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Frontiers in oncology · 2025

Safety of totally implantable venous access devices and peripherally inserted central catheters in hematological malignancies patients: a meta-analysis.

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Gu M, Huang X

Аннотация

BackgroundThe use of totally implantable venous access devices (TIVADs) and peripherally inserted central catheters (PICCs) are the two options for patients receiving chemotherapy for hematologic malignancies. However, it remains unclear which approach yields superior patient outcomes. This meta-analysis aimed to compare the efficacy of TIVAPs and PICCs in patients undergoing chemotherapy for hematologic malignancies.MethodsA comprehensive literature search was conducted in PubMed, Embase, Cochrane Library, Wanfang, and China National Knowledge Infrastructure (CNKI) to identify available articles comparing the effect of TIVADs and PICCs. Statistical analyses were performed using RevMan 5.3 and STATA 12.0, with odds ratios (OR) and 95% confidence intervals (CI) used as effect indicators.ResultsA total of 10 studies, including 784 patients (386 in the TIVAD group and 398 in the PICC group), met the eligibility criteria. The meta-analysis results demonstrated that compared with PICCs, TIVAPs were associated with lower significantly risks of infection (OR: 0.21, 95% CI: 0.11-0.40), catheter occlusion (OR: 0.31, 95% CI: 0.13-0.77), phlebitis (OR: 0.16, 95% CI: 0.06-0.42), and catheter dislodgement (OR: 0.25, 95% CI: 0.08-0.76) compared to PICCs. However, there was no significant difference between the two devices in terms of thrombosis risk (OR: 0.37, 95% CI: 0.10-1.41).ConclusionThis meta-analysis suggests a potential association between TIVAPs and a lower risk of complications compared with PICCs in patients with hematologic malignancies undergoing chemotherapy.

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Introduction

Patients with hematologic malignancies, such as leukemia, lymphoma, and multiple myeloma, often require prolonged and recurrent intravenous chemotherapy, anti-infective treatment, and blood product transfusions ( 1 , 2 ). Since these treatment procedures involve the infusion of chemotherapy drugs, peripheral venipuncture can not only cause phlebitis but also vein damage, thereby making long-term treatment more difficult ( 3 ). To ensure safe and effective drug administration while minimizing the discomfort of repeated venipunctures, a central venous access device (CVAD) is widely utilized in clinical practice ( 4 ).

Currently, two primary types of CVADs are commonly employed for chemotherapy in patients with hematologic malignancies: peripherally inserted central catheters (PICCs) and totally implantable venous access devices (TIVADs) ( 5 , 6 ). PICCs are inserted through peripheral veins, such as the basilic, cephalic, or median cubital veins, and advanced into the central circulation ( 7 ). This method is relatively simple and does not require surgical intervention; furthermore, the device can be used immediately after insertion. However, the external catheter component increases the risk of infection and thrombosis. Additionally, patients with PICCs require regular maintenance, including flushing and dressing changes, to minimize complications ( 8 , 9 ). In contrast, TIVADs are fully implanted venous access systems, with the port placed subcutaneously and the catheter positioned in the superior vena cava ( 10 ). Because TIVADs do not have an external component when not in use, they carry a lower risk of infection and require minimal maintenance. Furthermore, TIVADs can remain in place for extended periods, thus reducing the inconvenience of frequent catheter replacement during long-term treatment. The subcutaneous placement of the port also allows patients greater mobility and improved quality of life ( 11 ). However, the implantation procedure requires surgery, involves higher initial costs, and may be associated with complications such as subcutaneous infections, thrombosis, or catheter-related issues ( 12 ).

Although both PICCs and TIVADs are widely used in clinical practice, their respective advantages and limitations remain debated ( 13 ). Some studies suggest that TIVADs are superior in reducing infection and thrombosis rates, prolonging catheter retention, and enhancing patient satisfaction ( 14 ). Conversely, other studies argue that PICCs offer greater flexibility and eliminate surgical risks. Therefore, this study aimed to conduct a meta-analysis to compare the efficacy and safety of TIVADs versus PICCs in patients receiving chemotherapy for hematologic malignancies, thus providing evidence-based guidance for clinical decisions.

Methods

The meta-analysis is conducted in accordance with the Preferred Reporting Items for Systematic Evaluation and Meta‐Analysis (PRISMA) ( 15 ).

