As populations age and hypertension prevalence rises, the burden of hypertension-attributable chronic kidney disease (CKD) keeps aggregating and varies across regions. A systematic assessment of how disease burden and care quality change over time becomes a prerequisite for sound prevention and control policies.
ObjectiveTo describe temporal changes and geographical distributions of hypertension-attributable CKD's burden and quality of care across countries, regions, and globally from 1990 to 2021.
MethodsData were obtained from the Global Burden of Disease Study 2021. Temporal trends in disease burden and Quality of Care Index (QCI) were analyzed using the estimated annual percentage change (EAPC). Spearman correlation analysis and cross-national inequality analysis were conducted to explore QCI health inequality related to the Socio-demographic Index (SDI).
ResultsFrom 1990 to 2021, global age-standardized incidence and mortality rates of hypertension-attributable CKD increased by 22.30% and 29.21%, respectively. Age-standardized disability-adjusted life-years rate (ASDR) reached 128.41 per 100,000, up 19.15% over 31 years, whereas the QCI declined. Men had higher ASDR and QCI than women. SDI was negatively correlated with ASDR and positively correlated with QCI. Global health inequalities persisted: low-SDI regions (e.g., sub-Saharan Africa) faced heavier burdens and poorer care quality, whereas high-SDI regions such as Eastern Europe and High-income Asia Pacific displayed lower ASDR and higher QCI, indicating better disease management.
ConclusionsGlobal burden of hypertension-attributable CKD continues to rise while care quality declines, with low-SDI countries facing the greatest challenges. Enhanced hypertension prevention, improved CKD management, equitable resource allocation, and global health equity initiatives, with a focus on improving global quality of care, are needed.
A medida que envejecen las poblaciones, y se incrementa la prevalencia de la hipertensión, se sigue agregando la enfermedad renal crónica (ERC) atribuible a la hipertensión, que varía entre las regiones. La evaluación sistemática del modo en cambian a lo largo del tiempo la carga de la enfermedad y la calidad de la atención se convierte en un requisito previo para la prevención sólida y las políticas de control.
ObjetivoDescribir los cambios temporales y las distribuciones geográficas de la carga y de la calidad de la atención de la ERC atribuible a la hipertensión en los diferentes países, regiones y a nivel global de 1990 a 2021.
MétodosLos datos se obtuvieron del estudio Global Burden of Disease-Carga global de la enfermedad-de 2021. Se analizaron las tendencias temporales de la carga de la enfermedad y QCI (Quality of Care Index – Índice de calidad de la atención) utilizando el cambio porcentual anual estimado (EAPC). Se realizó el análisis de correlación de Spearman y el análisis de desigualdad transnacional para explorar la desigualdad de la salud del QCI relacionada con el SDI (Socio-demographic Index – Índice sociodemográfico).
ResultadosDe 1990 a 2021, la incidencia global estandarizada a la edad y las tasas de mortalidad de ERC atribuible a la hipertensión se incrementaron en un 22,3% y un 29,21%, respectivamente. La tasa de discapacidad estandarizada ASDR), ajustada por años de vida, alcanzó un valor de 128,41 por 100.000 hasta llegar al 19,15% a lo largo de 31 años, mientras que se redujo el QCI. Los hombres tuvieron mayor ASDR y QCI que las mujeres. El SDI se correlacionó negativamente con ASDR y positivamente con QCI. Persistieron las desigualdades globales de salud: las regiones con bajo SDI (ej.: África subsahariana) se enfrentaron a mayores cargas y menor calidad de la atención, mientras que las regiones con alto SDI tales como Europa oriental y la región de Ásia Pacífico de renta alta reflejaron menor ASDR y mayor QCI, lo cual es indicativo de una mejor gestión de la enfermedad.
ConclusionesLa carga global de ERC atribuible a la hipertensión sigue ascendiendo, mientras se reduce la calidad de la atención, enfrentándose los países con bajo SDI a los mayores retos. Se requiere potenciar la prevención de la hipertensión, mejorar la gestión de la ERC, asignar recursos equitativos e introducir iniciativas globales de equidad sanitaria, centradas en la mejora de la calidad global de la atención.
