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Rapid Initiation of Antiretroviral Therapy Suppresses T Cell Pathological Proliferation and Improves Immune Recovery in People Living with HIV
Authors Ji J
, Guo C, Li Z, Cai M, Wang R, Chen X, Zhang Y
, Wu H, Zhang T, Zhang Y
Received 17 March 2025
Accepted for publication 2 July 2025
Published 9 July 2025 Volume 2025:18 Pages 3427—3437
DOI https://doi.org/10.2147/IDR.S522910
Checked for plagiarism Yes
Review by Single anonymous peer review
Peer reviewer comments 2
Editor who approved publication: Dr Oliver Planz
Jiahao Ji,1,* Caiping Guo,1,2,* Zhen Li,1,3,* Miaotian Cai,4 Rui Wang,1,3 Xue Chen,1 Yulin Zhang,4 Hao Wu,1 Tong Zhang,1– 3 Yang Zhang1– 3
1Center for Infectious Diseases, Beijing Youan Hospital, Capital Medical University, Beijing, 100069, People’s Republic of China; 2Beijing Institute of Sexually Transmitted Disease Prevention and Control, Beijing, 100069, People’s Republic of China; 3Beijing Key Laboratory of HIV/AIDS Research, Beijing, 100069, People’s Republic of China; 4Department of Respiratory and Critical Care Medicine, Beijing Youan Hospital, Capital Medical University, Beijing, 100069, People’s Republic of China
*These authors contributed equally to this work
Correspondence: Yang Zhang, Center for Infectious Diseases, Beijing Youan Hospital, Capital Medical University, 8 Xitoutiao, Youanmenwai, Fengtai District, Beijing, 100069, People’s Republic of China, Email [email protected] Tong Zhang, Center for Infectious Diseases, Beijing Youan Hospital, Capital Medical University, 8 Xitoutiao, Youanmenwai, Fengtai District, Beijing, 100069, People’s Republic of China, Email [email protected]
Purpose: Initiating antiretroviral therapy promptly (rapid ART) is linked to better immune recovery in people with HIV (PWH), although its specific effects on immune dysregulation remain partially understood. We have discovered a “pathological proliferation” phenomenon, marked by T cell over-proliferation and exhaustion in PWH, potentially hindering full immune recovery. The objective of this research is to examine how rapid ART affects T-cell pathological proliferation, immune recovery, and systemic inflammation in PWH.
Patients and Methods: In this cross-sectional study (conducted at Beijing Youan Hospital, Capital Medical University, China, from April 1 to September 18, 2022), we recruited 39 PWH, including 23 in the rapid ART group (within 30 days) and 16 in the non-rapid ART group (after 180 days). Fasting venous blood samples were collected in the morning. Immune phenotypes of T cells were analyzed using mass cytometry and Luminex.
Results: The rapid ART group demonstrated a significant decline in Ki67⁺ CD4⁺ and CD8⁺ T cells. Within this group, a higher percentage of naive T (TN) cells was observed in CD4⁺ T cells, along with a remarkable reduction in Ki67 expression. Additionally, CD8⁺ T cells in the rapid ART group exhibited an increased presence of TN cells while showing a decreased proportion of PD-1/HLA-DR/CD38 high-expressing cells. In addition, the rapid ART group exhibited significantly lower IL-18 levels. TN cells (CD31+ HLA-DR− CD38− CD57− PD-1−) and central memory T (TCM) cells (HLA-DR+ CD38− PD-1− CD57−) that were not suppressed by rapid ART showed significant correlations with baseline CD4 counts, HIV loads, and recent CD4/CD8 ratio.
Conclusion: These findings suggest rapid ART may curb pathological T cell proliferation and improved immune recovery in PWH. Despite these benefits, persistent immune activation in some individuals highlights the need for targeted immune monitoring and potential adjunctive interventions to optimize long-term immune health in PWH.
Keywords: rapid ART, pathological proliferation, immunological non-responders, INRs, human immunodeficiency virus, HIV
Introduction
Despite the substantial advancements in treatment for people with HIV (PWH) due to antiretroviral therapy (ART), immune dysregulation still poses a significant challenge.1 The rapid initiation of ART (Rapid ART) following an HIV diagnosis, is currently recommended by international guidelines and authoritative bodies2,3 due to its numerous clinical benefits. Although existing data clearly indicate that rapid ART can provide numerous clinical advantages for PWH, there is still limited understanding of the specific effects of rapid ART on immune dysregulation.