Search strategies

A comprehensive literature search was conducted across multiple databases, including PubMed, Embase, Cochrane Library, Wanfang, and China National Knowledge Infrastructure (CNKI), to identify studies published up to February 2025 on the application of peripherally inserted central catheters (PICC) and totally implantable venous access devices (TIVAD) in patients undergoing chemotherapy for hematologic malignancies. The search strategy was consisted of free text terms and Medical Subject Headings, such as “PICC”, “peripherally inserted central catheter”, “totally implantable vascular access device”, “PORT”, “TIVAD”, “hematologic malignancies”, and “chemotherapy”. No language limitation was set during the literature search. An additional relevant search was performed by manually searching the references of eligible studies or reviews.

Eligibility criteria

The following inclusion criteria were adopted: (1) Population: patients receiving chemotherapy for hematologic malignancies; (2) Intervention and comparison: comparing the effect of TIVAD and PICC; (3) Outcome: infection, catheter occlusion, phlebitis, catheter dislodgement, and the thrombosis; (4) Study design: randomized controlled trials (RCTs) or case-controls studies. Articles with the following exclusion criteria were eliminated: (1) duplicate publications; (2) meta-analyses, conference articles, case reports, and reviews; (3) articles without available data.

Data extraction and quality assessment

Data collection and extraction were conducted using a predesigned form. Disagreements were resolved through discussion. The following data were extracted for each included study: first author’s name, publication date, patient age, gender, sample size, and outcomes. The Cochrane risk of bias toll was used to evaluate the methodological quality and risk of bias of included RCTs. The process was conducted by two researchers separately, and differences were resolved through discussion.

Statistical analysis

Data analysis was performed using RevMan 5.3 and STATA 12.0. The dichotomous variables used odds ratio (OR) as the effect indicator. All effect sizes were presented with 95% confidence intervals (CI). The I 2 statistic and Cochran’s Q test were used to assess heterogeneity among studies. A I 2 statistic values of < 25, 25-75%, and >75% indicate low, moderate, and high levels of heterogeneity, respectively. Substantial heterogeneity (I 2 >50%) was identified, a random-effects model was used to analysis, and we also conducted a sensitivity analysis to examine the source of heterogeneity. A P value <0.05 is taken to indicate statistical significance.

Results

Search results and study characteristics

A total of 33 studies were initially retrieved. After the removal of duplicates, 33 studies remained for title and abstract screening. Of these, 20 studies were excluded because they were irrelevant or did not meet the eligibility criteria. The remaining 13 articles were subjected to full-text review, and 3 additional articles were excluded because of a lack of available data and comparison groups. Ultimately, 10 studies ( 14 , 16 – 24 ) were included in this meta-analysis ( Figure 1 ). Among the 10 studies, 9 studies were RCTs, one study was a case–control study, and all the studies were from China. Overall, 784 patients were included: 386 in the TIVAD group and 398 in the PICC group. The median ages in the studies ranged widely (range: 5–60 years). The outcome indices mainly included infection, catheter occlusion, phlebitis, catheter dislodgement, and thrombosis ( Table 1 ).

Figure 1 Study flowchart. Flowchart depicting study identification and screening process for inclusion in research. From 33 identified records, none were duplicates. After screeni…
Figure 1 Study flowchart. Flowchart depicting study identification and screening process for inclusion in research. From 33 identified records, none were duplicates. After screening, 20 were excluded. Thirteen reports were assessed for retrieval; none were unretrieved. Three reports were excluded due to lack of data or comparison. Ten studies were included.

Table 1
Characteristics of the included studies.
RCT, randomized controlled trials; TIVAD, totally implantable venous access device; PICC, peripherally inserted central catheter.

