- 1Department of Cardiovascular Medicine, The Second Affiliated Hospital of Nanchang University, Nanchang, Jiangxi, China
- 2Department of Cardiovascular Medicine, The First Affiliated Hospital of Gannan Medical University, Ganzhou, Jiangxi, China
Objectives: The objective of this study was to examine the relationship between dietary sodium intake and cardiovascular disease (CVD) mortality in hypertensive American adults.
Methods: A prospective cohort study was conducted to examine the association between dietary sodium intake, as estimated by a single 24-h dietary recall from the National Health and Nutrition Examination Survey (2003–2012), and mortality data obtained from the National Death Index.
Results: This study included 12,236 adults with hypertension, with 837 CVD-related deaths identified over a median follow-up period of 10.3 years. A nonlinear association between dietary sodium intake and CVD mortality was observed. The inflection point of the curve occurred at a sodium intake level of 2.07 g/day. Below this threshold, higher sodium intake was associated with a reduced risk of CVD mortality, though the association was not statistically significant after full adjustment (aHR: 0.78, 95% CI: 0.58–1.05). In contrast, sodium intake above 2.07 g/day was significantly associated with an increased risk of CVD mortality (aHR: 1.12, 95% CI: 1.02–1.23). The log-likelihood ratio test yielded a P-value of 0.04. This J-shaped association was observed exclusively in females, not males. Among females, the adjusted hazard ratios (95% CI) were 0.65 (0.42, 0.99) below and 1.29 (1.11, 1.53) above the inflection point (P for log-likelihood ratio test = 0.009).
Conclusions: In American adults with hypertension, dietary sodium intake exceeding 2.07 g/day was significantly associated with an increased risk of CVD mortality, while intake below this threshold was not significantly linked to mortality risk. Additionally, a sex-specific effect of dietary sodium intake on CVD mortality was observed, showing a J-shaped relationship exclusively in females, with no such association found in males.
Introduction
Hypertension is a significant risk factor for cardiovascular disease (CVD) which continues to be the leading cause of death globally (1). Clinical guidelines from respected organizations such as World Health Organization (WHO) (2), the American Heart Association (3) and the European Society of Cardiology (4) stress the importance of reducing sodium intake to below 2 grams per day (g/day) to lower blood pressure and decrease the risk of CVD.
However, previous prospective studies have reported conflicting findings regarding the relationship between sodium consumption and the risk of CVD events (5). Some studies indicated a positive correlation between sodium intake and CVD mortality, suggesting that higher sodium intake may elevate the risk of such events. Conversely, other research has found no significant association between sodium intake and CVD mortality (6, 7), and some have even reported an inverse relationship (8–11), where higher sodium intake appears to be linked to lower mortality rates. Additionally, there is a notable gap in research examining the impact of sodium intake on CVD mortality specifically among adults diagnosed with hypertension.
To address these research gaps, we conducted a prospective study to examine the relationship between dietary sodium intake and the risk of CVD mortality in a sample of US adults with hypertension that is representative of the entire population.
Methods
Participants
The National Health and Nutrition Examination Survey (NHANES) is an ongoing survey conducted by the Centers for Disease Control and Prevention (CDC). Employing a complex sampling methodology, NHANES selects participants from diverse age groups, ethnicities, and socioeconomic backgrounds to gather comprehensive data on various health and nutrition factors through interviews, physical examinations, and laboratory tests. This survey plays a critical role in shaping public health policy, monitoring health trends, and advancing scientific research. Additional details about NHANES can be found on its official website.
As shown in Figure 1, adults aged 18 years and older with hypertension from five consecutive NHANES cycles (NHANES 2003–2012) were included in the study. A total of 13,629 participants were diagnosed with hypertension, defined as having a systolic blood pressure (SBP) of ≥130 mmHg, a diastolic blood pressure (DBP) of ≥80 mmHg, or self-reported hypertension. After excluding participants lost to mortality follow-up and those with missing sodium intake values, 12,484 participants with hypertension remained. Data for sodium intake above the 99th percentile and below the 1st percentile were excluded to eliminate extremely high and low values. Ultimately, 12,236 participants were included in the analysis.
Dietary sodium intake
Dietary sodium intake was derived from the NHANES dietary interview. This component of NHANES gathers comprehensive information on dietary consumption and estimates energy, nutrients, and other food components from the foods and beverages consumed in the 24 h prior to the interview. This information is collected through structured in-person dietary interviews conducted at the mobile examination center, utilizing the Automated Multiple Pass Method—a validated approach for accurate dietary recall (12).
