Skip to main content

Clinical characteristics, outcomes and regional variations of acquired valvular heart disease patients undergoing cardiac surgery in China

Abstract

Aims

To characterize surgical valvular heart diseases (VHDs) in China and disclose regional variations in VHD surgeries by analyzing the data derived from the Chinese Cardiac Surgery Registry (CCSR).

Methods and results

From January 2016 to December 2018, we consecutively collected the demographic information, clinical characteristics and outcomes of 38,131 adult patients undergoing valvular surgery in China. We sought to assess the quality of VHD surgery by examining in-hospital deaths of all patients from 7 geographic regions. Using a hierarchical generalized linear model, we calculated the risk-standardized mortality rate (RSMR) of each region. By comparing VHD characteristics and RSMRs, we pursued an investigation into regional variations. The mean age was 54.4 ± 12.4 years, and 47.2% of the patients were females. Among cases, the number of aortic valve surgeries was 9361 (24.5%), which was less than that of mitral valve surgeries (n = 14,506, 38.0%). The number of concurrent aortic and mitral valve surgeries was 6984 (18.3%). A total of 4529 surgical VHD patients (11.9%) also underwent coronary artery bypass grafting (CABG) surgery. The overall in-hospital mortality rate was 2.17%. The lowest RSMR, 0.91%, was found in the southwest region, and the highest RSMR, 3.99%, was found in the northeast.

Conclusion

Although the overall valvular surgical mortality rate in large Chinese cardiac centers was in line with high-income countries, there were marked regional variations in the characteristics and outcomes of surgical VHD patients across China.

Peer Review reports

Background

The prevalence of valvular heart disease (VHD) is growing worldwide as a consequence of prolonged survival and the aging population [1]. Attributed to the improved health care coverage and upgraded medical technology [2], the mortality rate of VHD has declined over the years [2, 3]. However, as one of the most common cardiac surgical diseases [4], VHD is creating the next epidemic [5] and has great persisting burden and challenges [4, 6]. A population-based study performed in the US (n = 11,911), showed the prevalence of moderate or severe VHD was estimated at 2.5% and increased markedly after the age of 65 [7]. Another cohort study [8] held in the UK showed that newly identified VHD was found in 1269 of the first 2500 enrolled participants aged > 65 years (50.8%), 11.3% of the cohort was clinically significant and was more common in lower socioeconomic classes which indicating a regional variation of VHD prevalences. Attributed to the highly technical demands of cardiac surgery, prominent regional variations in surgical outcomes were also documented [9]. For example, in the US, the risk-standardized mortality rates (RSMR) of coronary artery bypass grafting (CABG) surgery was 2.25% in southern region, much higher than the Northeastern (1.63%) [9]. Similarly, in China, eastern region had the lowest CABG RSMR of 1.6%, whereas central region had the highest RSMR of 2.5% [10]. To achieve consistent high-quality surgical care throughout the whole country, nationwide studies are needed to track the quality of cardiac surgeries across regions. However, unlike CABG, there is a lack of studies on the regional variations in VHD surgical outcomes. Therefore, we sought to assess the quality of adult VHD surgery by examining the in-hospital mortality rates based on the Chinese Cardiac Surgery Registry (CCSR) [11], which is the largest cardiac surgery database in China.

Methods

Data source

Our study was based on the CCSR, a multicenter registry. The registry is overseen by a steering committee that includes cardiac surgeons and researchers from Fuwai Hospital and the National Center of Cardiovascular Diseases (NCCD). The data related to VHD surgery in this database came from a total of 94 hospitals, which were grouped into 7 regions (northeast, north, east, central, south, southwest and northwest) according to their geographical locations. Each participating hospital had a cardiac surgery volume of > 100 operations/year and was required to record cases using a standardized case report form (CRF). These sites are the leading cardiac centers in local regions and have many features that are common among large cardiac care centers in China. According to the annual surveys conducted by the Chinese Society of Extracorporeal Circulation, we estimate that our database has included approximately 30–40% of all valve operations and represents performance in large cardiac centers [11]. Every 6 months, two researchers randomly checked 5–10% of the reported cases for auditing purposes. For cases with incomplete information or any data problems, the relevant participating units were required to rectify the issues to ensure the authenticity and integrity of the data. In addition to auditing the completeness of the data, the quality appraisal has been only performed in CABG [10, 12], lacking in VHD surgery.