Author, yearStudy designCountryDate collection timeGroupGender (male/female)Age (years)Outcome
( 24 )RCTChina2021.6-2024.5TIVAD22/1949.37 ± 1.38catheter dislodgement, thrombosis, infection,
PICC21/2048.96 ± 1.29
( 14 )retrospectiveChina2020.5-2021.5TIVAD30/1847 ± 4.35thrombosis, infection, phlebitis, catheter dislodgement, catheter occlusion
PICC33/1578 ± 6.06
( 17 )RCTChina2014.1-2015.5TIVAD23/1845.05 ± 4.96thrombosis, infection, phlebitis, catheter occlusion
PICC22/2043.21 ± 4.79
( 22 )RCTChina2016.7-2019.2TIVAD13-Dec60.4 ± 6.0thrombosis, infection, phlebitis, catheter occlusion
PICCAug-1758.8 ± 6.4
( 21 )RCTChina2017.9-2018.9TIVAD22/245.4 ± 1.7thrombosis, infection, phlebitis, catheter dislodgement, catheter occlusion
PICC24/225.6 ± 1.8
( 16 )RCTChina2009.3-2011.3TIVAD17/1435.2 ± 11.70infection, phlebitis, catheter dislodgement
PICCDec-1934.8 ± 12.60
( 20 )RCTChina2017.3-2018.10TIVAD23/206.35 ± 0.51thrombosis, infection, phlebitis
PICC22/216.41 ± 0.49
( 19 )RCTChina2015.1-2016.6TIVAD27/2035.2 ± 12.50infection, catheter dislodgement, catheter occlusion
PICC28/2134.8 ± 11.70
( 24 )RCTChina2021.3-2023.2TIVAD18/2050.3 ± 7.6infection, catheter dislodgement, catheter occlusion
PICC20/2251.87 ± 7.7
( 18 )RCTChina2013.2-2015.2TIVAD14-Dec39.94 ± 6.25phlebitis, infection, catheter dislodgement, catheter occlusion
PICC16/1538.56 ± 5.51

Quality of the studies

Nine studies were RCTs, and the risk of bias was assessed with the Cochrane Risk of Bias tool. Two studies did not report random sequence generation. Nine studies did not describe allocation concealment, blinding of participants and personnel, or blinding of outcome assessment ( Figure 2 ). One retrospective study was included, and a score of 6 was given according to the Newcastle–Ottawa Scale (NOS) score.

Figure 2 Summary of risk of bias for each included study. A risk of bias summary table for several studies, showing categories like random sequence generation, allocation concealm…
Figure 2 Summary of risk of bias for each included study. A risk of bias summary table for several studies, showing categories like random sequence generation, allocation concealment, blinding of participants and personnel, and more. Symbols indicate levels of bias: green plus signs for low risk, yellow question marks for unclear risk, and red minus signs for high risk, with varying results across studies.

Quantitative synthesis

Infection

A heterogeneity test was conducted on the 10 included articles, and the results revealed no significant heterogeneity among the studies (I 2 = 0%). Thus, a fixed effects model was used for the analysis. Meta-analysis revealed that compared with PICCs, TIVADs significantly decreased the infection risk (OR: 0.21, 95% CI: 0.11-0.40, p < 0.001) ( Figure 3 ) ( Table 2 ).

Figure 3 Meta-analysis of risk of infection between TIVADs and PICCs. Forest plot depicting odds ratios (OR) and confidence intervals (CI) of studies from 2012 to 2024. Each study…
Figure 3 Meta-analysis of risk of infection between TIVADs and PICCs. Forest plot depicting odds ratios (OR) and confidence intervals (CI) of studies from 2012 to 2024. Each study shows varied ORs with confidence intervals, marked by black diamonds and horizontal lines. A red dashed line marks the reference line at one. The overall effect size is indicated at the bottom with a blue diamond, showing OR 0.21 and I-squared 0.0%.

Table 2
The main results.
TIVAD, totally implantable venous access device; PICC, peripherally inserted central catheter; OR, odds ratios; CI, confidence intervals.

Author,yearInfectionCatheter occlusionPhlebitisCatheter dislodgementThrombosis
TIVADPICCTIVADPICCTIVADPICCTIVADPICCTIVADPICC
EventNo-eventEventNo-eventEventNo-eventEventNo-eventEventNo-eventEventNo-eventEventNo-eventEventNo-eventEventNo-eventEventNo-event
( 17 )239537140339140339038240140240
( 22 )124223025223025124025223025124
( 16 )130229031229031229
( 24 )137240038141
( 18 )125427125229125427026427
( 14 )04821270481137048147048147
( 19 )344742245643146247043142
( 20 )142340043142
( 21 )046244145343046343140338041140
Pooled results (OR with 95CI%)(OR: 0.21, 95% CI: 0.11-0.40)(OR: 0.31, 95% CI: 0.13-0.77)(OR: 0.16, 95% CI: 0.06-0.42,(OR: 0.25, 95% CI: 0.08-0.76)(OR: 0.37, 95% CI: 0.10-1.41)

Catheter occlusion

Seven studies reported the effects of TIVADs and PICCs on catheter occlusion. No statistical heterogeneity was observed among the studies (I 2 = 0%). Pooled analysis revealed that the risk of catheter occlusion was significantly lower for TIVADs than for PICCs (OR: 0.31, 95% CI: 0.13-0.77, p < 0.001) ( Figure 4 ; Table 2 ).