CVD mortality
The mortality status of the follow-up population was obtained from the NHANES public-use linked mortality file, as of December 31, 2019, which is connected to the National Death Index (NDI). To identify deaths related to cardiovascular disease (CVD), we utilized the International Statistical Classification of Diseases, 10th Revision (ICD-10). This classification system provides standardized coding and classification for diseases, including CVD, with specific codes ranging from I00 to I09, I11, I13, and I20 to I51.
Co-variables
Demographic information such as age, sex, race/ethnicity, educational level, and medical history, including medication use, was collected through interviews. Educational attainment was categorized into three groups: college or higher, high school, and less than high school. Smoking status was classified as current smoker, former smoker, and never smoker. Alcohol consumption was divided into three categories: none (0 g/day), moderate (0.1–27.9 g/day for men and 0.1–13.9 g/day for women), and heavy (≥28 g/day for men and ≥14 g/day for women). Body mass index (BMI) was calculated by dividing weight (kg) by height squared (m2), with obesity defined as BMI ≥30 kg/m2. Blood pressure (BP) was measured three consecutive times, and the mean value of these measurements was used in the analysis. Diabetes was diagnosed based on a glycosylated hemoglobin (HbA1c) level of ≥6.5%, fasting plasma glucose ≥126 mg/dL, or self-reported diabetes diagnosis. Clinical parameters measured in the NHANES laboratory included serum sodium, serum potassium, aspartate aminotransferase (AST), alanine aminotransferase (ALT), uric acid, serum creatinine, triglycerides, total cholesterol (TC), high-density lipoprotein cholesterol (HDL-C), and HbA1c. The estimated glomerular filtration rate (eGFR) was calculated using the CKD-EPI equation (13).
Statistical analysis
Given the complex sampling design of the NHANES database, we incorporated sample weights, clustering, and stratification into our data analyses in accordance with NHANES analytic guidelines. Continuous variables were expressed as means with standard deviations (SD), while categorical variables were presented as counts (percentages). Baseline characteristics were compared using one-way analysis of variance (ANOVA) for continuous variables and chi-square tests for categorical variables.
The relationship between sodium intake and cardiovascular mortality was evaluated using a Cox proportional hazards model for the overall population as well as separately for males and females. Model 1 was adjusted for age. In Model 2, adjustments were made for age, sex (for the overall population), race/ethnicity, education level, smoking status, alcohol consumption, diabetes, body mass index (BMI), and potassium intake. Model 3 included adjustments for the following parameters: age, sex (for the overall population), race/ethnicity, education level, smoking status, alcohol consumption, diabetes, BMI, potassium intake, energy intake, systolic blood pressure (SBP), diastolic blood pressure (DBP), cholesterol-lowering medications, glucose-lowering medications, antihypertensive medications, estimated glomerular filtration rate (eGFR), total cholesterol (TC), high-density lipoprotein cholesterol (HDL-C), triglycerides, alanine aminotransferase (ALT), aspartate aminotransferase (AST), and uric acid.
To identify nonlinear relationships between sodium intake and CVD mortality, we employed a Cox proportional hazards regression model with a generalized additive model (GAM) and smooth curve fitting using the penalized spline method. If a nonlinear relationship was detected, a recursive algorithm was applied to calculate the inflection point and select the value with the highest likelihood. Subsequently, a two-piecewise Cox proportional hazards model was constructed on either side of the inflection point (14). To mitigate the possibility of reverse causation, we excluded individuals who reported a history of heart attack, heart failure, or stroke at baseline, and repeated the Cox proportional hazards regression model on this restricted study sample.
All analyses were performed using EmpowerStates (www.empowerstats.com) and R version 4.0.3 (www.R-project.org). A two-tailed P-value of <0.05 was considered statistically significant.
