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Nephrotoxic antibiotic use among patients with chronic kidney disease
*Corresponding author: Roland Nnaemeka Okoro, Department of Clinical Pharmacy and Pharmacy Administration, University of Maiduguri, Maiduguri, Nigeria. orolandn@gmail.com
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Received: ,
Accepted: ,
How to cite this article: Okoro RN, Musa AT. Nephrotoxic antibiotic use among patients with chronic kidney disease. RMC Glob J. 2025;1:80–87. doi: 10.25259/RMCGJ_20_2025
Abstract
Objectives
Patients with chronic kidney disease (CKD) are at an increased risk of infections, necessitating frequent antibiotic use. However, inappropriate use can lead to adverse outcomes, including nephrotoxicity. The objective of the study were to determine the prevalence and describe the prescribing patterns of nephrotoxic antibiotics, identify predictors of nephrotoxicity, evaluate the impact of nephrotoxic antibiotic exposure on renal function, and provide evidence-based recommendations for optimizing antibiotic use and reducing nephrotoxicity in patients with CKD.
Material and Methods
A retrospective longitudinal study was conducted at a secondary healthcare facility in Nigeria. Data on demographics, comorbidities, creatinine, and antibiotic prescriptions were collected and analyzed. Nephrotoxicity predictors were evaluated using logistic regression, and the impact on renal function was assessed using the Mann-Whitney test at a statistically significant level of p < 0.05.
Results
The prevalence of potentially nephrotoxic antibiotics was 88.7% (n = 173). Overall, ceftriaxone (81, 40.7%) was the most prescribed, followed by ciprofloxacin (53, 26.6%). Concurrent use of two antibiotics was significantly associated with nephrotoxicity [Adjusted odds ratio (AOR), 3.30; 95% confidence interval (CI), 1.05–10.30].
Conclusion
The high prevalence of nephrotoxic antibiotics and associated nephrotoxicity among patients with CKD highlights the need for targeted antimicrobial stewardship.
Keywords
Antibiotics
Chronic kidney disease
Nephrotoxicity
Nigeria
Renal function
INTRODUCTION
Chronic kidney disease (CKD) is a long-term condition marked by the gradual deterioration of renal function and impacts a substantial portion of the global population.1 Individuals living with CKD are at increased risk for infections because of impaired immune defenses, recurrent hospital admissions, and the presence of multiple underlying health conditions.2–4 Consequently, antibiotic therapy is a common component of CKD management, aimed at treating or preventing infections. However, many antibiotics, especially broad-spectrum agents, carry a risk of nephrotoxicity, which can further compromise renal function.5
Nephrotoxic antibiotics are agents that can cause renal damage through direct injury to renal cells, impaired renal perfusion, or the induction of inflammatory responses.5 Antibiotic-induced nephrotoxicity can occur through various mechanisms, such as damage to the glomeruli and renal tubules, impaired tubular function, blockage of distal tubules due to cast formation, and the development of acute interstitial nephritis (AIN), which is frequently triggered by a delayed-type hypersensitivity reaction.5 Frequently implicated antibiotics include aminoglycosides, glycopeptides, beta-lactams, and folate synthesis inhibitors (such as sulfonamides, fluoroquinolones, tetracyclines, and polymyxins), all of which are associated with acute kidney injury (AKI) and worsening CKD.5 The pathophysiology commonly involves oxidative stress, mitochondrial dysfunction, and apoptosis of renal tubular cells. Individuals with existing CKD have kidneys that are especially susceptible to further damage, which may accelerate renal function decline, prolong hospital stays, and increase the likelihood of developing end-stage renal disease.6
Despite the recognized risks, nephrotoxic antibiotics continue to be prescribed, sometimes inappropriately, to patients with CKD.6,7 Inappropriate prescribing, such as incorrect dosing, prolonged duration, or use of nephrotoxic agents without renal function monitoring, can exacerbate kidney damage.8–12 Studies have underscored the high prevalence of nephrotoxic antibiotic use in patients with CKD. In a study conducted in Ethiopia, a considerable proportion of hospitalized patients with CKD received nephrotoxic antibiotics, leading to AKI and worsening renal outcomes.12 Similarly, studies from India highlighted a high rate of inappropriate antibiotic prescriptions in patients with CKD.10,13 These findings underscore the urgent need for antimicrobial stewardship programs (ASPs) tailored to patients with CKD, focusing