Patients and characteristics

We identified 43,877 patients who underwent valvular surgery in the CCSR database between January 1, 2016, and December 31, 2018. Among these patients, we excluded a total of 5746 patients who were under age 18 and enrolled the final study population with a sample size of 38,131. We collected risk factors, which were listed in Table 1, including demographic data, characteristics of valvular lesions, preoperative risk factors, operative information, and important postoperative parameters. We also summarized all types of surgical valvular lesions, as shown in Fig. 1. The surgical methods were presented in Fig. 2. The sample sizes of the 7 regions and the corresponding observed in-hospital mortality rates were shown in Fig. 3.

Table 1 Demographics and risk factors of each region (median [IQR] or frequency (percentages))
Fig. 1
figure 1

The summary of VHD lesion types. AS: aortic stenosis; AI: aortic insufficiency; MS: mitral stenosis; MI: mitral insufficiency; TI: tricuspid insufficiency

Fig. 2
figure 2

The percentages of different surgical methods and their combinations. Aortic: aortic valvular replace or repair; Mitral: mitral valvular replace or repair; CABG: coronary artery bypass grafting; Tricuspid: tricuspid valvular replace or repair

Fig. 3
figure 3

Each region’s sample size and observed in-hospital mortality

Statistical analysis

R software version 4.0.2 was used for statistical analyses. GraphPad Prism for Windows version 6.0 was used to create graphs. Categorical variables are reported as frequencies (percentages) and were compared between groups by chi-square test. The Kolmogorov–Smirnov test was adopted for normality testing. Continuous variables were reported as the means ± SD or as the median with interquartile range (as median [IQR]) and were compared with one-way ANOVA or the Kruskal–Wallis H test as appropriate. A P value of less than 0.05 was considered statistically significant.

For the CCSR database, date of birth and in-hospital survival status (death or not) were 100% complete, and the majority of key variables were > 98% complete, with the exception of length of stay (LOS, 85% complete). Values such as “Unknown” were set to null.

Using the hierarchical generalized linear model (HGLM), we estimated a random intercept risk model relating the log-odds of in-hospital mortality to patient risk factors for the study sample [13]. The candidate variables (Table 1) used for risk adjustment were selected on the basis of clinical knowledge and previous studies [8,9,10, 12]. The descriptions of variables were listed in Table 2. After univariate screening and multivariate hierarchical logistic regression (Additional file 1: Tables S1, S2), 15 variables were included in the final HGLM for risk adjustment (Table 1). We next calculated the risk-standardized mortality rates (RSMRs), defined as the ratio of the number of “predicted” to “expected” deaths, multiplied by the national unadjusted raw mortality rate [14]. The expected number of deaths for each region was estimated by applying the estimated regression coefficients of the HGLM to the patient characteristics of each patient in each region, adding the average of the region-specific intercepts, and after transformation, summing the data of all patients in the region to obtain the count. The predicted number of deaths was calculated by applying the estimated regression coefficients to the patient characteristics of the patients in each region, adding the region-specific intercept (representing the baseline mortality risk in the specific region), and after transformation, summing all the data for patients in the region to obtain a predicted count. We then used the bootstrapping sampling method (repeated 1000 times with random sampling of 10% of the sample for each region) to calculate a 95% confidence interval for each region’s RSMR.