Results
Characteristics of participants
A total of 12,236 adults with hypertension participated in this study, including 5,898 females and 6,338 males. Among the entire cohort, 5.81% identified as Mexican Americans, 3.59% as other Hispanics, 72.3% as non-Hispanic whites, 13.13% as non-Hispanic blacks, and 5.17% as individuals of other races. Additionally, 16.75% of participants had diabetes, and 44.64% were classified as obese. The average age of the participants was 54.52 years, and their average daily sodium intake was 3.41 grams. The baseline characteristics of the study participants, categorized by sodium intake tertiles, are presented in Table 1. Compared to participants in the lowest tertile of sodium intake, those in the highest tertile were more likely to be male, non-Hispanic white, obese, and either former or current smokers. They also had a higher prevalence of moderate to heavy alcohol use, achieved higher education levels, and exhibited greater values for DBP, BMI, potassium intake, energy intake, triglycerides, eGFR, ALT, AST, and uric acid. Conversely, participants in the highest tertile had a lower prevalence of diabetes, a reduced rate of antihypertensive drug use, and lower rates of glucose-lowering and cholesterol-lowering drug use, as well as lower SBP, TC, HDL-C, and HbA1c. There were no significant differences in serum creatinine, serum sodium, or serum potassium levels across the sodium intake tertiles.
Table 1. Baseline characteristic of individuals with hypertension by tertiles of sodium intake in NHANES 2003–2012.
Associations of sodium intake with CVD mortality
In this extended mortality linkage study, the median follow-up duration was 10.3 years (IQR: 8.0–12.8 years). During 125,373.5 person-years of follow-up, we identified 837 deaths due to CVD. The independent role of sodium intake in CVD mortality was evaluated using three Cox proportional hazards regression models. As shown in Table 2, when sodium intake was analyzed as a continuous variable using one-piecewise Cox proportional hazards regression, no significant association was found between sodium intake and CVD mortality after adjusting for age [adjusted hazard ratio (aHR): 1.03; 95% confidence interval (CI): 0.98–1.09]. This lack of statistical significance was consistent across all adjusted models: Model 2 (aHR: 1.03, 95% CI: 0.97–1.10) and Model 3 (aHR: 1.06, 95% CI: 0.98–1.15).
Table 2. Hazard ratios of CVD mortality by sodium intake among adults with hypertension in NHANES 2003–2012.
To analyze the nonlinear association between sodium intake and CVD mortality, we employed a Cox proportional hazards regression model with a generalized additive model (GAM) and smooth curve fitting. As depicted by the smooth curve (adjusted Model 3), sodium intake levels demonstrated a nonlinear relationship with CVD mortality. A Cox proportional hazards regression model with GAM and smooth curve fitting was used to analyze the nonlinear association between sodium intake and CVD mortality. As shown by the smooth curve (adjusted model 3), sodium intake levels are nonlinearly associated with CVD mortality (Figure 2a).
Figure 2. Dose-response analysis between dietary sodium intake and the risk of CVD mortality among (a) adults with hypertension (b) females with hypertension (c) males with hypertension. Adjustment factors included age, sex (only for the overall population), race/ethnicity, education level, smoking status, alcohol using, diabetes, BMI, potassium intake, energy intake, antihypertensive drugs, glucose-lowering drugs, cholesterol-lowering drugs, SBP, DBP, eGFR, TC, HDL-C, triglyceride, ALT, AST, uric acid. BMI, body mass index; SBP, systolic blood pressure; DBP, diastolic blood pressure; eGFR, estimated glomerular filtration rate; TC, total cholesterol; HDL-C, high density lipoprotein cholesterol; AST, aspartate aminotransferase; ALT, alanine aminotransferase.
Further analyses were conducted, including a threshold effect analysis and two-piecewise Cox proportional hazards model of sodium on CVD mortality. We determined that the inflection point of the sodium intake was 2.07 g/day by using recursive algorithm. When sodium was <2.07 g/day, increased sodium was associated with reduced risk of CVD mortality (model 1, aHR: 0.79, 95% CI: 0.63–0.99; model 2, aHR: 0.78, 95% CI: 0.62–0.99), but this association was not significant after adjusting for model 3 (model 3, aHR: 0.78, 95% CI: 0.58–1.05). Inversely, When sodium was >2.07 g/day, increased sodium was associated with increased risk of CVD mortality (model 1, aHR: 1.08, 95%CI: 1.02–1.15; model 2, aHR: 1.08, 95% CI: 1.00–1.16; model 3, aHR: 1.12, 95% CI: 1.02–1.23). The log-likelihood ratio test yielded a P-value of 0.04, indicating that the two-piecewise Cox proportional hazards model was the more appropriate fit for the association between sodium intake and mortality.