Chronic kidney disease (CKD) refers to persistent chronic structural or functional abnormalities of the kidneys that last more than three months.1 CKD, as a progressive condition, is characterized by a gradual decline in kidney function over time, which may ultimately lead to kidney failure.2 According to the 2021 Global Burden of Disease (GBD) study, the incidence and mortality of CKD have continued to rise over the past three decades, making it the 10th leading cause of death worldwide, excluding COVID-19.3,4 Beyond diminishing patients’ quality of life and ability to work, CKD is strongly linked to complications such as cardiovascular disease and anemia, imposing an expanding strain on healthcare systems.5,6
Hypertension stands out as one of the leading reversible drivers of CKD, profoundly affecting its onset and progression. Sustained hypertension can lead to arteriolar nephrosclerosis, glomerular hyperfiltration injury, and altered vascular permeability, eroding kidney function.7 As populations worldwide grow older, the prevalence of hypertension continues to climb,8 further intensifying the CKD epidemic. By 2019, hypertension-driven CKD had reached a global age-standardized incidence of 19.45 and a mortality rate of 5.88 per 100,000, marking rises of 17.89% and 13.29% since 1990, respectively.9 Disease burden exhibits pronounced regional heterogeneity, with mortality generally higher in less-developed areas.9 However, simply measuring the burden of disease is insufficient to fully reflect the response performance of a healthcare system. Meanwhile, such disparities are likely linked to their shortage of care resources and inadequacy of medical service quality. Therefore, a comprehensive appraisal of global hypertension-attributable CKD burden, and the attendant trajectories in care quality becomes imperative. Such intelligence is indispensable for tailoring region-specific prevention and control strategies, rationalizing resource deployment, and improving care standards worldwide.
The present investigation leveraged the most recent GBD 2021 data and innovatively introduced the Quality of Care Index (QCI) to conduct a systematic assessment of temporal trajectories and geographical heterogeneity in both the burden and care quality of hypertension-attributable CKD. Analyses are stratified by country, region and globally for the period 1990–2021. The resultant evidence is expected to furnish a rigorous empirical foundation for refining chronic-disease management strategies, enhancing preventive and control measures against hypertension-attributable CKD, and reinforcing global governance mechanisms for kidney health.
MethodsData sourceGBD 202110 summarizes the latest epidemiological data from 1990 to 2021 on 371 diseases and injuries, as well as 88 risk factors across 204 countries and territories. The study employed rigorous statistical methods, with reported estimates reflecting the mean of the distribution, while 95% uncertainty intervals (UIs) were applied to account for variability in the estimates.11,12
We extracted data on the burden of CKD attributable to hypertension for the global population, five Socio-demographic Index (SDI) regions, 21 geographical regions, and 204 countries and territories from 1990 to 2021. The data were stratified by sex. Detailed data are shown in Table S1. Data extraction strategies are provided in the Appendix.
SDI is a composite indicator that quantifies national or regional development based on per capita income, average years of schooling, and total fertility rate. 204 countries and territories were divided into five development-level regions by SDI values: high SDI [0.81–1.00], high-middle SDI [0.71–0.81), middle SDI [0.62–0.71), low-middle SDI [0.47–0.62), and low SDI [0–0.47) regions.13 Detailed data are shown in Table S2.