on rational prescribing, dose adjustments, and therapeutic drug monitoring (TDM). The World Health Organization and other health agencies have advocated for prudent antibiotic use to combat antimicrobial resistance and minimize the adverse effects of antibiotics.14,15 In CKD management, integrating ASPs can help reduce nephrotoxicity by promoting the selection of appropriate antibiotics and dosage regimens. Emphasizing renal function monitoring and individualized treatment plans is vital for optimizing care and improving outcomes in patients with CKD. The lack of targeted antimicrobial stewardship measures and limited awareness among prescribers often results in the unwarranted use of inappropriate antibiotics in patients with CKD, compromising patient safety and treatment outcomes.13 Common risk factors for antimicrobial-associated AKI include an existing diagnosis of CKD and the simultaneous use of other nephrotoxic medications.16 Despite the critical importance of rational antibiotic use in patients with CKD, currently, comprehensive information on the prevalence and predictors of nephrotoxic antibiotic use in this population in Nigeria is lacking. Addressing these gaps is vital for optimizing antibiotic use, minimizing nephrotoxicity, and improving clinical outcomes. This study can generate critical evidence to guide the development of context-specific ASPs in the CKD population. Understanding the drivers of nephrotoxic antibiotic prescribing in patients with CKD will help tailor interventions to promote rational use and prevent renal complications. By informing evidence-based clinical guidelines, the study will contribute to safeguarding renal function and enhancing patient safety.
This study aims to determine the prevalence and describe the prescribing patterns of nephrotoxic antibiotics, identify predictors of nephrotoxicity, evaluate the impact of nephrotoxic antibiotic exposure on renal function, and provide evidence-based recommendations for optimizing antibiotic use and reducing nephrotoxicity in patients with CKD.
MATERIAL AND METHODS
Study design and setting
This retrospective longitudinal study was conducted in a secondary healthcare facility in Maiduguri, Nigeria. This hospital is currently a 460-bed healthcare facility. It is the primary service and referral hospital for the Maiduguri Metropolis and the entire state of Borno in North-Eastern Nigeria.
Study population
The study comprised patients with CKD who received care at the medical outpatient department of the study hospital in the year 2023.
Inclusion and exclusion criteria
Inclusion criteria were patients with CKD aged ≥18 years and those who had a documented baseline creatinine value at the time of antibiotic prescribing and at least one follow-up creatinine value at least 3 months apart. Patients with incomplete medical profiles and laboratory results were excluded from the study.
Sample size determination
All eligible patients who were prescribed at least one antibiotic during the study period were included in the sample.
Operational definitions
In this study, CKD was defined as either GFR less than 60 mL/min/1.73 m2 and/or presence of any renal structural abnormality for 3 months.17
A nephrotoxic antibiotic is defined as an antibiotic known to interact with different parts of the nephron to cause glomerular injury, tubular injury or dysfunction, distal tubular obstruction from casts, and AIN mediated by a type IV (delayed-type) hypersensitivity response.5,11
Data collection
Data were collected from July to December 2024 using a pretested, predesigned proforma. Data retrieved from the patient’s medical records included demographic details (age, sex, marital status, religion, and employment status), clinical characteristics (comorbidities and creatinine levels), and antibiotic information (names and dosage regimen).
Data processing
The classification of CKD stages was based on the eGFR (estimated glomerular filtration rate), which was calculated using the chronic kidney disease epidemiology collaboration (CKD-EPI) creatinine 2021 equation via the National Kidney Foundation calculator. For logistic regression analysis, the presence of nephrotoxic antibiotics was scored as 1, while their absence was scored as 0.
Statistical analysis
Descriptive statistics were used to summarize baseline characteristics and prevalence rates. Multivariate binary logistic regression identified significant predictors of nephrotoxic antibiotic prescription. The impact of nephrotoxic antibiotic prescription on renal function was evaluated using the Mann-Whitney test to compare median eGFR values before and 3 months after prescription. A statistically significant level was set at p < 0.05.