Associations of sodium intake with CVD mortality stratified by sex
The association between sodium intake and CVD mortality was further examined with a stratification by sex. As showed in Figure 2b, a J-shaped relationship was observed between sodium intake and CVD mortality among females. However, no statistically significant results were found in the one-line Cox proportional hazards model for the female population across all adjusted models: Model 1 [adjusted hazard ratio (aHR): 0.97; 95% confidence interval (CI): 0.88–1.06], Model 2 (aHR: 1.04; 95% CI: 0.93–1.17), and Model 3 (aHR: 1.12; 95% CI: 0.96–1.30). In the analysis using a two-piecewise Cox proportional hazards model, the adjusted hazard ratios in the fully adjusted Model 3 were 0.65 (95% CI: 0.42–0.99) on the left side of the inflection point and 1.29 (95% CI: 1.08–1.53) on the right side. The P-value for the log-likelihood ratio test was 0.009 (Table 3).
Table 3. Hazard ratios of CVD mortality by sodium intake among female with hypertension in NHANES 2003–2012.
In males, no association was found between sodium intake and CVD mortality (Figure 2c). The results from the one-line Cox proportional hazards model indicated that sodium intake does not correlate with CVD mortality: Model 1 [adjusted hazard ratio (aHR): 1.00; 95% confidence interval (CI): 0.94–1.07], Model 2 (aHR: 1.03; 95% CI: 0.95–1.12), and Model 3 (aHR: 1.05; 95% CI: 0.95–1.16). In the analysis using a two-piecewise Cox proportional hazards model, the aHR (95% CI) was 0.99 on the left side of the inflection point and 1.06 (95% CI: 0.95–1.18) on the right side in the fully adjusted Model 3. The P-value for the log-likelihood ratio test was 0.789 (Table 4).
Table 4. Hazard ratios of CVD mortality by sodium intake among male with hypertension in NHANES 2003–2012.
Sensitivity analysis
When the analyses were repeated for participants without a reported history of pre-existing cardiovascular disease (CVD), the results remained consistent. Among hypertensive adults without such a history, a nonlinear association was observed between dietary sodium intake and CVD mortality (Supplementary Figure S1A). The one-line Cox proportional hazards model indicated that no statistically significant results were found across all adjusted models [Model 3: hazard ratio (HR): 1.10; 95% confidence interval (CI): 0.99–1.22]. In the two-piecewise Cox proportional hazards model, the adjusted hazard ratio (aHR; 95% CI) was 0.74 on the left side of the inflection point and 1.17 on the right side in the fully adjusted Model 3. The P-value for the log-likelihood ratio test was 0.046 (Supplementary Table S1).
Among hypertensive females without a history of pre-existin CVD, a J-shaped association was observed between sodium intake and CVD mortality (Supplementary Figure S1B). Specifically, when sodium intake was less than 2.07 g/day, higher sodium intake was associated with a reduced risk of CVD mortality [Model 3: adjusted hazard ratio (aHR): 0.53; 95% confidence interval (CI): 0.32–0.88]. Conversely, when sodium intake exceeded 2.07 g/day, increased sodium intake correlated with an elevated risk of CVD mortality (Model 3: aHR: 1.39; 95% CI: 1.14–1.70). The P-value for the log-likelihood ratio test was 0.046 (Supplementary Table S2).
In contrast, among hypertensive males without a history of CVD, no association was found between sodium intake and CVD mortality (Supplementary Figure S1, Supplementary Table S3).
Discussion
Using NHANES data from 2003 to 2012, we conducted a large-scale, prospective study that identified a significant nonlinear association between dietary sodium intake and CVD mortality in US adults with hypertension. Our findings revealed that both low and high levels of dietary sodium consumption were linked to an increased risk of CVD mortality in females, whereas no such association was observed in males. The threshold effect analysis indicated that a dietary sodium intake of 2.07 g/day may be considered safe concerning CVD mortality for women. This study is the first to explore the sex differences in the association between dietary sodium intake and CVD mortality among hypertensive individuals.
Several studies have investigated the relationship between sodium intake and CVD mortality in hypertensive patients, yielding mixed results. According to a prospective cohort study involving 3,126 individuals with prehypertension from the Trials of Hypertension Prevention found that higher 24-h urinary sodium excretion—a proxy for sodium intake—was associated with an increased risk of CVD mortality (15). Similarly, another prospective cohort study of 7,543 subjects from the Prevention of Renal and Vascular End-stage Disease study reported a positive association between 24-h urinary sodium excretion and CVD mortality among hypertensive participants (16). Conversely, a prospective cohort study involving 3,505 hypertensive participants found no significant association between 24-h urinary sodium excretion and CVD mortality (17). Additionally, an inverse association between dietary sodium intake and CVD mortality was observed in a prospective study of 8,542 hypertensive individuals, although this finding did not reach statistical significance (7). These contradictory results may be attributable to variations in the characteristics of the cohorts studied, sample sizes, adjustments for confounding variables, and methods used to assess sodium intake. It is also noteworthy that some studies have focused solely on the linear relationship between sodium intake and CVD mortality without considering potential nonlinear associations (7, 16, 17).