T cells are crucial for immune recovery in PWH,4 but HIV-induced activation and exhaustion impair their function.5–8 Prior studies from our group have indicated that individuals with acute HIV-1 infection experience heightened T cell hyperactivation and excessive proliferation before the initiation of ART.9 Persistent PD-1⁺ T cell expansion following ART initiation exhibits an inverse correlation with CD4⁺ T cell levels. Although early ART helps to restore T cell activity, it does not entirely normalize proliferation rates.10–14 Sustained T cell proliferation may negatively impact CD4⁺ T cell restoration in individuals undergoing early ART. Pathological proliferation, identified in immune non-responders among PWH, involves excessive CD4+ T cell proliferation alongside heightened activation and senescence.15 We suggest that throughout the progression of HIV infection, a persistent state of “pathological proliferation” remains, marked by sustained T cell overgrowth, immune activation, senescence, and exhaustion.
Naive T (TN) cells and central memory T (TCM) cells represent critical components of the adaptive immune system, playing key roles in immune surveillance, long-term memory, and immune reconstitution.16,17 Given their functional importance, detailed immunophenotyping of T-cell subsets—including naive, central memory, and effector memory cells, is essential for understanding immune dysregulation and recovery in PWH. Rapid ART may improve the immune status by suppressing these aberrant immune phenotypes, potentially facilitating immune reconstitution in PWH.
Previous research from our group has demonstrated the other aspects of rapid ART in PWH, as reported by He et al,18 which focused on brain structure and function outcome. Here, we investigate whether rapid ART more effectively suppresses T cell over-proliferation, immune activation, and senescence, which were not analyzed in the previous work. To achieve this objective, we employed advanced methodologies, including mass cytometry and Luminex technology. This research is anticipated to offer important insights into how rapid ART aids immune reconstitution in PWH, thus aiding clinical decisions with evidence-based outcomes.
Materials and Methods
Participants
This cross-sectional study was conducted at Beijing Youan Hospital, Capital Medical University (Beijing, China) from April 1 to September 18, 2022. Potential participants were identified and screened using the hospital’ s outpatient electronic medical records. Participants provided written informed consent following a comprehensive explanation of the study’s procedures and associated risks. Details regarding the inclusion and exclusion criteria were outlined in Supplementary Methods 1. Based on a thorough screening process, participants were classified into two distinct groups: those who commenced ART within thirty days of an HIV diagnosis (rapid ART group) and those who initiated ART more than six months post-diagnosis (non-rapid ART group). Age was calculated at the time of study enrollment based on the participant’s date of birth recorded in their medical records. All participants were male, consistent with the men who have sex with men demographic most commonly represented in our clinical population. Fasting venous blood samples were collected from all participants in the morning on the day of enrollment. These samples were used for mass cytometry analysis of T cell phenotypes and for cytokine/chemokine assays.
Analysis of Data from Mass Cytometry
The details of monoclonal antibodies labeled with metal isotopes can be found in Supplementary Table 1. To differentiate immune cell populations, 23 distinct pre-conjugated antibodies were employed. Cell labeling was performed based on previously established protocols.19 The experimental procedures were performed following our previously published protocol.15 The methodologies used for mass cytometry data analysis are provided in Supplementary Methods 2. The thresholds for Ki67 and PD-1 positivity were determined following the gating principles established in our previously published work.15 Consistent gating strategies were applied across T cell subsets, with adaptations based on their respective expression patterns to ensure accurate and reproducible classification.15
Cytokine and Chemokine Assay
Luminex Technology Was Performed to Evaluate Cytokine/Chemokine Levels (Supplementary Methods 3).
Statistical Analysis
Statistical analysis was performed using R (v3.6.0) and SPSS (v18.0). The normality of continuous variables was assessed using the Shapiro-Wilk test. Categorical variables were compared using the χ²-test or Fisher’s exact test, while continuous variables were analyzed using Student’s t-test or the Mann-Whitney U-test as appropriate. Spearman’s rank correlation analysis was performed to investigate the relationships among inflammatory cytokine levels, T cell subpopulations, and clinical parameters. Data visualization and analysis were conducted using R (v3.6.0), GraphPad Prism (v9.5.1), and Origin (v2021). A P-value below 0.05 was considered statistically significant.