Table 2 Description of variables

Results

Variation of demographics and risk factors

Table 1 demonstrated demographics and risk factors of our cohort. We could find that the overall prevalence of rheumatic heart disease (RHD) was 42.1% and a prominent regional variation was revealed. The southwest region had the highest prevalence of 56.6%, whereas the northern region had the lowest prevalence of 31.7%. Moreover, prevalences of some other independent risk factors of VHD surgical mortality also varied regionally. For example, NYHA class III or IV was more common in the northeast (80.8%), and the lowest in the north region (40.8%). The highest prevalence of CKD was in the north (6.1%) and the lowest was in the northwest (0.3%). The prevalence of concurrent CABG was highest in the south (16.8%) and lowest in the southwest (4.8%).

Characteristics of VHD lesions

All the types of surgical VHD lesions are shown in Fig. 1. From these data, we identified that the top three prevalent lesion types were isolated aortic regurgitation (n = 5353), mitral regurgitation combined with tricuspid regurgitation (n = 4906), and isolated mitral regurgitation (n = 4837). In general, valvular insufficiency (n = 33,889) was more prevalent than stenosis (n = 16,859) and there were more mitral lesions (n = 26,016) than aortic lesions (n = 20,392).

Surgical methods selection

The application of surgical methods was summarized in Fig. 2, in which we found the following: 1) The number of mitral valve surgeries was 25,395 (66.6%), greater than that of aortic valve surgery (n = 19,142, 50.2%). 2) 4,690 cases (12.3%)of the VHD surgeries were performed concomitant with CABG. 3) Compared with aortic valve surgery (24.5%), mitral valve surgery had a greater propensity (54.4%) to be combined with a tricuspid valve procedure.

Comparison of outcomes between regions

The observed overall mortality rate of the whole sample was 2.17%. The sample size of each region and observed in-hospital mortality were compared in Fig. 3. The data clearly showed that more cases were enrolled in the northern (n = 14,217, 37.3%) and eastern regions (n = 9744, 25.6%). With respect to the observed mortality rates, North (1.58%) and Southwest (0.87%) performed better than the other regions. Figure 4 showed the corresponding RSMRs of different regions, which could make the identification of regional variations in RSMRs easy to discern. Roughly, the RSMRs in the north (1.65%), east (2.01%) and southwest (0.91%) regions were significantly lower than those in the northeast (3.99%), central (3.5%) and northwest (3.03%) regions.

Fig. 4
figure 4

Each region’s risk standardized in-hospital mortality rate with 95% confidence interval

Discussion

In this contemporary report of valvular surgery in China, we assessed clinical characteristics and in-hospital mortality rates and demonstrated differences across regions, with some regions performing significantly better and worse than the overall average. Our findings provide evidence-based information about the performance of VHD surgery across regions. To the best of our knowledge, this is the first study to report regional variations of VHD surgery in China. The following advantages of performing this nationwide study on the quality of surgery for VHDs across regions are realized: (1) The surgical mortality rates and other characteristics of all regions were compared; therefore, surgeons in corresponding regional centers can identify relevant problems. (2) As mentioned above, given that CCSR data is representative and generalizable in the field of cardiac surgery in China, the study established a benchmark for other cardiac centers to reference. (3) Disclosing the regional variations and providing important references will help optimize the allocation of medical resources.

In view of the characteristics of VHD lesions, in surgical cases, regurgitation disease was more common than stenosis (Fig. 1), whereas insufficient lesions were more often associated with degenerative diseases, which might be more prevalent in aging populations and high-income countries [15]. In our study, which was conducted in a middle-income country, rheumatic heart diseases (RHDs) accounted for 42.1% of the surgical cases, whereas RHDs accounts for only 4% of the VHD cases in western or northern Europe, and 12–14% in eastern or southern Europe [15]. However, worldwide, RHD remains the most prevalent form of VHD and contributes to substantial premature mortality [16] and reduced quality of life [1]. In other low and middle income countries, RHD remains the leading cause of valvular surgeries [7, 17]. Ribeiro et al. [18] reported that 60.3% of valvular surgeries in a Brazilian urban center were RHD cases. In north Africa, the proportion of RHD was as high as 72% [15]. Apparently, the prevalence of RHD is closely related to the socioeconomic level. We found that the southwest region had the largest proportion of RHD, accounting for 56.6% of the surgical cases, probably due to its relatively lower socioeconomic level.