Definition of CKDThe disease analyzed in this study is CKD due to hypertension (GBD etiologic category), which is defined based on the etiology determined by the International Classification of Diseases (ICD) coding in GBD research. GBD 2021 classifies hypertension-attributable CKD as a specific etiological category of CKD. The database utilizes International Classification of Diseases, 10th Revision (ICD-10) codes to group individuals with CKD into GBD etiological categories.3 Hypertension-attributable CKD is coded as I12-I13.9 in ICD-10.14
Quality of Care Index (QCI)QCI, a validated measure of care quality,15 served as the instrument for assessing hypertension-attributable CKD care standards. Four secondary indices were derived from six primary GBD metrics to construct the QCI, namely: (1) the mortality-to-incidence ratio; (2) the disability-adjusted life years (DALY)-to-prevalence ratio; (3) the years of life lost (YLL)-to-years lived with disability (YLD) ratio; and (4) the prevalence-to-incidence ratio. Among them, the mortality-to-incidence ratio reflects the quality of medical care; the DALY-to-prevalence ratio assesses the disease burden relative to the number of cases; the YLL-to-YLD ratio compares the fatal impact of a disease with its disabling impact; and the prevalence-to-incidence ratio measures the effectiveness of preventive efforts. The above four indices were integrated into the composite QCI using principal component analysis (PCA). PCA is a mathematical technique that reduces the dimensionality of large datasets by transforming a large set of variables into a smaller one, while retaining most of the information from the larger set. Using this method, the majority of the information from the four secondary indices was kept in the QCI. This ensures the scientific validity and reproducibility of the QCI, which enables the QCI to serve as a single metric for assessing the hypertension-attributable CKD care standards. The first principal component extracted from the PCA was defined as the QCI and was rescaled to a range of 0–100. The QCI does not have a definitive fixed threshold, but a higher score indicates better quality of care. The detailed calculation process is described in the Appendix.16,17
Statistical analysisDescriptive analysisThis study began with a descriptive analysis of the global burden of hypertension-attributable CKD in 1990 and 2021, together with the corresponding percentage change over that period.18 We then examined, for both sexes, the temporal trajectories of the age-standardized DALY rate (ASDR) and the QCI from 1990 to 2021. Cartographic presentations illustrated the 2021 distributions of ASDR and QCI across all 204 countries and territories, complemented by maps of the estimated annual percentage change (EAPC) for each indicator between 1990 and 2021.
Calculation of EAPCEAPC is a widely recognized and extensively applied method to analyze trends.19 EAPC was derived from a log-linear regression of the natural logarithm of the ASDR or QCI against calendar year: ln (ASDR/QCI)=α+β×year+ɛ, where ɛ is the error term. The regression coefficient β was subsequently exponentiated and rescaled to yield EAPC=100×(exp (β)−1). Trend interpretation was based on the 95% confidence interval (CI) of the EAPC. The trend of ASDR or QCI was considered increasing when the 95% CI of EAPC was entirely positive; the trend was considered decreasing when the upper limit was negative; and the trend was considered stable when the 95% CI included zero.20
Correlation between ASDR, QCI, and SDISpearman correlation analysis was performed to examine the associations between ASDR, QCI, and SDI across countries and territories.21 Data visualization was carried out using the “ggplot2” package in R (v4.3.0).
Cross-national inequality analysisInequalities in the disease burden and care quality of hypertension-attributable CKD across countries were quantified using the slope index of inequality and the concentration index, which are the standard metrics for absolute and relative gradient inequality, respectively.22 The slope index of inequality was obtained by regressing national ASDR or QCI on the relative position scale of SDI, defined as the midpoint of the cumulative SDI-ranked population range.23 The concentration index was calculated as the numerical integral under the Lorenz concentration curve, fitted using cumulative fractions of ASDR or QCI and the cumulative relative distribution of populations ranked by SDI.24 A positive slope index or concentration index indicated higher ASDR or QCI in high-SDI countries/territories, whereas a negative value indicates higher levels in low-SDI countries/territories. The absolute magnitude reflected the extent of inequality.20
All statistical analyses and visualizations were performed in R (version 4.3.0).
ResultsGlobal temporal trends in CKD burden and care quality attributable to hypertension, 1990–2021Between 1990 and 2021, the global burden of hypertension-attributable CKD rose steadily. In 2021, incident and prevalent cases reached 1,282,205 (95% UI: 1,195,230–1,366,296) and 24,467,653 (95% UI: 22,861,634–26,230,869), respectively, representing increases of 176.38% and 108.90% since 1990. The age-standardized incidence rate also climbed, up 22.30% over the period, whereas the age-standardized prevalence rate declined by 6.27%. In 2021, hypertension-attributable CKD caused 454,359 deaths (95% UI: 381,291–524,688), yielding an age-standardized death rate of 5.54 per 100,000 (95% UI: 4.68–6.41); both indicators rose by 204.97% and 29.21% relative to 1990 (Table 1).