The results of this study suggest that both low and high dietary sodium intakes in hypertensive individuals are associated with increased CVD mortality, although some results did not meet statistical significance. Several prospective cohort studies have consistently identified a U-shaped relationship between sodium intake and cardiovascular disease (CVD) or mortality risk, where both high and low sodium intake are linked to adverse outcomes (18–22). This association has been observed across different populations, including individuals with diabetes (18, 19), vascular disease (22), and in the general population (20–22), and has been reported in studies employing various methods for estimating sodium intake (i.e., single 24-h urine collection (18, 19, 22), morning fasting urine samples (20, 21). An analysis of four international prospective studies involving a total of 133,118 individuals (63,559 with hypertension and 69,559 without hypertension) demonstrated a U-shaped association between 24-h urinary sodium excretion—calculated based on fasting morning urine—and CVD mortality among those with hypertension (23). However, for individuals with hypertension who are treated with diuretics to manage blood pressure and exhibit a high prevalence of renal dysfunction, the use of a single overnight urine sample to estimate 24-h urinary sodium excretion as a proxy for daily sodium intake presents a notable limitation (24). Also, the country-specific validated 24-h dietary recall measures and dietary records employed in our study have been shown to underestimate actual sodium intake due to memory bias and day-to-day variability (5). Multiple 24-h urinary sodium excretion measurements are considered the gold standard for estimating daily dietary sodium intake, as they can overcome the accuracy limitations of other methods, such as spot urine samples or dietary recall.
Further analysis of the relationship between dietary sodium intake and CVD mortality by sex revealed a J-shaped association among females, whereas no such association was observed in males. One accepted hypothesis is that the higher risk of CVD mortality among women reach menopause around the age of 50 years old due to hormonal changes in menopause, that is, estrogen consumption (25, 26). Additionally, estrogen deficiency can impact the renin-angiotensin-aldosterone system, which controls blood pressure, increasing the risk of CVD in postmenopausal women (27). Another possible cause is that high salt sensitivity is more common among females (28). A comprehensive and rigorously conducted feeding study revealed that women aged 45 years or older exhibited more pronounced responses in blood pressure (BP), a significant risk factor for CVD mortality, in response to dietary sodium intake (29).
In addition, we identified an inflection point for dietary sodium intake at 2.07 g/day, which closely aligns with existing guidelines for sodium restriction in hypertensive individuals, which generally recommend a daily intake of less than 2 g/day (2–4). However, our findings provide additional nuance by revealing a sex-specific nonlinear association, particularly a J-shaped relationship between sodium intake and cardiovascular mortality in women, which has not been extensively explored in previous guidelines. This study contributes to the existing body of knowledge by suggesting that while sodium reduction is essential, overly restrictive sodium intake in women with hypertension may also elevate CVD mortality risk, indicating that optimal sodium intake levels may differ by sex. These findings underscore the importance of considering individualized dietary recommendations for hypertensive women, which could potentially refine current clinical guidelines.
Several possible reasons could account for the association between low sodium intake and increased risk of CVD mortality. Reduced-sodium diet activates the sympathetic nervous system, which has been linked to a greater risk of CVD mortality (30, 31). Moreover, Sodium restriction can also increase insulin resistance directly (32, 33) or indirectly through an increase in sympathetic nerve activity (34, 35).
Strength
This study has several strengths. Firstly, this study utilized the NHANES, a nationwide survey that has a large sample size and a good generalization of US adult. As a result, we were able to adjust for various covariates and improve the generalizability of the findings. Secondly, this study is the first to show a J-shaped relationship between dietary sodium intake and CVD mortality in hypertensive adults, which exists only in females and not in males. Sensitivity analysis in subjects without severe CVD limited the possibility of reverse causation.