Results
Features of Participants
Thirty-nine participants met the eligibility requirements for the study after a thorough screening process. These individuals were allocated into two groups: the rapid ART group (n = 23) and the non-rapid ART group (n = 16). The median duration between HIV diagnosis and ART initiation was significantly shorter in rapid ART group at 13 days (IQR 8–18 days) compared to 645 days (IQR 390.75–1419 days) in non-rapid ART group (Table 1). The two groups had comparable demographic and clinical characteristics (Table 1).
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Table 1 Basic Information for Participants |
Rapid ART Suppress the Over-Proliferation of T Cells in PWH
Ki67 overexpression marks incomplete reconstitution.15 We categorized CD3+ T cells into CD4+ and CD8+ subsets (Figure 1A). We identified Ki67+ CD4+ /CD8+ T cells within these populations (Figure 1B–C). The findings demonstrated that the rapid ART group exhibited a notable decline in Ki67 positive CD4+ and CD8+ T cells.
A prior study has indicated that PD-1 positive T cells maintain proliferation,9 prompting us to analyze the level of Ki67+ PD-1+ CD4/CD8+ T cells. The rapid ART group exhibited notably higher frequencies in Ki67+ PD-1+ CD4+ T cells, while lower frequencies in Ki67+ PD-1+ CD4+ T cells (Figure 1D and E).
Rapid ART Normalized the Proliferation and Differentiation of CD4+ T Cells
Definitions of cell subpopulations and clusters are shown in Figure 2A–C and the Supplementary Results 1, and Supplementary Table 2. Among the 21 clusters, C18, characterized as CD38+ HLA-DR− PD-1− CD57− TN cells, was notably more common in the rapid ART group (Figure 2D). Furthermore, Ki67 expression in C18 was notably higher in the rapid ART group (Figure 2E). The proportions of TN cell clusters C21 (HLA-DR− CD38− PD-1− CD57+) and C14 (HLA-DR− CD38− PD-1− CD57−) did not differ significantly between the two groups (Figure 2F and G). Additionally, clusters C8, C13, and C15 also displayed significant intergroup differences (Figures 2H–J). According to these results, rapid ART may increase the frequency of functionally active naive T cells (eg C18: CD38⁺HLA-DR⁻CD57⁻PD-1⁻ TN cells) while not increasing senescent naive T cells (eg C21: CD57⁺ TN cells). We noted a higher frequency of C13 (HLA-DR− CD38− PD-1− CD57− CCR2− TCM) and C15 (HLA-DR− CD38− PD-1− CD57− CCR2− TCM) in the rapid ART group (Figure 2H and I). The frequency of C8 (HLA-DR+ CD38+ PD-1− CD57− CCR2+ TCM), a highly activated and inflammation-associated population, was notably reduced (Figure 2J).
The rapid ART group demonstrated a decrease in Ki67 expression in both C4 (HLA-DR− CD38− PD-1− CD57− CCR2+ TCM cells) and C6 (HLA-DR− CD38− PD-1+ CD57− CCR2+ TCM cells) (Figure 2K and L). Our observations revealed that cluster C11 (Ki67high CD38− HLA-DR− PD-1− CD57− CCR2− TCM) exhibited no significant differences in activation, senescence, programmed death, or non-specific cytotoxic function markers between the two groups.
Rapid ART Inhibits Hyperactivation and Exhaustion of CD8+T Cells
Figures 3A–C, Supplementary Results 2 and Supplementary Table 2 illustrate the definitions of cell subpopulations and clusters. Notable differences were identified in the proportions of cell clusters C2, C4, C9, C12, and C15 between the two groups among the 20 clusters (Figure 3D–H). The rapid ART group exhibited a significantly higher proportion of C15 (CD31+ HLA-DR− CD38− PD-1− CD57− TN), while proportions of C1 (CD31− HLA-DR+ CD38+ PD-1− CD57+ TN), C6 (CD31− HLA-DR+ CD38− PD-1− CD57+ TN), C14 (CD31+ HLA-DR− CD38+ PD-1− CD57− TN), and (CD31+ HLA-DR+ CD38− PD-1− CD57+ TN) did not differ significantly (Figure 3I–L). CD31+ TN cells are associated with inducing regulatory T cells, which may contribute to reduced expression of PD-1, CD57, CD38, and HLA-DR. The rapid ART group exhibited reduced levels of C4 (CD38− HLA-DR− CD57+ PD-1+ CD45RA⁺ effector memory T(TEMRA)), C9 (CD38− HLA-DR+ CD57− PD-1− TEMRA), C2 (CD38+ HLA-DR+ CD57− PD-1+ TCM), and C12 (CD38− HLA-DR+ CD57− PD-1− TCM).