Global burden of chronic kidney disease due to hypertension in 1990 and 2021, and its percentage change.
| Measure | Number | Percentage change | Age-standardized rate | Percentage change | ||
|---|---|---|---|---|---|---|
| 1990 (95% UI) | 2021 (95% UI) | 1990 (95% UI) | 2021 (95% UI) | |||
| Incidence | 463,924 (426,189 to 505,831) | 1,282,205 (1,195,230 to 1,366,296) | 176.38% | 12.24 (11.31 to 13.33) | 14.97 (14.02 to 15.93) | 22.30% |
| Prevalence | 11,712,345 (10,891,658 to 12,623,876) | 24,467,653 (22,861,634 to 26,230,869) | 108.90% | 310.68 (289.07 to 333.84) | 291.19 (272.49 to 311.88) | −6.27% |
| Deaths | 148,983 (123,167 to 176,985) | 454,359 (381,291 to 524,688) | 204.97% | 4.29 (3.55 to 5.11) | 5.54 (4.68 to 6.41) | 29.21% |
| DALY | 4,344,896 (3,676,494 to 5,110,004) | 10,850,728 (9,207,080 to 12,320,650) | 149.74% | 107.77 (91.26 to 126.92) | 128.41 (109.14 to 145.64) | 19.15% |
| YLD | 672,421 (459,333 to 874,314) | 1,473,920 (1,031,990 to 1,914,471) | 119.20% | 16.60 (11.61 to 21.51) | 17.44 (12.24 to 22.65) | 5.08% |
| YLL | 3,672,474 (2,971,761 to 4,384,775) | 9,376,807 (7,783,739 to 10,845,539) | 155.33% | 91.17 (74.79 to 109.19) | 110.97 (92.57 to 128.33) | 21.71% |
Abbreviations: DALY, disability adjusted life years; YLD: years lived with disability; YLL, years of life lost; UI, uncertainty interval.
Globally, 10,850,728 DALYs (95% UI: 9,207,080–12,320,650) were lost in 2021, corresponding to an ASDR of 128.41 per 100,000 (95% UI: 109.14–145.64). The two indicators increased 149.74% and 19.15% respectively since 1990. During the 31 years, age-standardized YLD and YLL rates also rose, by 5.08% and 21.71%, respectively, with YLL contributing the larger increment (Table 1).
Next, ASDR and the QCI across the total population, males, and females were compared year by year. ASDR rose steadily in both sexes, peaking in 2021 at 154.81 per 100,000 in men and 106.04 per 100,000 in women (Fig. 1A; Table S3). In contrast, QCI declined over time, bottoming out in 2019 for both sexes (men: 85.48; women: 80.58) before rebounding. In 2021, overall, male and female QCI values were 85.11, 85.81, and 80.63, respectively (Fig. 1B; Table S3). Notably, both ASDR and QCI exhibited sex disparities, with men consistently higher than women.
Trends in age-standardized DALY rates (ASDR) (A) and quality of care index (QCI) (B) for hypertension-attributable chronic kidney disease in the total population, males, and females globally from 1990 to 2021. Green represents the total population; blue represents males; and purple represents females.
Fig. 2 presents the map illustrating the 2021 ASDR of hypertension-attributable CKD for 204 countries and territories, alongside the EAPC of ASDR from 1990 to 2021. In 2021, Southeast Asia recorded the highest ASDR (339.64 per 100,000), followed by Western, Central, and Southern sub-Saharan Africa, all exceeding 300 per 100,000. The lowest ASDRs were observed in Eastern Europe (23.83), Central Asia (35.00), and High-income Asia Pacific (35.01). Among the included nations, Mauritius displayed the highest ASDR (857.32 per 100,000), approximately 6.68 times the global average, followed by São Tomé and Príncipe, the Philippines, and Saudi Arabia, all above 500 per 100,000. Finland, Belarus, and Ukraine reported the lowest national ASDRs (15.83, 19.03, and 20.53 per 100,000, respectively) (Fig. 2A; Table S4).
Global spatial distribution of age-standardized DALY rates (ASDR) (A) and their estimated annual percentage change (EAPC) (B), along with the quality of care index (QCI) (C) and its EAPC (D) for hypertension-attributable chronic kidney disease. ASDR, QCI and EAPC are color-coded by quintiles. Darker shades indicate higher ASDR or QCI.
Regarding EAPC for ASDR, East Asia, Eastern sub-Saharan Africa, High-income Asia Pacific, and Southern Latin America exhibited significant declines, whereas most other regions were stable or showed marked increases. The fastest increases occurred in High-income North America (EAPC=2.88%/year; 95% CI: 2.71–3.06), Central Latin America (EAPC=1.81%/year; 95% CI: 1.36–2.27), and Southern sub-Saharan Africa (EAPC=1.60%/year; 95% CI: 1.17–2.04). Among countries, Lesotho, Austria, and El Salvador had the steepest rises; Ethiopia, the Maldives, and Kuwait had the fastest declines (Fig. 2B; Table S5).
