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1.
Support Care Cancer ; 31(12): 625, 2023 Oct 11.
Article in English | MEDLINE | ID: mdl-37819539

ABSTRACT

PURPOSE: To investigate the efficacy of a novel, multi-active emollient in preventing and managing acute radiation dermatitis (ARD) in breast cancer patients undergoing moderate hypofractionated (HF) radiotherapy (RT) compared to standard of care. METHODSA: A monocentric, open-label, randomized clinical trial (RCT) with breast cancer patients receiving moderate HF (dose: 40.05-55.86 Gy, fractions: 15-21) was conducted between January 2022 and May 2023. The experimental group received the novel emollient, while the control group received the standard skin care. Patients applied the skin care products twice daily during the complete RT course. The primary outcome was the severity of ARD at the final RT session measured by the modified Radiation Therapy Oncology Group (RTOG) criteria. Secondary outcomes included patient symptoms, quality of life (QoL), and treatment satisfaction. RESULTS: A total of 100 patients with 50 patients per group were enrolled. In the control group, 50% of the patients developed RTOG grade 1 ARD and 48% grade 2 or higher, while in the experimental group, the severity of ARD was significantly lower with 82% grade 1 and 16% grade 2 ARD (P = .013, χ2-test). The frequency and severity of xerosis were significantly lower in the experimental compared to the control group (Ps ≤ .036, Mann Whiney U test). The impact of ARD on the QoL was low, and treatment satisfaction was high in both groups, with no significant difference. CONCLUSION: This RCT shows that the novel, multi-active emollient significantly reduced the ARD RTOG grade. Research in a more diverse patient population is warranted. TRIAL REGISTRATION: ClinicalTrials.gov: NCT04929808 (11/06/2021).


Subject(s)
Breast Neoplasms , Radiodermatitis , Humans , Female , Emollients/therapeutic use , Radiodermatitis/drug therapy , Radiodermatitis/prevention & control , Radiodermatitis/diagnosis , Breast Neoplasms/radiotherapy , Breast Neoplasms/drug therapy , Skin Care
2.
Lasers Surg Med ; 54(10): 1261-1268, 2022 12.
Article in English | MEDLINE | ID: mdl-36183377

ABSTRACT

OBJECTIVES: The evidence demonstrating the efficacy of photobiomodulation (PBM) therapy for preventing and managing acute radiation dermatitis (ARD) is growing steadily. The question that arises from many clinicians is, if PBM is safe for oncologic patients. This study aimed to evaluate the disease-free survival (DFS), cancer-free survival (CFS), and overall survival (OS) of breast cancer patients treated with PBM for ARD. METHODS: Clinical data of 120 breast cancer patients treated with prophylactic PBM (n = 60, 2x/week, 808-905 nm, 4 J/cm2 ) or placebo (n = 60) during conventional fractionation (CF) radiotherapy (RT) between April 2015 and June 2017 were retrospectively analyzed (TRANSDERMIS trial). During follow-up (April 2015 to May 2022), patients underwent a complete clinical evaluation every 6 months and blood analysis and mammography yearly in the first 5 years after the end of RT. The DFS, CFS, and OS were estimated. RESULTS: At a median follow-up time of 66 months (range 4-81), there was no significant difference in DFS (73.7% vs. 98.3%, resp., p = 0.54), CFS (68.4% vs. 77.8%, resp., p = 0.79), and OS (87.9% vs. 98.3%, resp., p = 0.30) between the placebo and PBM group. CONCLUSIONS: This paper is the first to describe the results of a long-term follow-up in early-stage breast cancer patients who underwent PBM for ARD. Results suggest that using PBM in breast cancer patients undergoing CF RT does not influence the locoregional recurrence, the development of new primary tumors, or OS.