Remarkably, we found that certain subpopulations of activated, senescent, or exhausted cells were not suppressed in the rapid ART group. These include C1 (HLA-DR+ CD38+ CD57+ TN), C6 (HLA-DR+ CD57+ TN), C17 (CD57+ TEMRA), C3 (CD57+ effector memory T (TEM)), C10 (PD-1+ CD57+ TCM), C5 (PD-1+), C16 (CD57+ TEM), C11 (CD57+ HLA-DR+ TEM), C20 (PD-1+ TCM), and C14 (CD38+ TN).
Associations of Clinical Characteristics with Inflammatory Response, and Immune Dysregulation in PWH Receiving Rapid ART
Luminex technology was utilized to quantify 21 inflammatory cytokines. IL-18 levels were notably lower in rapid ART group (Figure 4A), pointing to a significantly diminished systemic inflammatory response. A correlation analysis was performed to examine the relationship between inflammatory cytokine and chemokine levels and clinical characteristics in rapid ART group (Figure 4B). The findings revealed a significant positive correlation between interferon gamma-induced protein 10 (IP-10) levels and CD8 counts both at the initial HIV diagnosis (baseline) and at the beginning of ART treatment (ART initiation). At both baseline and ART initiation, Monocyte chemotactic protein-3 (MCP-3) and macrophage inflammatory protein-1 alpha (MIP-1α) levels showed a positive correlation with HIV load. Additionally, vascular endothelial growth factor a (VEGF-A) levels were significantly positively correlated with age.
A correlation analysis was conducted to assess the relationship between CD4 and CD8 T cell subpopulations and clinical indicators in rapid ART group (Figure 4C and D). Within the CD4+ T cell subgroups (Figure 4C), C5 (CCR2+ HLA-DR− CD38− CD57+ PD-1−TEM) exhibited a positive correlation with CD4 counts and an inverse correlation with HIV load at both baseline and ART initiation. Similarly, C6 (CCR2⁺ HLA-DR⁻ CD38⁻ CD57⁻ PD-1⁺ TCM) was negatively associated with CD4 counts at ART initiation and in follow-up assessments. Additionally, C12 (CCR2⁺ HLA-DR⁺ CD38⁻ CD57⁺ PD-1⁻ TEM) displayed a significant correlation with baseline CD4 counts and maintained an inverse association with HIV load over time.
In CD8+ T cell subpopulations (Figure 4D), C3 (HLA-DR− CD38− CD57− PD-1− TEM) was positively correlated with baseline CD4 counts and negatively associated with both baseline and ART initiation HIV loads. C6 (CD31− HLA-DR+ CD38+ CD57− PD-1− TN) exhibited a positive correlation with CD4 counts at both baseline and ART initiation. C8 (CD31+HLA-DR− CD38− PD-1− CD57− TN) was reported negatively correlated with CD4+ and CD8+ T cell counts at both baseline and upon ART initiation. C12 (HLA-DR+ CD38− PD-1− CD57− TCM) was inversely associated with CD4 counts and CD4/CD8 ratio across all time points, but exhibited a positive correlation with HIV load at ART initiation. C17 (HLA-DR− CD38− PD-1− CD57+ TEMRA) showed a positive correlation with CD4 counts and the CD4/CD8 ratio consistently over time, while exhibiting a negative correlation with HIV load at both baseline and ART initiation.
Discussion
Rapid ART plays a critical role in alleviating immune dysregulation in PWH.21 Our analysis initially demonstrated that rapid ART effectively suppressed T cell over-proliferation and enhanced immune recovery. However, persistent immune activation in some T cell subpopulations suggests that rapid ART alone may not fully normalize immune function. This underscores the need for ongoing immune monitoring and individualized treatment strategies to optimize immune reconstitution. Future research should examine the extended impact of rapid ART on sustained immune recovery and explore potential additional therapeutic strategies to further optimize immune function.
