JCS) requirements. All training and associated hospitals of the JCS must provide institutional data (ie, hospital bed count, number of board-certified cardiologists and so on). DPC hospitals also provide patient data (ie, age, sex, ICD-10 codes and so on). (B) A flowchart describing the two datasets used for the per-hospital and per-patient analyses to evaluate the association between board-certified cardiologists and in-hospital mortality. DPC, diagnostic procedure combination; ICD-10, International Classification of Diseases and Injuries,10th revision; JROAD, Japanese registry of all cardiac and vascular diseases.
Figure 2The association between board-certified cardiologists and in-hospital mortality rates for cardiovascular diseases according to the per-hospital analyses. A plot of locally weighted smoothing curves (LOWESS) using unadjusted standardised values of the numbers of patients (blue line), deaths (red line) and in-hospital mortality rates (green line), including a histogram of the distributions of board-certified cardiologists (yellow bars). Unadjusted standardised values were calculated by dividing the differences between the observed values and the sample means by the corresponding SD. Hospitals with more board-certified cardiologists also had more patients, more deaths and lower in-hospital mortality rates than those with fewer board-certified cardiologists. In-hospital morality rates were calculated by dividing the total number of deaths by the total number of patients.
Association of board-certified cardiologists and in-hospital mortality rates according to the per-hospital analysis
| Hospital (n=2371) | Poisson regression | |
| Adjusted rate ratio (95% CI)† | Coefficient (SE) | |
|
| ||
| Continuous value | 0.971 (0.969 to 0.973)* | −0.030 (0.001)* |
| Categorical value | ||
| Q1 (<2) | Reference | |
| Q2 (3) | 0.773 (0.756 to 0.790)* | −0.258 (0.011)* |
| Q3 (4) | 0.800 (0.7820 to 0.819)* | −0.223 (0.012)* |
| Q4 (5–6) | 0.732 (0.715 to 0.749)* | −0.312 (0.012)* |
| Q5 (>7) | 0.562 (0.548 to 0.575)* | −0.577 (0.012)* |
|
| ||
| Continuous value‡ | 1.020 (1.019 to 1.021)* | 0.020 (0.001)* |
| Categorical value | ||
| Q1 (<40) | Reference | |
| Q2 (40–58) | 1.389 (1.359 to 1.420)* | 0.328 (0.011)* |
| Q3 (59–77) | 1.407 (1.376 to 1.439)* | 0.341 (0.011)* |
| Q4 (78–104) | 1.563 (1.529 to 1.599)* | 0.447 (0.011)* |
| Q5 (>105) | 1.800 (1.760 to 1.841)* | 0.588 (0.011)* |
*P<0.01.
†The rate ratio was adjusted for the number of non-board-certified cardiologists, hospital beds, the presence of cardiac surgery and paediatric services, and eight regional divisions in Japan.
‡ORs of 10 hospital beds to board-certified cardiologists.
Q, quartile.
Figure 3In-hospital mortality rates in relation to board-certified cardiologists for cardiovascular disease. (A) The linear association of the mean adjusted probability for in-hospital mortality across the quartiles of the number of board-certified cardiologists. (B) The linear association of the mean adjusted probability for in-hospital mortality across the quartiles of the ratios of beds to board-certified cardiologists. Adjusted probabilities were calculated using the ‘margins’ command and the multilevel mixed-effects Poisson regression analyses (table 1). (C) The linear association of the mean adjusted probability for in-hospital mortality across the quartiles of the number of board-certified cardiologists. (D) The linear association of the mean adjusted probability for in-hospital mortality across the quartiles of the ratios of beds to board-certified cardiologists. The bars indicate 95% CIs. The adjusted probability was calculated using the margins command in STATA and was adjusted as indicated in table 3. (A,B) represent the per-hospital analysis, and (C,D) represent the per-patient analysis.