In current study, the overall in-hospital mortality rate of VHD surgery was 2.17%, which was indeed slightly better than that in some high-income countries, such as the US (2.64%). M. Bowdish et al. [4] released an update of the Society for Thoracic Surgeons (STS) adult cardiac surgery database in 2021, showing that the in-hospital mortality rate of VHD surgery was 2.64% in 2019 (n = 66,123, including the 6 most commonly performed operations). Therefore, with respect to in-hospital mortality, VHD surgery levels at large cardiac centers in China have improved remarkably in recent years and are in line with those in some high-income countries. In spite of a low overall mortality rate, there was great variation in RSMRs across regions with the highest RSMR of 3.99% in northeast, four-fold higher than the lowest of 0.91% in southwest.

By establishing the HGLM model, we ultimately selected 15 independent risk factors associated with in-hospital mortality for risk adjustment (Table 1). Identification of these risk factors before surgery is of great significance to improve surgical outcomes in clinical practice. The levels or exposure rates of these risk factors also varied across geographic regions, indicating regional variation in the inherent severity of VHDs. For instance, in the north region, there were more chronic kidney disease (CKD) patients needing dialysis (0.5%, with an overall rate of 0.3%) and more concomitant CABG surgeries (15.6%, with an overall rate of 12.3%). Similarly, in the northeast region, the proportion of patients with New York Heart Association (NYHA) class III or IV was 80.8%, which was much higher than that in the other regions. The regional variation in risk factors might arise from disparities in lifestyle and metabolic features [19, 20]. As China is a country with the largest population in the world and 56 ethnic groups, its geographic regional variations are more evident, as are VHD features and levels of medical care. A nationwide study [2] from China showed that the age-standardized prevalence of cardiovascular disease (CVD) including VHD increased by 14.7% from 1990 to 2016. The relative burden of CVD varied widely at the provincial level. A nearly sixfold difference in the total burden of CVD persists among provinces. This suggested a deteriorating balance in cardiovascular health within China.

In addition to regional variations in VHD characteristics, indications and contraindications for surgery might be controlled differently across regions, which was exemplified by data obtained from the southwest region. In the southwest, the observed mortality rate and RSMR were significantly lower than those of other regions. However, by comparing the preoperative characteristics of the surgical cases, we ascertained that the rates of preoperative dialysis, stroke, previous cardiac surgery, nonelective surgery and concomitant CABG in the southwest were also lower than those in other regions (Table 1). It was suggested that the surgical indications in this region were more strictly controlled. In other words, patients in the southwest who underwent surgery were less sick than their counterparts in other regions. Therefore, the lower RSMR of this region might not indicate a truly higher level of medical care.

The socioeconomic development of China is not balanced across regions: development in the north and east regions is the highest, whereas development in the northwest region is the lowest. Consequently, more high-quality medical resources are concentrated in the north and east regions, resulting in their larger volumes of surgeries documented in this study (Fig. 3) and lower RSMRs (Fig. 4). This result suggested that richer regions could have better surgical outcomes. Dominique Vervoort et al. [21] conducted a survey suggesting that disparities exist between and within world regions, with a positive correlation between a nation’s economic status and access to cardiac surgery. Moreover, the availability of adult and pediatric cardiac surgical workforces is scarce in low- and middle-income countries [21]. Similar results were reported by Mehaffey and colleagues in a study [22] on CABG, suggesting that patients in distressed communities were at increased risk for adverse events and death after CABG.

The quality of surgery for VHD, one of the most common cardiac diseases, could, to some degree, represent the level of cardiac surgery in a region. There existed predominant variations in the use of surgical interventions by country income level [16, 17]. China, with the largest population in the world, has the most cases of VHD, which could cause a high societal burden [5]. Analyzing and summarizing the national surgical data of VHD could provide an important reference for policy-making aimed at improving national medical care.