RESULTS
Baseline characteristics of the study population
A total of 195 patients with CKD were included in the study. The demographic characteristics revealed a nearly equal distribution of sexes, with 101 males (51.8%) and 94 females (48.2%). The majority of participants (48.2%) were aged 30–49 years, while only 2.6% were 70 years or older. Most participants were married (80.5%) and practiced Islam (67.2%). The employment status was nearly balanced, with 99 individuals (50.8%) unemployed and 96 (49.2%) employed. Regarding comorbidities, hypertension was the most prevalent (72.3%), followed by hypertension combined with diabetes (7.7%) and diabetes alone (4.6%). A small fraction (1.5%) had sickle cell disease, while 13.8% had no comorbidities. Most participants had advanced CKD, with 65.6% in stage 5 and 16.9% in stage 4 [Table 1].
| Variables | n (%) |
| Sex | |
| Female | 94 (48.2) |
| Male | 101 (51.8) |
| Age group (years) | |
| 18–29 | 42 (21.5) |
| 30–49 | 94 (48.2) |
| 50–69 | 54 (27.7) |
| ≥70 | 5 (2.6) |
| Marital status | |
| Single | 38 (19.5) |
| Married | 157 (80.5) |
| Religion | |
| Christianity | 64 (32.8) |
| Islam | 131(67.2) |
| Employment status | |
| Unemployed | 99 (50.8) |
| Employed | 96 (49.2) |
| Comorbidities | |
| None | 27 (13.8) |
| Hypertension | 141 (72.3) |
| Diabetes | 9 (4.6) |
| Hypertension + Diabetes | 15 (7.7) |
| Sickle cell | 3 (1.5) |
| CKD stages | |
| 1 | 8 (4.1) |
| 2 | 6 (3.1) |
| 3 | 20 (10.3) |
| 4 | 33 (16.9) |
| 5 | 128 (65.6) |
CKD: Chronic kidney disease. n represents number of patients.
Prevalence and prescribing patterns of nephrotoxic antibiotics
Out of 195 patients, 173 (88.7%) were prescribed nephrotoxic antibiotics. Of these, 147 (85.0%) received a single nephrotoxic antibiotic per prescription, while 26 (15.0%) received two nephrotoxic antibiotics concurrently in Figure 1. Among the mono-nephrotoxic prescriptions, ceftriaxone was the most frequently prescribed (35.8%), followed by amoxicillin-clavulanic acid (26.6%) and ciprofloxacin (16.2%). For dual nephrotoxic prescriptions, the combination of ceftriaxone and ciprofloxacin was most common (12.1%), followed by amoxicillin-clavulanic acid and ciprofloxacin (2.3%) [Figure 1].

- Number of potentially nephrotoxic antibiotics per prescription (n = 173). n represents number of patients.
Overall nephrotoxic antibiotics by class and individual drugs
In terms of antibiotic classes, cephalosporins were the most frequently used nephrotoxic agents (45.2%), followed by fluoroquinolones (26.6%) and penicillins (26.1%). Individually, ceftriaxone remained the most commonly prescribed antibiotic (40.7%), followed by ciprofloxacin (26.6%) and amoxicillin-clavulanic acid (25.6%). Less common agents included neomycin (0.5%), ampicillin-cloxacillin (0.5%), and doxycycline (0.5%), as shown in Figure 2.

- Overall potentially nephrotoxic antibiotics by class and individual drugs (n = 199). n represents number of patients.
Predictors of nephrotoxicity in the study population
Logistic regression analysis identified the number of antibiotics per prescription as a significant predictor of nephrotoxicity. Patients who received two antibiotics were significantly more likely to experience nephrotoxicity [adjusted odds ratio (AOR): 3.30, 95% confidence interval (CI): 1.05–10.30, p = 0.04] compared to those who received only one. Sex and age were not significant predictors of nephrotoxicity. Males were slightly less likely to develop nephrotoxicity compared to females (AOR: 0.85, 95% CI: 0.34–2.17, p = 0.74). Age groups 30–49, 50–69, and ≥70 years did not significantly predict nephrotoxicity when compared to the 18–29 years reference group [Table 2].