Association between the number of board-certified cardiologists and in-hospital mortality rates according to the per-patient analysis
| In-hospital mortality | Multilevel mixed-effects logistic regression and adjusted OR (95% CI) | ||
| (No of events: 104 469/896 171) | Adjusted for facility‡ | Adjusted for clinical characteristics§ | Adjusted for treatments¶ |
| Board-certified cardiologists | |||
| Continuous value | 0.976 (0.97 to 0.982)* | 0.979 (0.973 to 0.985)* | 0.98 (0.975 to 0.986)* |
| Categorical value | |||
| Q1 (0–3; n=179 234) | Reference | Reference | Reference |
| Q2 (3–5; n=179 234) | 0.981 (0.948 to 1.015)* | 0.949 (0.912 to 0.988)* | 0.948 (0.911 to 0.987)* |
| Q3 (5–6; n=179 234) | 0.902 (0.856 to 0.950)* | 0.841 (0.793 to 0.891)* | 0.850 (0.802 to 0.900)* |
| Q4 (6–10; n=179 234) | 0.848 (0.792 to 0.907)* | 0.783 (0.729 to 0.841)* | 0.799 (0.744 to 0.858)* |
| Q5 (10–78; n=179 235) | 0.834 (0.764 to 0.910)* | 0.715 (0.652 to 0.784)* | 0.720 (0.656 to 0.790)* |
| Ratio of hospital beds to board-certified cardiologists | |||
| Continuous value** | 1.012 (1.008 to 1.015)* | 1.012 (1.008 to 1.015)* | 1.012 (1.008 to 1.015)* |
| Categorical value | |||
| Q1 (7–49; n=185 371) | Reference | Reference | Reference |
| Q2 (49.75; n=179 944) | 0.987 (0.920 to 1.059) | 1.084 (1.004 to 1.17)† | 1.078 (0.999 to 1.163) |
| Q3 (75–100; n=180 097) | 1.096 (1.012 to 1.187)† | 1.095 (1.010 to 1.187)† | 1.084 (1.00 to 1.176)† |
| Q4 (100–139; n=171 807) | 1.264 (1.160 to 1.376)* | 1.278 (1.177 to 1.388)* | 1.279 (1.178 to 1.389)* |
| Q5 (139–635; n=178 952) | 1.306 (1.191 to 1.433)* | 1.352 (1.242 to 1.472)* | 1.339 (1.23 to 1.458)* |
*P<0.01.
†P<0.05.
‡Model included the number of non-board-certified cardiologists, hospital beds, coronary care units, cardiac surgery services and eight regional divisions.
§Model included age, sex, Charlson comorbidity index, and rates of angina pectoris, myocardial infarction, atrial fibrillation, heart failure, aorta disease, cardiac arrest, pulmonary thromboembolism, primary pulmonary hypertension, and tetralogy of Fallot, and rates of non-cardiac disease (stroke, pneumonia, acute renal failure and gastrointestinal bleeding) after hospitalisations and the number of prior hospitalisations, in addition to the facility model.
¶Model included percutaneous coronary interventions, coronary artery bypass grafts, catheter ablations, implantable cardioverter-defibrillators and cardiac resynchronisation therapy in addition to the clinical characteristics model.
**OR of ratios of 10 hospital beds to board-certified cardiologists.
Q, quartile.