Subject(s)
Breast Neoplasms , Radiodermatitis , Humans , Female , Breast Neoplasms/radiotherapy , Breast Neoplasms/pathology , Follow-Up Studies , Retrospective Studies , Radiodermatitis/etiology , Radiodermatitis/prevention & control , Radiodermatitis/radiotherapy
3.
Adv Skin Wound Care ; 35(7): 1-6, 2022 Jul 01.
Article in English | MEDLINE | ID: mdl-35576439

ABSTRACT

OBJECTIVE: Acute radiation dermatitis (ARD) is a frequent adverse effect in patients with cancer undergoing radiotherapy (RT). The aim of this case series is to evaluate the effect of a novel skin barrier protectant in patients with ARD. METHODS: The skin barrier protectant was used in four patients with different cancer types undergoing RT at two clinical sites. All patients received the standard institutional skincare alongside the novel skin barrier protectant. The skin reactions were evaluated by an RT nurse using the modified version of the Radiation Therapy Oncology Group criteria. RESULTS: At the final RT session, three of four patients developed erythema with or without dry desquamation. One patient presented only a minor patchy moist wound. Overall, the pain and pruritus due to ARD was low or nonexistent. No adverse events related to the skin barrier protectant were reported. CONCLUSIONS: This case series demonstrates the beneficial effects and safety of the novel skin barrier protectant in the management of ARD in patients with cancer of different etiologies. These results lay the foundation for future studies with larger, more homogeneous patient populations; a well-defined application scheme; and a stricter study design.


Subject(s)
Breast Neoplasms , Radiodermatitis , Female , Humans , Radiodermatitis/drug therapy , Radiodermatitis/prevention & control , Skin Care
4.
J Obstet Gynaecol ; 42(6): 2156-2163, 2022 Aug.
Article in English | MEDLINE | ID: mdl-35170399

ABSTRACT

The objective of this retrospective analysis was to determine the incidence and extent of vaginal mucositis (VM) in women with gynaecological cancer undergoing external (chemo)radiation therapy (CRT). A retrospective analysis was set up to collect data on the incidence and severity of VM in women treated with external pelvic RT for gynaecological cancer at the Jessa Hospital, Hasselt and ZOL, Genk, BE between January 2017 and June 2018. At the start and end of their external (C)RT, they rated the frequency and intensity of five common symptoms of VM. Thirty-three patients treated with RT for gynaecological cancer met the inclusion criteria. A non-negligible proportion of patients already experienced at least one VM symptom to any degree before the start of RT, a proportion that further increased towards the end of the RT (73%). At the end of RT, on average, about 25% of these patients reported moderate-to-severe symptoms (against about 7% before the (C)RT). These results suggest that VM is a rather frequent side effect in gynaecological cancer patients that aggravates during treatment up to a moderate severity level. Although the small sample size, these data highlight the need for attention to VM.Impact StatementWhat is already known about this topic? Radiotherapy plays an important role in the treatment of gynaecological malignancies. A debilitating complication in patients undergoing pelvic radiotherapy is vaginal mucositis, an inflammation of the vaginal mucosal lining. To date, the incidence of vaginal mucositis is still not well documented.What this paper adds? A non-negligible proportion of patients already experienced at least one symptom related to vaginal mucositis before the start of radiotherapy. Most patients presented mild to moderate vaginal mucositis symptoms at the end of external pelvic radiotherapy. Burning sensation, pruritus, and pain were the most frequently documented radiotherapy-induced complications.The implications of this paper: Vaginal mucositis is an underrated side effect of pelvic radiotherapy that needs to be tackled multidisciplinary by a team of nurses, radiotherapists, oncologists, and gynaecologists. The team should tackle the complication from the start of radiotherapy by using the most appropriate measures. Due to a possible link between acute vaginal mucositis and late vaginal toxicity, the team needs to follow-up patient's post-radiotherapy to support patients in late complications and advise/encourage patients in performing vaginal dilatation to prevent vaginal stenosis.