| Variables | OR (95% confidence interval) | p-value | AOR (95% confidence interval) | p-value |
| Sex | ||||
| Female | Reference | Reference | ||
| Male | 0.88 (0.36–2.15) | 0.784 | 0.85 (0.34–2.17) | 0.74 |
| Age group (years) | ||||
| 18–29 | Reference | Reference | ||
| 30–49 | 1.28 (0.40–4.07) | 0.680 | 1.28 (0.36–4.61) | 0.71 |
| 50–69 | 0.91 (0.27–3.09) | 0.876 | 0.95 (0.24–3.75) | 0.94 |
| ≥70 | 0.54 (0.05–5.85) | 0.613 | 0.54 (0.04–6.54) | 0.63 |
| Comorbidities | ||||
| None | Reference | Reference | ||
| Hypertention | 0.91 (0.25–3.36) | 0.889 | 1.02 (0.23–4.40) | 0.98 |
| Diabetes | - | - | - | - |
| Hypertension + Diabetes | 0.81 (0.12–5.50) | 0.831 | 0.92 (0.11–7.67) | 0.94 |
| Sickel cell | - | - | - | - |
| Number of antibiotics/prescription | ||||
| 1 | Reference | Reference | ||
| 2 | 3.44 (1.12–10.60) | 0.031* | 3.30 (1.05–10.30) | 0.04* |
*Logistic regression analysis is significant at p < 0.050. OR: Odds ratio, AOR: Adjusted odds ratio.
The impact of nephrotoxic antibiotic exposure on renal function
Table 3: At baseline, the median eGFR for patients not exposed to nephrotoxic antibiotics was 8 ml/minute (IQR: 5–17), while for those exposed, it was 8 ml/minute (IQR: 5–22). The mean ranks were 94.77 and 98.41, respectively. The Mann-Whitney test showed no statistically significant difference between the two groups at baseline (p = 0.78). After 3 months, the median eGFR was 11 ml/minute (IQR: 5–18) in the unexposed group and 10 ml/minute (IQR: 6–24) in the exposed group. However, the difference in eGFR between the two groups remained statistically insignificant (p = 0.86).
| Baseline | 3 months | |||||||
| Ranks | Ranks | |||||||
| Nephrotoxic antibiotic exposure | eGFR, median (interquartile range) ml/minute | Mean rank | Sum of ranks | p-value | eGFR, median (interquartile range) ml/minute | Mean rank | Sum of ranks | p-value |
| No | 8 (5–17) | 94.77 | 2085 | 0.78* | 11 (5–18) | 90.05 | 1801 | 0.86* |
| Yes | 8 (5–22) | 98.41 | 17025 | 10 (6–24) | 92.24 | 15035 | ||
*Mann-Whitney Test is not significant at p < 0.050. eGFR: Estimated glomerular filtration rate.
Summary of key findings
High prevalence of nephrotoxic antibiotic use
Out of 195 patients, 88.7% (n = 173) were prescribed at least one nephrotoxic antibiotic.
Nephrotoxic antibiotic prescription patterns
An overwhelming proportion (85.0%) of the study patients received one nephrotoxic antibiotic; the most commonly used were ceftriaxone (35.8%), amoxicillin-clavulanic acid (26.6%), and ciprofloxacin (16.2%). Only 15.0% received two nephrotoxic antibiotics concurrently, mostly ceftriaxone + ciprofloxacin (12.1%). Cephalosporins (45.2%), fluoroquinolones (26.6%), and penicillins (26.1%) were the most prescribed nephrotoxic antibiotic classes.
Predictors of nephrotoxicity
Concurrent use of two antibiotics was associated with a significantly higher risk of nephrotoxicity (AOR: 3.30, 95% CI: 1.05–10.30, p = 0.04). Sex and age were not significant predictors (p > 0.05).
Renal function (eGFR) comparison
At baseline, there was no significant difference in eGFR between exposed (median: 8 ml/minute) and unexposed groups (median: 8 ml/minute), p = 0.78. After 3 months, eGFR slightly improved more in the unexposed group (median: 11 ml/minute) compared to the exposed group (median: 10 ml/minute), but the difference remained insignificant (p = 0.86).
DISCUSSION
The results demonstrate a high prevalence of nephrotoxic antibiotic prescriptions among patients living with CKD, with cephalosporins, fluoroquinolones, and penicillins being the most frequently prescribed. The concurrent use of multiple antibiotics is associated with an increased risk of nephrotoxicity. Although no immediate impact on renal function was observed between groups, prolonged exposure could lead to a significant reduction in renal function within the exposed group over time. These findings underscore the need for cautious antibiotic prescribing and enhanced antimicrobial stewardship to safeguard patients with CKD from further renal impairment.
