Intensive complex physical therapy combined with intermittent pneumatic compression versus Kinesio taping for treating breast cancer-related lymphedema of the upper limb: A randomised cross-over clinical trial

Development and Validation of Upper Limb Lymphedema in Patients After Breast Cancer Surgery Using a Practicable Machine Learning Model: A Retrospective Cohort Study

Objective

Upper limb lymphedema is one of the most common adverse events related to surgery owing to the large gap between guideline implementation and the intended clinical outcomes. However, the monitoring of limb lymphedema remains challenging because of vague clinical presentations. This study aimed to develop and validate practical predictive models for upper limb lymphedema through machine learning.

Methods

We retrospectively collected clinical data to develop models for early risk prediction of upper limb lymphedema based on a single-center electronic health record data from patients who underwent breast cancer surgery from June 2021 through June 2023. For prediction model building, 70% and 30% of the data were randomly split into training and testing sets, respectively. We then developed an upper limb lymphedema prediction model using machine learning algorithms, which included random forest model (RFM), generalized logistic regression model (GLRM), and artificial neural network model (ANNM). For evaluating the model's performance, we used the area under the receiver operating characteristic curve (AUROC), calibration curve to compare different models. The potential clinical usefulness of the best model at the best threshold was assessed through a net benefit approach using a decision curve analysis (DCA).

Results

Of the 3201 patients screened for eligibility, 3160 participants were recruited for the prediction model. Among these, Body Mass Index (BMI), hypertension, TNM, lesion site, level of lymph node dissection(LNMD), treatment, and nurse were independent risk factors for upper limb lymphedema and were listed as candidate variables of ML-based prediction models. The RFM algorithm, in combination with seven candidate variables, demonstrated the highest prediction efficiency in both the training and internal verification sets, with an area under the curve (AUC) of 0.894 and 0.889 and a 95% confidence interval (CI) of 0.839-0.949 and 0.834-0.944, respectively. The other two types of prediction models had prediction efficiencies between AUCs of 0.731 and 0.819 and 95% CIs of 0.674-0.789 and 0.762-0.876, respectively.

Conclusion

The interpretable predictive model helps physicians more accurately predict the upper limb lymphedema risk in patients undergoing breast cancer surgery. Especially for the RFM, this newly established machine learning-based model has shown good predictive ability for distinguishing high risk of upper limb lymphedema, which could facilitate future clinical decisions, hospital management, and improve outcomes.

Effect of Kinesiology Taping on Breast Cancer-Related Lymphedema: A Systematic Review and Meta-Analysis of Randomized Controlled Trials

PURPOSE

The objective of this systematic review and meta-analysis was to evaluate the impact of kinesiology taping on individuals suffering from breast cancer-related lymphedema.

METHODS AND METHODS

We conducted a comprehensive search in PubMed, Cochrane Library, and Embase databases, spanning from their inception date to December 20, 2023, to identify pertinent studies. Inclusion criteria comprised studies that (1) enrolled participants diagnosed with breast cancer-related lymphedema; (2) implemented kinesiology taping as the intervention; (3) incorporated either complete decongestive therapy, exercise, or sham taping as the control treatment; and (4) included clinical measurements such as the severity of lymphedema, upper limb function assessment, quality of life, and perceived comfort.

RESULTS

Information was extracted from 14 randomized controlled trials (RCTs). The analyses demonstrated statistically significant improvement, indicating a preference for kinesiology taping in the outcomes of upper limb functional assessment (standardized mean difference [SMD] = -0.88, 95% confidence interval [CI]: [-1.22, -0.55]), quality of life (SMD = 0.50, 95% CI: [0.16, 0.84]), and perceived comfort (SMD = 0.85, 95% CI: [0.34, 1.36]).

CONCLUSION

The findings suggest that kinesiology taping could be considered a viable option for individuals dealing with breast cancer-related lymphedema. Nevertheless, acknowledging certain limitations within this study, further confirmation of its benefits necessitates additional larger-scale and better-designed RCTs.

Compressive taping to prevent postmastectomy seroma: patient adherence and satisfaction

OBJECTIVE

Evaluate patient adherence and satisfaction concerning postmastectomy compressive taping.

METHODS

This comprises a preintervention and postintervention study carried out with women ≥18 years old who underwent taping during the first 7 postoperative days at the Cancer Hospital III/National Cancer Institute. Good adherence was considered as taping maintenance for 7 days. Satisfaction levels were classified as satisfied and dissatisfied.