Limitations

Despite several strengths of the CCSR data, including a comparatively large sample.

size, generalizability to the Chinese population, and detailed information on surgeries, our study was limited by the lack of follow-up data on survival and other major outcomes. Including follow-up data may have provided more comprehensive insights into the quality of medical care.

Conclusion

Although the overall valvular surgical mortality rate in large Chinese cardiac centers was in line with high-income countries, there were marked regional variations in the characteristics and outcomes of surgical VHD patients across China.

Availability of data and materials

The CCSR registry is not publicly available, but the datasets used and/or analysed during the current study are available from the corresponding author on reasonable request.

References

  1. Coffey S, Roberts-Thomson R, Brown A, Carapetis J, Chen M, Enriquez-Sarano M, Zühlke L, Prendergast BD. Global epidemiology of valvular heart disease. Nat Rev Cardiol. 2021. https://doi.org/10.1038/s41569-021-00570-z.

    Article  PubMed  Google Scholar 

  2. Liu S, Li Y, Zeng X, Wang H, Yin P, Wang L, Liu Y, Liu J, Qi J, Ran S, Yang S, Zhou M. Burden of cardiovascular diseases in China, 1990–2016: findings from the 2016 global burden of disease study. JAMA Cardiol. 2019;4(4):342–52.

    Article  Google Scholar 

  3. Timmis A, Vardas P, Townsend N, Torbica A, Katus H, De Smedt D, Gale C, Maggioni A, Petersen S, Huculeci R, Kazakiewicz D, de Benito Rubio V, Ignatiuk B, Raisi-Estabragh Z, Pawlak A, Karagiannidis E, Treskes R, Gaita D, Beltrame J, McConnachie A, Bardinet I, Graham I, Flather M, Elliott P, Mossialos E, Weidinger F, Achenbach S. European Society of Cardiology: cardiovascular disease statistics 2021. Eur Heart J. 2022;43:716–99.

    Article  Google Scholar 

  4. Bowdish M, D’Agostino R, Thourani V, Schwann T, Krohn C, Desai N, Shahian D, Fernandez F, Badhwar V. STS adult cardiac surgery database: 2021 update on outcomes, quality, and research. Ann Thorac Surg. 2021;111(6):1770–80.

    Article  Google Scholar 

  5. Messika-Zeitoun D, Candolfi P, Vahanian A, Chan V, Enriquez-Arano M. Dismal outcomes and high societal burden of mitral valve regurgitation in France in the recent era: a nationwide perspective. J Am Heart Assoc. 2020. https://doi.org/10.1161/JAHA.120.016086.

    Article  PubMed  PubMed Central  Google Scholar 

  6. Marijon E, Mocumbi A, Narayanan K, Jouven X, Celermajer D. Persisting burden and challenges of rheumatic heart disease. Eur Heart J. 2021. https://doi.org/10.1093/eurheartj/ehab407.

    Article  PubMed  Google Scholar 

  7. Iung B, Vahanian A. Epidemiology of acquired valvular heart disease. Can J Cardiol. 2014;30(9):962–70.

    Article  Google Scholar 

  8. Taylor C, Ordóñez-Mena J, Jones N, Roalfe A, Myerson S, Prendergast B, Hobbs F. Survival of people with valvular heart disease in a large, English community-based cohort study. Heart (British Cardiac Society). 2021;107(16):1336–43.

    Google Scholar 

  9. Quin JA, Sheng S, O’Brien SM, Welke KF, Grover FL, Shroyer AL. Regional variation in patient risk factors and mortality after coronary artery bypass grafting. Ann Thorac Surg. 2011. https://doi.org/10.1016/j.athoracsur.2011.05.062.

    Article  PubMed  Google Scholar 

  10. Hu S, Zheng Z, Yuan X, Wang Y, Normand S, Ross J, Krumholz H. Coronary artery bypass graft: contemporary heart surgery center performance in China. Circ Cardiovasc Qual Outcomes. 2012;5(2):214–21.