In 2021, Central Asia, Eastern Europe, and High-income Asia Pacific led in care quality (QCI=98.56, 97.89, and 96.41, respectively). Central, Eastern, and Western sub-Saharan Africa as well as Andean Latin America recorded QCI values below 60. Tajikistan, Finland, and Belarus are countries with QCI higher than 99, whereas São Tomé and Príncipe registered the lowest (19.61), followed by Senegal (30.32) and Mauritius (32.10) (Fig. 2C; Table S4). Eastern sub-Saharan Africa showed the fastest improvement in care quality (EAPC=0.72%/year; 95% CI: 0.63–0.81), followed by Central sub-Saharan Africa and Southern Latin America. The steepest declines of care quality occurred in Southern sub-Saharan Africa (EAPC=−0.56%/year; 95% CI: −0.76 to −0.37), High-income North America (EAPC=−0.33%/year; 95% CI: −0.36 to −0.31), and Central Latin America (EAPC=−0.29%/year; 95% CI: −0.38 to −0.19). At the level of countries, Ethiopia had the fastest gain (EAPC=17.34%/year; 95% CI: 10.83–24.23), followed by Cameroon and the Maldives, whereas Lesotho, Mauritius, and Ghana experienced the sharpest falls (Fig. 2D; Table S5).
Association between SDI and hypertension-attributable CKD burden and care qualityRelationships between SDI and hypertension-attributable CKD burden or QCI were discussed in this section. In general, higher-SDI regions exhibited lower ASDR and higher care quality. In 2021, low-SDI areas had the highest ASDR (181.48 per 100,000) and the lowest QCI (73.08). High-middle-SDI regions had the lowest ASDR (76.50 per 100,000). High-SDI areas had the highest QCI (91.01) (Table 2).
Age-standardized DALY rate (ASDR) and quality of care index (QCI) for chronic kidney disease due to hypertension across different SDI regions in 2021.
| Region | ASDR (/100,000) | QCI |
|---|---|---|
| Low SDI | 181.48 | 73.08 |
| Low-middle SDI | 159.10 | 81.56 |
| Middle SDI | 165.98 | 80.87 |
| High-middle SDI | 76.50 | 90.14 |
| High SDI | 84.75 | 91.01 |
Abbreviations: ASDR, age-standardized disability-adjusted life-year rates; QCI, quality of care index; SDI, Socio-demographic Index.
Fig. 3 presents correlations between SDI and ASDR or care quality across geographic regions or countries. From 1990 to 2021, a significant negative correlation was discovered between the global SDI and ASDR over 21 regions (ρ=−0.19, p<0.001). Negative correlation between SDI and ASDR across 204 countries and territories in 2021 was especially high (ρ=−0.55, p<0.001). The correlation curve at the regional level indicated that ASDR decreased as SDI increased when SDI<0.4 and 0.6<SDI<0.8, while ASDR showed an upward trend when 0.4<SDI<0.6 and SDI>0.8 (Fig. 3A, B; Tables S6 and S7). In contrast, SDI was positively correlated with QCI at both regional (ρ=0.29, p<0.001) and country-specific levels (ρ=0.62, p<0.001). QCI increased with SDI when SDI<0.4 and 0.6<SDI<0.8, but declined while SDI increased when 0.4<SDI<0.6 and SDI>0.8 (Fig. 3C, D; Tables S6 and S7). Notably, São Tomé and Príncipe, Mauritius, and Saudi Arabia displayed ASDR far above and care quality far below the predicted levels.
Association between the Socio-demographic index (SDI) and the age-standardized DALY rate (ASDR) or quality of care index (QCI) for hypertension-attributable chronic kidney disease. (A) Correlation between SDI and ASDR across 21 regions from 1990 to 2021; (B) Correlation between SDI and ASDR across 204 countries and territories in 2021; (C) Correlation between SDI and QCI across 21 regions from 1990 to 2021; (D) Correlation between SDI and QCI across 204 countries and territories in 2021. The black lines represent fitted trend lines between SDI and ASDR or QCI.