Figure 4 Meta-analysis of risk of phlebitis between TIVADs and PICCs. Forest plot showing the odds ratios (OR) and confidence intervals (CI) for studies from 2012 to 2022 on a hor…
Figure 4 Meta-analysis of risk of phlebitis between TIVADs and PICCs. Forest plot showing the odds ratios (OR) and confidence intervals (CI) for studies from 2012 to 2022 on a horizontal line. Each study is represented by a square with lines indicating the CI. Sizes vary based on study weight. The overall effect is depicted by a diamond, with an OR of 0.16 (CI: 0.06, 0.42). The plot assesses heterogeneity with I-squared at 0.0% and p-value at 0.907.

Phlebitis

Seven studies reported phlebitis data. A fixed effects model was used to pool the data because heterogeneity across the included studies was low (I 2 = 0.0%). The results revealed that compared with PICCs, TIVADs were associated with a lower phlebitis rate (OR: 0.16, 95% CI: 0.06-0.42, p < 0.001) ( Figure 5 ; Table 2 ).

Figure 5 Meta-analysis of risk of catheter occlusion between TIVADs and PICCs. Forest plot depicting odds ratios (OR) with 95% confidence intervals for seven studies. Studies incl…
Figure 5 Meta-analysis of risk of catheter occlusion between TIVADs and PICCs. Forest plot depicting odds ratios (OR) with 95% confidence intervals for seven studies. Studies include He (2012), Li (2016), Zhou (2016), Xie (2017), Liu (2019), Ni (2020), Wang (2024), and an overall result. Li has the highest weight at 14.81%, and Zhou the lowest at 8.98%. The overall OR is 0.31 (0.13, 0.77) with an I-squared of 0.0% and p-value of 0.998. Vertical line at OR=1 indicates no effect.

Catheter dislodgement

A total of six studies reported catheter dislodgement data. No statistical heterogeneity was observed among the studies (I 2 = 0.0%). The forest plot revealed that the rate of catheter dislodgement was significantly lower for TIVADs than for PICCs (OR: 0.25, 95% CI: 0.08-0.76, p < 0.001) ( Figure 6 ; Table 2 ).

Figure 6 Meta-analysis of risk of catheter dislodgement between TIVADs and PICCs. Forest plot displaying the odds ratios and 95% confidence intervals for five studies: Zhou (2016)…
Figure 6 Meta-analysis of risk of catheter dislodgement between TIVADs and PICCs. Forest plot displaying the odds ratios and 95% confidence intervals for five studies: Zhou (2016), Xie (2017), Ni (2020), Zhang (2022), and Wang (2024). Each study is represented by a horizontal line with a square marker. The overall effect size is indicated by a diamond at the bottom. Data include weights: Zhou (26.65%), Xie (12.63%), Ni (16.16%), Zhang (9.79%), Wang (15.47%, 19.29%). Overall odds ratio is 0.25 (95% CI: 0.08, 0.76). Heterogeneity is minimal with I-squared 0.0%, p-value 0.983.

Thrombosis

Five studies reported the effects of TIVADs and PICCs on thrombosis. No statistical heterogeneity was observed among the studies (I 2 = 0.0%). The results revealed that thrombosis risk (OR: 0.37, 95% CI: 0.10-1.41, p = 0.144) was similar between the two groups ( Table 2 ).

Sensitivity analysis

Sensitivity analyses for infection, catheter occlusion, phlebitis, catheter dislodgement, and thrombosis were performed, which demonstrated that excluding any one study did not affect the reliability of the results and suggested stability and reliance ( Figure 7 ).