    Article  Google Scholar 

  11. Rao C, Zhang H, Gao H, Zhao Y, Yuan X, Hua K, Hu S, Zheng Z. The Chinese Cardiac Surgery Registry: design and data audit. Ann Thorac Surg. 2016;101(4):1514–20.

    Article  Google Scholar 

  12. Zheng Z, Zhang H, Yuan X, Rao C, Zhao Y, Wang Y, Normand S, Krumholz H, Hu S. Comparing outcomes of coronary artery bypass grafting among large teaching and urban hospitals in China and the United States. Circ Cardiovasc Quality Outcomes. 2017. https://doi.org/10.1161/CIRCOUTCOMES.116.003327.

    Article  Google Scholar 

  13. Krumholz H, Wang Y, Mattera J, Wang Y, Han L, Ingber M, Roman S, Normand S. An administrative claims model suitable for profiling hospital performance based on 30-day mortality rates among patients with an acute myocardial infarction. Circulation. 2006;113(13):1683–92.

    Article  Google Scholar 

  14. Drye E, Normand S, Wang Y, Ross J, Schreiner G, Han L, Rapp M, Krumholz H. Comparison of hospital risk-standardized mortality rates calculated by using in-hospital and 30-day models: an observational study with implications for hospital profiling. Ann Intern Med. 2012;156:19–26.

    Article  Google Scholar 

  15. Iung B, Delgado V, Rosenhek R, Price S, Prendergast B, Wendler O, De Bonis M, Tribouilloy C, Evangelista A, Bogachev-Prokophiev A, Apor A, Ince H, Laroche C, Popescu B, Piérard L, Haude M, Hindricks G, Ruschitzka F, Windecker S, Bax J, Maggioni A, Vahanian A. Contemporary presentation and management of valvular heart disease: the EURObservational Research Programme Valvular Heart Disease II Survey. Circulation. 2019;140(14):1156–69.

    Article  Google Scholar 

  16. Zühlke L, Engel ME, Karthikeyan G, Rangarajan S, Mackie P, Cupido B, Mauff K, Islam S, Joachim A, Daniels R, Francis V, Ogendo S, Gitura B, Mondo C, Okello E, Lwabi P, Al-Kebsi MM, Hugo-Hamman C, Sheta SS, Haileamlak A, Daniel W, Goshu DY, Abdissa SG, Desta AG, Shasho BA, Begna DM, ElSayed A, Ibrahim AS, Musuku J, Bode-Thomas F, Okeahialam BN, Ige O, Sutton C, Misra R, Abul Fadl A, Kennedy N, Damasceno A, Sani M, Ogah OS, Olunuga T, Elhassan HH, Mocumbi AO, Adeoye AM, Mntla P, Ojji D, Mucumbitsi J, Teo K, Yusuf S, Mayosi BM. Characteristics, complications, and gaps in evidence-based interventions in rheumatic heart disease: the Global Rheumatic Heart Disease Registry (the REMEDY study). Eur Heart J. 2015;36(18):1115–22.

    Article  Google Scholar 

  17. Maria D, Azevedo V, Godoy PH, Migowski A, Ribeiro A, Chaves R, Correia MG, Carolina D, Lucas D, Weksler C. Medium-term outcomes of 78,808 patients after heart valve surgery in a middle-income country: a nationwide population-based study. BMC Cardiovasc Disord. 2017;17(1):302.

    Article  Google Scholar 

  18. Ribeiro G, Tartof S, Oliveira D, Guedes A, Reis M, Riley L, Ko A. Surgery for valvular heart disease: a population-based study in a Brazilian urban center. PLoS ONE. 2012;7(5):e37855.

    Article  CAS  Google Scholar 

  19. Li Y, Wang L, Feng X, Zhang M, Huang Z, Deng Q, Zhou M, Astell-Burt T, Wang L. Geographical variations in hypertension prevalence, awareness, treatment and control in China: findings from a nationwide and provincially representative survey. J Hypertens. 2018;36(1):178–87.