Among the 204 countries and territories, absolute and relative inequalities in hypertension-attributable CKD burden and care quality were strongly linked to SDI. In 2021, the gap in ASDR between the highest- and lowest-SDI countries was −206.74 per 100,000 (95% CI: −245.77 to −167.71), and the concentration index was −0.15 (95% CI: −0.20 to −0.09), indicating disproportionately higher burden in low-SDI countries. However, both absolute and relative inequalities in ASDR had narrowed compared to 1990 (Fig. 4A, B; Table S8).
Health inequality regression curves and concentration curves for the age-standardized DALY rate (ASDR) (A, B) and quality of care index (QCI) (C, D) of hypertension-attributable chronic kidney disease globally in 1990 and 2021. Each dot represents a country or territory, with the size of the dot proportional to its population.
For care quality, the slope index of inequality declined from 41.23 (95% CI: 35.54–46.92) in 1990 to 37.63 (95% CI: 31.34–43.91) in 2021, indicating a narrowing absolute gap. However, the 2021 concentration index remained 0.05 (95% CI: 0.04–0.07), unchanged from 1990, reflecting the persistent concentration of high-quality care in high-SDI countries and no improvement in relative inequality (Fig. 4C, D; Table S8).
DiscussionThe research systematically assessed temporal trends and geographical distributions of the burden and care quality of hypertension-attributable CKD from 1990 to 2021 at global, regional, and country-specific levels based on GBD 2021. Over the period, the global burden has continued to rise, while overall care quality has declined. Critically, low-SDI regions bear the heaviest disease load yet possess the scarcest care resources. The findings revealed pronounced health inequities in hypertension-attributable CKD prevention and management, with persistent gaps in service accessibility and quality across regions.
Population aging and increasing hypertension prevalence can be related to the globally rising burden and falling care quality of hypertension-attributable CKD.8 Unhealthy lifestyles, such as greater intake of ultra-processed foods and beverages, high-sodium diets, and declining physical activity, have promoted overweight and obesity, and elevated hypertension risk.25,26 Although the age-standardized prevalence of CKD has marginally declined,27 sustained increases in incidence, mortality, and DALY rates, coupled with deteriorating care quality, signal major deficits in prevention and early intervention. Moreover, the sharper rise in age-standardized YLL than in YLD underscored premature mortality as the dominant feature of the disease. The World Health Organization (WHO) now classifies kidney diseases among the leading non-communicable causes of premature deaths, calling for tighter hypertension control and systematic early CKD detection.28
Sex disparities were observed. In general, higher ASDR and QCI were associated with males rather than females. Testosterone can raise blood pressure through its action on the renin–angiotensin–aldosterone axis.29,30 Hypertension prevalence is therefore slightly higher in men (34%) than in women (32%).31 Women are usually more alert to their health awareness and are more consistent in treatment, thus have better hypertension control.32 As a result, men face a heavier CKD burden, with higher incidence and mortality across all age groups.9 Despite their heavier burden, men appear to receive more high-quality services. GBD 2017 shows that age-standardized dialysis and kidney-transplant rates in men were 1.47 times those in women, revealing gender inequities in care.33
Substantial health inequalities by development level were evident. Low-SDI regions carried higher burdens and poorer care quality, whereas high-SDI regions demonstrated the opposite. Eastern Europe, Central Asia, and High-income Asia Pacific excelled in both burden control and care quality, with Finland and Belarus being standout performers. These regions benefit from robust health-care systems, chronic-disease management, and public health investment, yielding high hypertension awareness and treatment rates.34 Better education and higher socioeconomic status further facilitate early screening and standardized treatment, to some extent avoiding CKD progression.35 Nephrologists in Central and Eastern Europe have called for enhanced early identification and intervention for CKD to curb rising regional burdens.36
In contrast, Western and Central sub-Saharan Africa exhibited higher ASDR and lower care quality, especially São Tomé and Príncipe. These regions confront lack of medical resources and weak chronic-disease screening and care. In these countries, hypertension prevalence could reach 48%, yet awareness, treatment, and control are among the world's worst, which severely aggravate the burden.37–39 Encouragingly, Eastern sub-Saharan Africa achieved rapid declines in ASDR and improvements in care quality, perhaps linked to the newly established African Renal Registry, which has enhanced CKD epidemiologic data availability, promoted early identification of CKD, and supported evidence-based resource allocation and policy.40 In contrast, Southern sub-Saharan Africa, exemplified by Lesotho, showed rapidly rising ASDR and falling care quality. A community study in Lesotho found renal impairment in 45% of individuals with hypertension, which reflects the severity of the local hypertension-attributable CKD prevention and control situation.41 Heavy competing burdens of HIV and tuberculosis further divert scarce health resources in Lesotho, intensifying the shortage of medical resources for chronic diseases.42,43 The situation in Lesotho underscores the pressing need to strengthen integrated health systems and improve chronic disease management in Southern Africa.