The findings of this study reveal a significant prevalence of nephrotoxic antibiotic prescriptions, with 88.7% of patients receiving potentially harmful agents. This aligns with previous research emphasizing the widespread use of nephrotoxic antibiotics in clinical practice. For instance, a Swedish study reported a comparable frequency of nephrotoxic antibiotic prescriptions.18 These findings raise serious concerns about prescribing safety in renal-impaired populations. It highlights a need for heightened awareness and caution among prescribers.
The predominance of cephalosporins, particularly ceftriaxone, as the most frequently prescribed nephrotoxic antibiotic aligns with trends observed in other studies. A previous study similarly identified cephalosporins (cefixime) as commonly implicated in nephrotoxicity in an Indonesian cohort.19 The high utilization of cephalosporins is likely due to their broad-spectrum efficacy, making them a preferred choice in diverse clinical settings. However, AIN associated with cephalosporins is more frequently linked to first-generation cephalosporins.5 AIN typically presents as non-oliguric AKI in approximately 10 days post-exposure, often accompanied by pyuria, hematuria, and low-grade proteinuria.16 Although eosinophilia and allergic-type symptoms may be present, they are often absent.15,20 These findings highlight the importance of reevaluating prescribing patterns to mitigate renal impairment risks.
In contrast, vancomycin was the most frequently prescribed nephrotoxic antibiotic among patients with renal impairment in Ethiopia.12 This discrepancy may be attributed to differences in bacterial resistance patterns and prescribing habits across healthcare settings in different countries. Notably, ciprofloxacin ranked as the second most prescribed nephrotoxic antibiotic in both the present study and a previous study,12 consistent with evidence linking fluoroquinolones, particularly ciprofloxacin, to AKI.16,20,21 AKI associated with fluoroquinolones is predominantly secondary to AIN but has also been reported to result from acute tubular necrosis (ATN) in cases of overdose, as well as rare occurrences of granulomatous interstitial nephritis and crystalluria.20,22–24 In the present study, penicillins, primarily amoxicillin-clavulanic acid, ranked third among the most frequently prescribed antibiotics that are nephrotoxic. Granulomatous AIN has been observed on biopsy following the use of penicillins (such as methicillin, ampicillin, and oxacillin) and cephalosporins,25 further reinforcing the necessity of cautious prescribing, particularly in patients with CKD. While most patients in the present study received a single nephrotoxic agent, the occurrence of dual nephrotoxic prescriptions warrants concern. The most common combination observed was ceftriaxone with ciprofloxacin. This underscores the necessity of rational prescribing when treating infection in CKD populations by more stringent evaluation of alternatives or favoring antibiotics with a lower nephrotoxicity profile when clinically appropriate.
The present study also identified a strong relationship between the number of antibiotics prescribed and the risk of nephrotoxicity, a pattern consistent with previous research.12 This reinforces the importance of minimizing antibiotic exposure through judicious prescribing. Notably, neither age nor sex emerged as significant predictors of nephrotoxicity in the present cohort, a finding that contrasts with prior studies that identified older age as a risk factor for AKI in patients receiving nephrotoxic medications.12,26 The absence of significant age-related differences in the present study suggests the need for further investigation into potential confounding factors unique to this patient population. Nevertheless, poly-antibiotic therapy should be carefully justified and closely monitored in patients with CKD.
Furthermore, a slight trend suggesting males were less likely to develop nephrotoxicity compared to females adds complexity to the interpretation of sex-related risks. While some studies have reported increased susceptibility in female patients, potentially due to pharmacokinetic differences and variations in body composition,12,27 further research is warranted to clarify these associations. Between-group comparisons revealed that at baseline, patients exposed to nephrotoxic antibiotics and those not exposed had similar median eGFR values, indicating no pre-existing differences in renal function. However, at 3-month follow-up, the exposed group exhibited a slight decline in eGFR compared to the unexposed group. While not statistically significant, this trend aligns with the findings of a prior study conducted in the same study area, which also reported no statistically significant differences in the mean change in eGFR per month among patients with CKD exposed to several nephrotoxic medications.6 The absence of significant differences in eGFR progression between the exposed and unexposed groups may reflect either a short follow-up period or the presence of potential confounders. Nonetheless, the clinical burden of impaired renal function in these patients warrants close surveillance.