    Article  CAS  Google Scholar 

  20. Zhou M, Astell-Burt T, Bi Y, Feng X, Jiang Y, Li Y, Page A, Wang L, Xu Y, Wang L, Zhao W, Ning G. Geographical variation in diabetes prevalence and detection in china: multilevel spatial analysis of 98,058 adults. Diabetes Care. 2015;38(1):72–81.

    Article  Google Scholar 

  21. Dv A, Meuris BB, Meyns BB, Verbrugghe BP. Global cardiac surgery: access to cardiac surgical care around the world. J Thorac Cardiovasc Surg. 2020;159(3):987–96.

    Article  Google Scholar 

  22. Mehaffey J, Hawkins R, Charles E, Thibault D, Williams M, Brennan M, Thourani V, Badhwar V, Ailawadi G. Distressed communities are associated with worse outcomes after coronary artery bypass surgery. J Thorac Cardiovasc Surg. 2020;160(2):425-32.e9.

    Article  Google Scholar 

Download references

Acknowledgements

This study was conducted on behalf of the CCSR. We thank the colleagues from CCSR coordinating board for their excellent work on data management and all the members from the 94 participated hospitals. We thank the colleagues at Fuwai Hospital and the NCCD for their assistance with data audit and entry.

Funding

The current study and Drs. Hou, Zheng, and Lin were supported by National Key R&D Program of China (2020YFC2008100).

Author information

Authors and Affiliations

Authors

Contributions

LHY analyzed the data and was a major contributor in writing the manuscript. GJM collected the data. ZZ and WYJ were in charge of the CCSR study. HJF was in charge of the study design and manuscript modification. All authors read and approved the final manuscript.

Corresponding author

Correspondence to Jianfeng Hou.

Ethics declarations

Ethics approval and consent to participate

This study had been approved by institutional review board of Fuwai hospital, Peking union medical college and Chinese academy of medical sciences. All methods were performed in accordance with the relevant guidelines and regulations. The written informed consents were obtained from all participants. The permission to access and use the raw data was granted by Prof. Shengshou Hu and from the Fuwai hospital.

Consent for publication

Not applicable.

Competing interests

The authors declare that they have no competing interests.

Additional information

Publisher's Note

Springer Nature remains neutral with regard to jurisdictional claims in published maps and institutional affiliations.

Supplementary Information

Additional file 1.

Summary of multivariate hierarchical logistic regression (HGLM model) and RSMRs in different regions.

Rights and permissions

Open Access This article is licensed under a Creative Commons Attribution 4.0 International License, which permits use, sharing, adaptation, distribution and reproduction in any medium or format, as long as you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons licence, and indicate if changes were made. The images or other third party material in this article are included in the article's Creative Commons licence, unless indicated otherwise in a credit line to the material. If material is not included in the article's Creative Commons licence and your intended use is not permitted by statutory regulation or exceeds the permitted use, you will need to obtain permission directly from the copyright holder. To view a copy of this licence, visit http://creativecommons.org/licenses/by/4.0/. The Creative Commons Public Domain Dedication waiver (http://creativecommons.org/publicdomain/zero/1.0/) applies to the data made available in this article, unless otherwise stated in a credit line to the data.

Reprints and Permissions

About this article

Verify currency and authenticity via CrossMark

Cite this article

Lin, H., Hou, J., Gong, J. et al. Clinical characteristics, outcomes and regional variations of acquired valvular heart disease patients undergoing cardiac surgery in China. BMC Cardiovasc Disord 22, 188 (2022). https://doi.org/10.1186/s12872-022-02612-x

Download citation

  • Received:

  • Accepted:

  • Published:

  • DOI: https://doi.org/10.1186/s12872-022-02612-x

Keywords

  • Valvular heart disease
  • VHD
  • Surgery
  • Regional variation
  • RSMR