Figure 7 Sensitivity analysis of the impact of TIVADs on infection. Forest plot showing meta-analysis fixed-effects estimates for nine studies labeled Li, Ni, He, Wang, Zhou, Zhan…
Figure 7 Sensitivity analysis of the impact of TIVADs on infection. Forest plot showing meta-analysis fixed-effects estimates for nine studies labeled Li, Ni, He, Wang, Zhou, Zhang, Xie, Li, and Liu. Horizontal lines represent confidence intervals, with diamonds indicating point estimates. The plot spans from -2.10 to -0.29.

Publication bias

A funnel plot and Egger’s test were used to assess publication bias. As shown in Figure 8 , the funnel plot demonstrated a relatively symmetrical distribution of studies, indicating a low likelihood of publication bias. This observation was supported by Begg’s test (p = 0.06) and Egger’s test (p = 0.192).

Figure 8 The funnel plots of the infection. Begg's funnel plot displaying log odds ratios (logOR) on the y-axis versus the standard error of logOR on the x-axis. Data points are s…
Figure 8 The funnel plots of the infection. Begg's funnel plot displaying log odds ratios (logOR) on the y-axis versus the standard error of logOR on the x-axis. Data points are scattered within the funnel, bounded by pseudo 95% confidence limits, showing potential publication bias.

Discussion

The findings of this meta-analysis provide critical insights into the comparative safety of TIVADs and PICCs in patients undergoing chemotherapy for hematologic malignancies. Our results indicated that compared with PICCs, TIVADs were associated with a lower risk of infection, catheter occlusion, phlebitis, and catheter dislodgement.

One of the most notable findings was the significantly lower infection rate in the TIVAD group. The absence of an external catheter component in TIVAD reduces the risk of contamination, which is particularly important for immunocompromised patients with hematologic malignancies ( 25 ). In contrast, PICCs have an external portion that requires frequent handling and maintenance, increasing the risk of microbial colonization and subsequent bloodstream infections ( 26 , 27 ). Given that infection is a major cause of morbidity and mortality in cancer patients, the lower infection risk associated with TIVAD presents a compelling argument for its preferential use in long-term chemotherapy regimens.

Similarly, the lower rates of catheter occlusion and phlebitis associated with TIVADs may be attributed to their completely implanted nature and the materials used in their construction. TIVADs are typically made of biocompatible materials that reduce thrombotic potential ( 28 ), whereas PICCs, which remain in peripheral veins for extended periods, may trigger endothelial irritation, leading to phlebitis and subsequent occlusion ( 29 , 30 ). This is particularly relevant for patients requiring prolonged chemotherapy, as frequent catheter-related complications can lead to treatment delays and additional medical interventions.

The significant reduction in catheter dislodgement rates further supports the advantages of TIVADs. Since TIVADs are surgically implanted and anchored subcutaneously, they are less likely to be dislodged because of patient movement or accidental traction ( 31 ). In contrast, PICCs, which are externally accessible, are more vulnerable to accidental removal, particularly in ambulatory patients who may be at greater risk of catheter displacement ( 7 ). This finding suggests that TIVADs may provide greater reliability and continuity in treatment, improving patient compliance and reducing the need for catheter replacement procedures.

Interestingly, our analysis did not find a significant difference in thrombosis risk between the two devices. Although previous studies have suggested that PICCs may be more thrombogenic due to their placement in peripheral veins with slower blood flow ( 32 ), the absence of a statistically significant difference in our study suggests that other factors, such as catheter materials, standardized insertion protocols, and thromboprophylaxis practices, may play crucial roles in thrombosis prevention ( 33 ). Nevertheless, the lack of detailed thromboprophylaxis data in the included studies limits definite conclusions. Future research should focus on stratifying thrombosis risk by anticoagulation protocols, catheter characteristics, and insertion methods to better inform clinical practice.