The significant decrease in Ki67+ T cells highlights the potent inhibitory effect of rapid ART on T cell over-proliferation. Our research notably found a significant decrease in the frequencies of Ki67+ CD4+ and CD8+ T cells within the rapid ART group. High levels of Ki67 expression suggest excessive T cell proliferation, which is frequently linked to increased immune activation and cellular senescence.15 Such over-proliferation serves as a crucial indicator of immune dysfunction. Although CD4+ T cell counts and functions might progressively improve with ART, they typically do not reach the normal levels observed in HIV-negative individuals and may even progress to immune non-responder status. By effectively inhibiting this over-proliferation, rapid ART appears to facilitate a more balanced immune response, potentially obstructing the progression of HIV-related immune impairment. Recent studies support these results, highlighting the crucial role of rapid ART in lessening the adverse effects of T cell hyperactivation and exhaustion in those with chronic HIV.20,22 The reduction in Ki67 expression within these TN and TCM cells indicates a suppression of pathological proliferation, potentially leading to a more balanced immune response. This suppression may be crucial in preventing the harmful effects of excessive T cell activation while still preserving immune function.
Rapid ART might enhance immune status by encouraging normal CD4+ TN cells differentiation and decreasing the count of abnormally proliferating TCM cells.23 Our data illuminate the specific effects of rapid ART on various T cells subpopulations. The rapid ART group showed a higher frequency of TN cells and lower abnormal proliferation, as evidenced by decreased Ki67 expression, which suggests that rapid ART not only replenishes naive T cells but also diminishes the pathogenic hyperproliferation characteristic of immune dysregulation. Also, these results underscore the beneficial role of rapid ART in mitigating immune activation and inflammation. Importantly, this supports the idea that rapid ART could be pivotal in restoring the naive T cell pool, which is essential for effective immune responses following HIV infection.24 Moreover, rapid ART is more effective at inhibiting excessive proliferation in TCM cells associated with exhaustion or inflammation, the findings regarding TCM cells further clarify the complex interplay between ART and immune reconstitution. The significant reduction of PD-1 high-expressing TCM cells in the rapid ART group implies that early intervention could be crucial in preventing programmed cell death.25 The established association between PD-1 and T cell exhaustion underscores how rapid ART can reduce PD-1 levels in TCM cells, offering a hopeful therapeutic path to boost immune function in PWH.26 Rapid ART could improve the immune system’s long-term ability to combating HIV by reducing T cell exhaustion.27
Rapid of ART might suppress the hyperactivation and exhaustion of CD8+ T cells. Findings indicate that rapid ART significantly reduces immune-activated CD8⁺ T cell subsets, including PD-1 high-expressing TN cells and HLA-DR⁺ TEMRA cells. Meanwhile, rapid ART could significantly increase the number of functional regulatory TN cells without elevating excessively activated or senescent cell levels. This indicates that rapid ART is not only effective in inhibiting excessive activation but also in fine-tuning the immune response, potentially leading to more effective antiviral responses from CD8 T cells.28 Rapid ART significantly inhibits terminally differentiated T cells that are activated, exhausted, or senescent Importantly, by suppressing immune activation, rapid ART may limit the progression of T cell dysfunction and maintain a robust immune profile. Notably, the suppressive effect of rapid ART on pathological proliferation in CD8⁺ T cells appeared to be subset-specific—while certain subsets exhibited reduced proliferation, others remained unaffected. This suggests that rapid ART may only partially limit pathological CD8⁺ T cell responses, warranting further investigation into their role in immune recovery in PWH.
The immunomodulatory effects of rapid ART are also evident in its potential to suppress inflammation. We found that rapid ART is associated with lower systemic inflammation, evidenced by reduced IL-18 levels. This decrease in IL-18 suggests that rapid ART may mitigate chronic inflammation in PWH, which could lead to better clinical outcomes. Previous studies have similarly shown that early ART initiation reduces inflammatory markers and improves immune recovery.29,30 We found notable correlations between inflammatory cytokines, including MCP-3, MIP-α, and IP-10, and clinical features like CD4+/CD8+ T cell counts and HIV load. These results emphasize the continuous impact of inflammation on the immune recovery, suggesting that one advantage of rapid ART could be its capacity to reduce chronic inflammation. Even with rapid ART, chronic systemic inflammation levels in PWH are still linked to T cell counts and viral replication levels when ART begins.