Characteristics of the patients according to in-hospital death and patient survival
| All | In-hospital death | Patient survival | P value | |
| n=896 171 | n=104 469 | n=791 702 | ||
| Demographics | ||||
| Age, years | 73 (64–81) | 80 (71–87) | 72 (64–80) | <0.01 |
| Male (%) | 554 798 (62) | 58 054 (56) | 496 744 (63) | <0.01 |
| Female (%) | 341 373 (38) | 46 415 (44) | 294 958 (37) | |
| Cardiovascular disease | ||||
| Angina (%) | 237 273 (26) | 954 (0.9) | 236 319 (30) | <0.01 |
| Acute myocardial infarction (%) | 47 739 (5) | 9931 (10) | 37 808 (5) | <0.01 |
| Heart failure (%) | 148 323 (17) | 23 973 (23) | 124 350 (16) | <0.01 |
| Aortic disease (%) | 72 678 (8) | 9041 (9) | 63 637 (8) | <0.01 |
| Pulmonary embolism (%) | 6149 (0.7) | 725 (0.7) | 5424 (0.7) | 0.744 |
| Atrial fibrillation or flutter (%) | 47 020 (5) | 628 (0.6) | 46 392 (6) | <0.01 |
| Cardiac arrest (%) | 52 794 (6) | 49 407 (47) | 3387 (0.4) | <0.01 |
| Coexisting condition | ||||
| Cerebrovascular disease (%) | 64 420 (7) | 9340 (9) | 791 702 (7) | <0.01 |
| Chronic pulmonary disease (%) | 31 859 (3.6) | 3428 (3.3) | 28 431 (3.6) | <0.01 |
| Chronic kidney disease (%) | 69 458 (7.8) | 9747 (9.3) | 59 722 (7.5) | <0.01 |
| Cancer (%) | 45 487 (5.1) | 8243 (7.9) | 37 244 (4.7) | <0.01 |
| Metastatic cancer (%) | 5792 (0.7) | 2207 (2.1) | 3585 (0.5) | <0.01 |
| Dementia (%) | 16 294 (1.8) | 2672 (2.6) | 13 623 (1.7) | <0.01 |
| Charlson comorbidity index | 1 (0–2) | 1 (0–2) | 1 (0–2) | <0.01 |
| Facility condition | ||||
| Hospital beds | 470 (330–643) | 502 (350–660) | 466 (330–641) | <0.01 |
| Hospitals with <300 beds (%) | 148 709 (16.6) | 14 082 (13.5) | 134 627 (17.0) | <0.01 |
| Hospitals with 300–449 beds (%) | 261 701 (29.2) | 28 785 (27.6) | 232 916 (29.4) | |
| Hospitals with 450–749 beds (%) | 348 036 (38.8) | 43 238 (41.4) | 304 798 (38.5) | |
| Hospitals with >750 beds (%) | 137 725 (15.4) | 18 364 (17.6) | 119 361 (15.1) | |
| Cardiac surgery services (%) | 701 592 (78) | 78 860 (75) | 622 732 (79) | <0.01 |
| Board-certified cardiologists | 5 (4–9) | 5 (3–8) | 5 (4–9) | <0.01 |
| Ratios of hospital beds to board-certified cardiologists | 57 (36–80) | 64 (43–85.5) | 56 (35–79) | <0.01 |
Values are either medians with IQRs (Q1 to Q3) or percentages (when indicated). Baseline characteristics were compared using the Wilcoxon rank-sum test for continuous variables and the χ2 test for categorical variables.
Figure 4Adjusted ORs and 95% CIs for in-hospital mortality in relation to board-certified cardiologists for cardiovascular disease The interaction of hierarchical logistic regression test results indicated that there the number of board-certified cardiologists had a significant impact on patient characteristics and hospital volume. An OR <1.0 represents a decrease in the risk of in-hospital mortality according to the number of board-certified cardiologists. The OR is indicated by the dot, and the lines represent the 95% CIs. ORs were adjusted for facilities, patient characteristics and treatments, as indicated in table 3.
Figure 5The main findings from this study. A larger number of board-certified cardiologists at a hospital was associated with a lower risk of in-hospital mortality. A higher ratio of beds to board-certified cardiologists at a hospital was associated with a greater risk of death. Board-certified cardiologists were more likely to provide benefits to patients by preventing deaths due to cardiovascular diseases. The risk of in-hospital mortality was attenuated by increasing the hospital volume. These observations suggest that board-certified cardiologists may improve patient outcomes, and that the balance between bed numbers and board-certified cardiologists should be considered to improve patient care.