Heterogeneity existed despite the correlation between SDI and hypertension-attributable CKD burden or SDI. For example, Mauritius and Saudi Arabia, upper-middle and high-SDI countries, respectively, underperformed in burden management and care quality. A 2012 survey in Mauritius found daily salt intake at 7.9g for adults, which was 1.58 times the WHO recommendation.44,45 In 2019, Mauritius led the world in age-standardized CKD mortality and ASDR attributable to high sodium intake.46 These results suggest that Mauritius needs to be vigilant about the problem of excessive salt intake. Saudi Arabia, despite free health care and relatively sufficient medical resources, faces high overweight and obesity prevalence, which indirectly intensifies hypertension-attributable CKD in the country.47
In summary, our study reveals an increasing disease burden accompanied by a decline in the quality of care of CKD, which has not been previously reported in the literature. The overall performance and response capacity of the current global healthcare system in addressing hypertension, a key risk factor for CKD, may be severely inadequate or relatively regressive, extending beyond the issue of inequitable resource allocation. The study raises a new alarm for global public health policy: future intervention strategies must not merely aim to reduce disease incidence but must equally prioritize and monitor the enhancement of the healthcare system's quality of care.48 Without this focus, any effort to curb the rising disease burden will be severely undermined.
Given that hypertension-attributable CKD has become a global public health challenge demanding coordinated action by governments and health systems, priority should be given to strengthening chronic disease management and primary care in low-SDI countries to reduce hypertension and CKD prevalence. Meanwhile, it is suggested to promote global cooperation with a focus on fairness to narrow care quality gaps, and enhance health education and gender equality to effectively reduce the burden of diseases.
Limitations exist in the research. First, the robustness of our research results highly relies on the quality of the original data. Discrepancies in data collection tools and methods across time and regions, especially where health systems are weak (e.g., sub-Saharan Africa), could yield large gaps between estimates and reality. Second, despite correction and adjustment by the Bayesian meta-regression tool DisMod-MR 2.1, GBD figures represent modeled estimates rather than direct clinical counts, which may constitute another cause for potential divergence between estimated and true disease burden. Third, hypertension-attributable CKD was identified by ICD codes whose accuracy relies on standardized documentation and coder skills. There might be deficiencies or misclassifications in the coding of CKD in the health information system of less developed countries, which could lead to potential biases. Fourth, the clinical interpretability of the QCI constructed based on PCA may be limited. Although the QCI indirectly reflects care quality, it is not a direct measure and cannot capture all dimensions such as patient satisfaction or care continuity. Finally, correlations between SDI and ASDR or QCI do not imply causality. Further research should elucidate how socioeconomic factors influence CKD burden and care quality.
ConclusionThe past 30 years have witnessed a rising global burden of hypertension-attributable CKD and a declining care quality. Health inequities remain pronounced among regions with different SDI, with low-SDI regions carrying heavier disease loads and poorer care. Findings underscore the urgent need to strengthen early hypertension prevention and standardized CKD management, implement global health equity policies, and allocate care resources rationally to curb the relentless rise in CKD burden.
Author contributionWenjie Shi and Yan Zhou participated in the design and interpretation of the data and drafting the manuscript. Qiaolan Wei, Jiajia Wu and Chunqin Zhu performed the statistical analysis and revised the manuscript critically. All the authors read and approved the final manuscript.
Ethics approval and consent to participateNot applicable.
FundingJiangsu Province Hospital Association Hospital Management Innovation Research Project, No. JSYGY-3-2024-137. Research on Jiangsu Provincial Hospital of Chinese Medicine (2005) Traditional Chinese Medicine Nursing (Y25114).
Conflict of interestsThe authors report no conflict of interest.
Data availability statementThe data that support the findings of this study are available from the corresponding author upon reasonable request.