Limitations
Some limitations must be acknowledged. First, the study’s observational design limits the ability to establish causality between the use of nephrotoxic antibiotics and decline in renal function. While statistical associations were identified, confounding factors such as concurrent medications and individual variations in renal reserve may have influenced the findings. Future studies employing randomized controlled trials or propensity score-matched analyses could help strengthen causal inferences.
Second, the reliance on medical records for antibiotic prescriptions and renal function data introduces the potential for documentation bias. Variability in clinician documentation may have affected the accuracy of medication exposure assessment. To mitigate this, standardized data collection protocols and real-time prescription monitoring systems should be integrated into clinical practice to ensure comprehensive and accurate data recording.
Additionally, the study was conducted in a single-center setting, which may limit the generalizability of the findings to broader populations with differing prescribing practices, healthcare infrastructure, and antimicrobial resistance patterns. Expanding future research to multi-center or population-based studies would provide a more representative understanding of nephrotoxic antibiotic use in patients with CKD across diverse settings.
Another limitation is the relatively short follow-up period of 3 months, which may not have fully captured the long-term impact of nephrotoxic antibiotic exposure on renal function. A longer follow-up duration could provide a more comprehensive assessment of renal trajectory, particularly in patients with CKD at various stages of the disease. Longitudinal studies with extended monitoring would be beneficial in addressing this gap.
Furthermore, although this study accounted for the presence of multiple nephrotoxic prescriptions, it did not incorporate therapeutic drug monitoring (TDM) data for antibiotics such as aminoglycosides. Given the well-established link between TDM and reduced risk of nephrotoxicity, future studies should integrate TDM parameters to assess their role in mitigating renal injury.
The lack of biopsy-confirmed cases of AIN or ATN limits the ability to characterize the exact renal injury mechanisms associated with nephrotoxic antibiotic exposure. Additionally, relying solely on eGFR without considering other markers of nephrotoxicity (e.g., serum creatinine trends, urinary markers) may understate the incidence or severity of kidney damage. Prospective studies incorporating biomarkers of kidney injury may provide more precise insights into the detection of early nephrotoxicity and its clinical implications, as well as a better estimate of the incidence or severity of kidney damage.
Despite these limitations, the study highlights critical areas for intervention. Implementation of ASPs targeting safer antibiotic prescribing in patients with impaired renal function. Additionally, promoting individualized risk assessment, making appropriate dose adjustments of nephrotoxic agents, and incorporating real-time renal function monitoring into prescribing decisions are crucial measures to minimize the harm caused by nephrotoxicity. Collaborative efforts among clinicians, nephrologists, and pharmacists will be crucial in optimizing antimicrobial therapy while preserving renal function in patients with CKD. Furthermore, establishing or reinforcing protocols for routine renal function monitoring in patients prescribed nephrotoxic antibiotics, particularly in cases of concurrent therapy, is crucial. Finally, the impact of pharmacist-led interventions or decision-support tools on reducing nephrotoxic prescribing should be investigated.
CONCLUSION
The study findings highlight the need for heightened awareness, careful monitoring of renal function, and avoidance of unnecessary exposure to nephrotoxic antibiotics. The increased risk of nephrotoxicity associated with dual antibiotic prescriptions emphasizes the need for rational prescribing, favoring lower-risk alternatives whenever feasible.
While certain demographic variables did not emerge as significant predictors, the results suggest the need for continued research into the nuanced interactions between antibiotic prescribing patterns and renal outcomes. Moving forward, a balanced approach to antibiotic therapy is critical, ensuring effective infection management while minimizing nephrotoxicity. Strengthening antibiotic stewardship programs and fostering a multidisciplinary approach involving nephrologists, infectious disease specialists, and clinical pharmacists will be instrumental in optimizing patient outcomes and preserving renal function in this high-risk population.
Ethical approval
The research/study approved by the Institutional Review Board at State Specialist Hospital, Maiduguri, number SSH/GEN/641, dated 25th July 2024.
Declaration of patient consent
Patient’s consent not required as patients identity is not disclosed or compromised.
Financial support and sponsorship
Nil.
Conflicts of interest
There are no conflicts of interest.
Use of artificial intelligence (AI)-assisted technology for manuscript preparation
The authors confirm that there was no use of artificial intelligence (AI)-assisted technology for assisting in the writing or editing of the manuscript and no images were manipulated using AI.
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