We discovered connections between specific T cell subpopulations and clinical factors, highlighting the complexity of immune restoration under rapid ART. Certain T cell clusters, such as CD8+ TCM and TN cells with phenotypes such as CD31+ HLA-DR− CD38− CD57− PD-1−TN and HLA-DR+ CD38− CD57− PD-1− TCM, were not completely suppressed by rapid ART. These clusters remained associated with immune status and HIV load at ART initiation and during follow-up. Persistent markers of activation and exhaustion suggest rapid ART may not be sufficient to fully normalize immune system. For instance, the HLA-DR+ CD38− TCM cells, were not adequately suppressed, indicating that these cells could continue to drive immune dysregulation despite rapid ART. These findings align with that activated and T cell profiles are linked to poorer immune reconstitution in PWH.8,31,32 The persistence of these T cell subpopulations underlines the need for long-term monitoring and potentially the development of targeted therapies to manage these cells’ impact on immune reconstitution. Further exploration is needed to clarify if these cells are a residual set of dysfunctional T cells or if they indicate ongoing pathological processes that might undermine long-term treatment effectiveness.
This study possesses several strengths that contribute to its significance in the field of HIV research. First, it emphasizes the timing of ART initiation, demonstrating that rapid ART offers advantages over non-rapid ART in improving immune dysregulation in PWH. Additionally, by employing advanced mass cytometry techniques, this research allows for a comprehensive analysis of a broader range of T cell subpopulations, as well as their immune phenotypes and functions, compared to conventional flow cytometry. This methodology offers detailed insights into rapid ART’s effects on T cell phenotypes, enabling precise conclusions about its immunomodulatory effects. Moreover, the clearly defined participant groups, consisting of individuals who start ART at various stages of HIV infection, enable robust comparisons of immune responses, thereby enhancing the validity of our findings.
While this study presents notable strengths, it also has certain limitations that should be acknowledged. One key constraint is the limited sample size, which may affect the broader applicability of the findings. Although our results were statistically significant, larger and more varied populations are needed to validate these findings across different demographics and clinical contexts. The cross-sectional design of the study limits the ability to establish causality between rapid ART and the observed immune outcomes. Long-term studies are required to evaluate how rapid ART impacts immune recovery over time, especially given the changing nature of immune responses in HIV infection. Furthermore, while we focused on T cell subpopulations, other immune components and their interactions, such as B cells and innate immune cells, were not investigated, which could provide further insights into the multifaceted immune landscape in HIV-infected individuals.
Conclusion
In conclusion, we highlight that rapid ART effectively reduces T cell over-proliferation and systemic inflammation, which are critical for preventing long-term immune dysfunction. Rapid ART also influences various T cell subpopulations, contributing to a more balanced immune profile. However, the persistence of certain T cell subpopulations despite treatment indicates that additional strategies may be necessary to fully address immune dysregulation. These results highlight the critical role of rapid ART to enhance immune recovery, while emphasizing the necessity for continuous monitoring and specific interventions to maintain long-term health in PWH.
Ethics Committee Approval
The Ethics Committee of Beijing Youan Hospital, Capital Medical University, approved this study (2023057). All participants provided written informed consent following a briefing on the study’s objectives. The study with human participants complied with the principles outlined in the 2013 revision of the Declaration of Helsinki.
Funding
This work was supported by Beijing Research Ward Excellence Program (BRWEP2024W042180103 to Y.Z.; BRWEP2024W042180105 to C.G.), the National Natural Science Foundation of China (82241072 to T.Z.; 82072294 to Z.L), National Key Research and Development Program of China (2022YFC2305004 to T.J.; 2024YFC2309501 to Z.L.), the Research and Translational Application of Clinical Characteristic Diagnostic and Treatment Techniques in Capital City (Z221100007422055 to T.Z.), Beijing Hospital Management Center Phase III “Sailing” Program: Clinical Technology Innovation Project (ZLRK202532 to T.Z.), Young Investigator Grant in Beijing You’an Hospital Affiliated to Capital Medical University (BJYAYY-YN2024-24 to Y.Z.)
Disclosure
The authors declare no conflicts of interest related to this work.
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