RESULTS

A total of 124 women with a mean age of 56.54 (±11.24) were included in the study. Most lived without a partner (58.1%), had more than 8 years of study (59.7%), referred to themselves as white (68.5%) and considered their health status to be good or very good (69.4%). Regarding treatment adherence, 90.3% patients displayed adherence. Patients with no bullous lesions were more likely to adhere to taping (OR 7.00; 95% CI 1.98 to 24.74; p=0.003). Regarding satisfaction, 78.2% of the patients felt satisfied. The absence of local discomfort (OR 4.51; 95% CI 1.73 to 11.74; p=0.002) and non-existence of self-reported oedema (OR 5.81; 95% CI 1.81 to 18, 66; p=0.003) were associated with greater patient satisfaction.

CONCLUSION

Patients exhibited good adherence and felt very satisfied with the use of postmastectomy compressive taping.

TRIAL REGISTRATION NUMBER

NCT04471142.

[Update of indications and techniques for the management of lymphedema after breast cancer surgery]

OBJECTIVES

Upper limb lymphedema secondary to breast cancer treatment is the leading cause of lymphedema in France. Despite improved surgical practices and de-escalation of radiotherapy, the risk of lymphedema after breast cancer still affects 5-20% of patients, with this variation depending on the measurement method used and the population studied. Lymphedema has a negative impact on quality of life and body image, and their possible occurrence remains a major concern for all women treated for breast cancer. The Sénologie Commission of the Collège national des gynécologues et obstétriciens français (CNGOF) asked four specialists in breast surgery or lymphology to prepare a summary on the prevention, medical and surgical management of lymphedema after breast cancer treatment, and to discuss the medical and surgical innovations currently being evaluated.

METHODS

This synthesis was based on national and international guidelines on the management of upper limb lymphedema after breast surgery and a recent review of the literature focusing on the years 2020-2023.

RESULTS

From a preventive point of view, the restrictive instructions imposed for a long time (reduction in physical activity or the carrying of loads, air travel, exposure to the sun or cold, etc.) have altered patients' quality of life and should no longer be recommended. A good understanding of risk factors enables us to target preventive actions. Examples include obesity, a sedentary lifestyle, axillary clearance, radiotherapy of the axillary fossa in addition to axillary clearance, total mastectomy, taxanes or anti-HER-2 therapies in the adjuvant phase. Resumption of physical activity, minimally invasive axillary surgery, de-escalation of radiotherapy and breast-conserving surgical procedures have all demonstrated their preventive value. When lymphedema does occur, early management, through complete decongestive physiotherapy, can help reduce its volume and prevent its long-term worsening.

CONCLUSION

Surgical (lymph node transplants, lympho-vascular anastomoses) and medical (prolymphangiogenic growth factors) approaches to lymphedema treatment are numerous, but require long-term evaluation of their efficacy and adverse effects.

Efficacy of kinesio taping on upper limb volume reduction in patients with breast cancer-related lymphedema: a systematic review of randomized controlled trials

INTRODUCTION

One of the most common disabling complications in breast cancer (BC) patients is breast cancer-related lymphedema (BCRL), a pathological condition affecting both physical and psychological function, with detrimental consequences on health-related quality of life (HR-QoL). Rehabilitation has a key role in the comprehensive management of this condition with several studies reporting positive results after performing complex decongestive therapies (CDT) in these women. Kinesio taping (KT) is a rather recent therapeutic approach to treat BCRL, however, evidence in literature regarding its effectiveness is far from being fully characterized. Therefore, this systematic review aimed at assessing the role of KT among the CDT to treat BCRL.

EVIDENCE ACQUISITION

PubMed, Scopus, and Web of Science were systematically searched from inception until May 5th, 2022 to determine randomized control trials (RCTs) reporting patients with BCRL; KT as intervention; limb volume as outcome (PROSPERO number: CRD42022349720).

EVIDENCE SYNTHESIS

Out of the documents identified, 123 were eligible for data screening, and only 7 RCTs satisfied the eligibility criteria and were included. We found that KT might have a positive effect on limb volume reduction in patients with BCRL, albeit there is little evidence for low quality of the included studies.

CONCLUSIONS

Taken together, this systematic review showed that KT did not significantly reduce the upper limb volume in BCRL women, albeit it seemed to increase the flow rate during the passive exercise. Further high-quality-studies are mandatory to improve the knowledge in order to include the KT might into a multidisciplinary rehabilitative approach for the management of BC survivors affected by lymphedema.