Although most studies included in this meta-analysis were RCTs, many lacked sufficient reporting of key methodological features, including randomization procedures, allocation concealment, or blinding. These omissions raise concerns about potential bias, particularly with respect to estimation of complication rates and overall effect sizes. The lack of methodological rigor may have inflated the observed benefits of TIVADs. Therefore, the results should be interpreted cautiously, and further high-quality, multicenter randomized trials are needed to corroborate these finding. However, catheter tip malpositioning is a known risk factor for PICC-related complications. Marano et al. proposed an ultrasonographic method that enables safe and accurate tip positioning without radiation exposure, offering a promising alternative to traditional radiographic confirmation ( 34 ). This technique highlights the importance of standardized, precise placement protocols in reducing procedural risks. Additionally, a recent five-year analysis by Abou-Mrad et al. demonstrated the long-term safety and efficacy of TIVADs in oncology patients, underscoring the critical role of optimized implantation techniques and maintenance protocols ( 35 ). These findings complement our results and further support the clinical value of TIVADs when used appropriately. Notably, several studies have reported immediate or early-phase benefits of PICCs (such as shorter insertion times, simpler insertion procedures, and lower upfront costs) compared to TIVADs, particularly in patients with shorter chemotherapy regimens ( 36 , 37 ). However, our meta-analysis could not fully quantify these due to heterogeneous reporting and lack of sufficient data.

In addition to safety-related outcomes, patient-centered aspects such as quality of life (QoL) and ease of use are also important when comparing TIVADs and PICCs. A prospective cohort study in patients with breast or colon cancer found no significant overall difference in global QoL between the two devices, although ports were associated with more pain at insertion, whereas PICCs had a greater negative psychosocial impact ( 37 ). More recently, a large observational study in women receiving neoadjuvant chemotherapy reported that overall QoL scores significantly favored PICC-ports over PICCs, particularly among younger patients, with advantages in psychological and social domains, while device-related complication rates were similar between groups ( 27 ). Furthermore, retrospective data suggest that TIVADs may offer longer catheter dwell times and fewer removals due to complications, thereby reducing treatment interruptions and potentially improving ease of use and patient satisfaction ( 38 ). Taken together, these findings indicate that while complication rates remain essential endpoints, QoL and usability considerations should also be integrated into future comparative studies of vascular access devices.

This meta-analysis has several limitations. First, all included studies were from China, which may limit the generalizability of our results. Differences in health care systems, catheter insertion techniques, maintenance protocols, and complication monitoring practices across regions could influence clinical outcomes. Therefore, our conclusions should be interpreted with caution when applied to non-Chinese populations. Nonetheless, retrospective studies from other countries have similarly reported that TIVADs are associated with fewer complications than PICCs among cancer patients, which provides external support for our findings despite regional limitations. Second, while most included studies were RCTs, the methodological quality of the studies varied. Some studies lacked detailed reporting on randomization, allocation concealment, and blinding, introducing potential bias. Additionally, the inclusion of one retrospective study may have further influenced the reliability of our findings. Future studies with rigorous methodological designs and larger sample sizes are needed to strengthen this evidence. Third, this meta-analysis was limited to five safety-related outcomes because of the availability of data. However, other clinically meaningful factors, such as catheter longevity, patient-reported satisfaction, ease of device management, chemotherapy regimens and cost-effectiveness were rarely reported in the included studies ( 39 ). In addition, the absence of CTCAE-based grading across trials may reduce the granularity of our safety assessment and should be considered when interpreting the results. These outcomes are particularly relevant in the context of long-term cancer care, where patient comfort, treatment adherence, and health care resource utilization are critical. Future research should incorporate these dimensions to provide a more comprehensive assessment of central venous access options in oncology.

Conclusion

In summary, our meta-analysis suggests a potential association between TIVAD use and a lower risk of complications compared with PICCs in patients with hematologic malignancies. Nevertheless, given the geographic limitations of the included studies, the absence of cost-effectiveness assessments, and the moderate overall sample size, these results should be interpreted with caution. Additional large-scale, multicenter studies in diverse health care settings are required to validate these findings.

Funding Statement

The author(s) declare that no financial support was received for the research, authorship, and/or publication of this article.

Data availability statement

The original contributions presented in the study are included in the article/supplementary material. Further inquiries can be directed to the corresponding author.

Author contributions

MG: Conceptualization, Data curation, Formal analysis, Investigation, Methodology, Software, Writing – original draft, Writing – review & editing. XH: Conceptualization, Data curation, Formal analysis, Investigation, Methodology, Software, Supervision, Validation, Visualization, Writing – original draft, Writing – review & editing.

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.

Generative AI statement

The author(s) declare that no Generative AI was used in the creation of this manuscript.

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Associated Data

Data Availability Statement

The original contributions presented in the study are included in the article/supplementary material. Further inquiries can be directed to the corresponding author.

ИП Урсолов Владлен Сергеевич

ИНН 500118482352 · ОГРНИП 314500117700049

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