Limitation
This study does have several limitations. Firstly, Sodium intake was estimated by the single 24 h dietary recall method rather than gold-standard 24-h Urinary Sodium Excretion. In addition, sodium intake recorded at baseline may not reflected long term dietary exposure. Therefore, the identified threshold of 2.07 g/day, while statistically significant, may have limited direct applicability in clinical practice, where uniform dietary recommendations for salt intake restriction are typically advised for hypertensive patients. Secondly, causes of death were identified by linking NHANES-related mortality data from 2003 to 2012 with the National Death Index, using death certificate information. Although this method has been validated by the Centers for Disease Control and Prevention (CDC), the possibility of misclassification of causes of death cannot be entirely excluded. Thirdly, despite adjusting for a wide range of confounding variables in our analyses, the potential influence of unmeasured confounders remains a limitation.
Conclusion
In summary, dietary sodium intake is non-linearly associated with CVD mortality in hypertensive patients. Hypertensive individuals with low and high sodium intakes were at increased risk of CVD mortality, though low sodium intake did not reach statistical significance. Further, we found a J-shaped association between dietary sodium intake and CVD mortality, only in female, but not in male. Large prospective studies are needed to further substantiate these finding.
Data availability statement
The raw data supporting the conclusions of this article will be made available by the authors, without undue reservation.
Ethics statement
The studies involving humans were approved by National Center for Health Statistics. The studies were conducted in accordance with the local legislation and institutional requirements. Written informed consent for participation in this study was provided by the participants’ legal guardians/next of kin.
Author contributions
ZC: Writing – original draft, Conceptualization, Data curation, Formal Analysis, Investigation, Methodology, Project administration, Resources, Software, Supervision, Validation, Visualization, Writing – review & editing. JR: Writing – original draft, Conceptualization, Data curation, Formal Analysis, Investigation, Methodology, Project administration, Resources, Software, Supervision, Validation, Visualization, Writing – review & editing. WF: Data curation, Writing – review & editing. ZW: Data curation, Writing – review & editing. YS: Data curation, Writing – review & editing. YW: Data curation, Writing – review & editing. HH: Data curation, Writing – review & editing. XC: Writing – review & editing. PL: Writing – review & editing.
Funding
The author(s) declare financial support was received for the research, authorship, and/or publication of this article. This study was supported by National Natural Science Foundation of China [grant no. 81560079, 81860058], National Key Research and Development Program of China [grant no. 2020YFC2002902] and the Natural Science Foundation of Jiangxi Province [grant no. 20202ACBL206004].
Acknowledgments
The authors thank all of the NHANES participants who freely gave their time to make this and other studies possible.
Conflict of interest
The authors declare that the research was conducted in the absence of any commercial or financial relationships that could be construed as a potential conflict of interest.
Publisher's note
All claims expressed in this article are solely those of the authors and do not necessarily represent those of their affiliated organizations, or those of the publisher, the editors and the reviewers. Any product that may be evaluated in this article, or claim that may be made by its manufacturer, is not guaranteed or endorsed by the publisher.
Supplementary material
The Supplementary Material for this article can be found online at: https://www.frontiersin.org/articles/10.3389/fcvm.2024.1471647/full#supplementary-material
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Keywords: CVD, mortality, hypertension, dietary sodium intake, female, National Health and Nutrition Examination Surveys
Citation: Chen Z, Rao J, Fan W, Wu Z, Shi Y, Wu Y, Hu H, Cheng X and Li P (2024) Sex modifies association between dietary sodium intake and cardiovascular disease mortality among US adult with hypertension: a national population-based cohort. Front. Cardiovasc. Med. 11:1471647. doi: 10.3389/fcvm.2024.1471647
Received: 28 July 2024; Accepted: 28 October 2024;
Published: 28 November 2024.
Edited by:
Athanase D. Protogerou, National and Kapodistrian University of Athens, GreeceReviewed by:
Kalliopi Karatzi, Agricultural University of Athens, GreeceChristiana Tsirimiagkou, National and Kapodistrian University of Athens, Greece
Copyright: © 2024 Chen, Rao, Fan, Wu, Shi, Wu, Hu, Cheng and Li. This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY). The use, distribution or reproduction in other forums is permitted, provided the original author(s) and the copyright owner(s) are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms.
*Correspondence: Xiaoshu Cheng, eGlhb3NodW1lbmZhbkAxNjMuY29t; Ping Li, bGlwaW5nc3lkbmV5QDE2My5jb20=
†These authors have contributed equally to this work and share first authorship