Subject(s)
Genital Neoplasms, Female , Head and Neck Neoplasms , Mucositis , Radiation Injuries , Chemoradiotherapy/adverse effects , Constriction, Pathologic/etiology , Female , Genital Neoplasms, Female/drug therapy , Genital Neoplasms, Female/radiotherapy , Humans , Mucositis/complications , Mucositis/etiology , Radiation Injuries/epidemiology , Radiation Injuries/etiology , Retrospective Studies , Vagina
6.
Lasers Surg Med ; 54(3): 374-383, 2022 03.
Article in English | MEDLINE | ID: mdl-34481420

ABSTRACT

OBJECTIVES: To evaluate the efficacy of photobiomodulation therapy in breast cancer patients post-lumpectomy undergoing hypofractionated whole-breast irradiation (HF-WBI) for the prevention and management of acute radiodermatitis (ARD). MATERIALS AND METHODS: A randomized, multicentric clinical trial (LABRA trial, NCT03924011) was set up at the Limburg Oncology Center, including the Jessa Hospital (Hasselt, BE) and Ziekenhuis Oost-Limburg (Genk, BE). A total of 71 breast cancer patients planned to undergo HF-WBI were randomized to one of the two study arms: the control group (n = 32) or the PBM group (n = 39). The PBM group received the standard institutional skincare combined with PBM (2×/week) during the complete radiotherapy (RT) course. Patients in the control group received the standard skincare combined with placebo treatment (2x/week). Patients' skin reactions were evaluated weekly during the RT treatment by using the modified version of the Radiation Therapy Oncology Group (RTOG) criteria. RESULTS: At week 3 of RT, one patient presented a grade 2 and one patient a grade 3 skin reaction in the control group, while in the PBM group, all patients still presented grade 1 ARD. At the final RT session 28% of the patients presenting grade 2-3 ARD, while in the PBM group 10% presented grade 2 and no grade 3 ARD. PBM reduced the incidence of severe ARD by 18%. However, the difference was not significant (p = 0.053). CONCLUSION: Based on the LABRA trial results, PBM seems not able to reduce the incidence of severe ARD in breast cancer patients undergoing HF-WBI. Research in a larger patient population is recommended.


Subject(s)
Breast Neoplasms , Low-Level Light Therapy , Radiodermatitis , Breast , Breast Neoplasms/radiotherapy , Breast Neoplasms/surgery , Female , Humans , Low-Level Light Therapy/methods , Radiodermatitis/etiology , Radiodermatitis/prevention & control , Radiodermatitis/radiotherapy
9.
Radiother Oncol ; 158: 268-275, 2021 05.
Article in English | MEDLINE | ID: mdl-33711412

ABSTRACT

BACKGROUND AND PURPOSE: The purpose of this study was to investigate the effectiveness of photobiomodulation therapy (PBMT) for the prevention of acute radiation dermatitis (ARD) in head and neck cancer (HNC) patients. MATERIALS AND METHODS: A randomised, placebo-controlled trial (RCT) with 46 HNC patients who underwent radiotherapy (RT) with or without concomitant chemotherapy was set up (DERMISHEAD trial). Patients were randomised to receive PBM or placebo treatments from the first day of RT (2×/week) alongside the institutional skincare. The severity of skin reactions was assessed by the National Cancer Institute-Common Terminology Criteria for Adverse Events version 4.03 (NCI-CTCAE v4.03) and the Radiotherapy-Induced Skin Reaction Assessment Scale (RISRAS). Quality of life (QoL) was evaluated using the Skindex-16 questionnaire. RESULTS: PBMT significantly reduced NCI-CTCAE grade 2-3 ARD with 49% at the end of RT. CONCLUSION: The results of the first RCT in HNC patients showed that PBMT is an effective method to prevent the development of severe ARD. These results support the implementation of PBM in the clinical oncology - radiotherapy practice.


Subject(s)
Head and Neck Neoplasms , Low-Level Light Therapy , Radiodermatitis , Head and Neck Neoplasms/radiotherapy , Humans , Radiodermatitis/etiology , Radiodermatitis/prevention & control
10.
Adv Skin Wound Care ; 34(1): 49-55, 2021 Jan.
Article in English | MEDLINE | ID: mdl-33323803

ABSTRACT

OBJECTIVE: To evaluate the use of a novel skin barrier protectant in a patient treated with radiotherapy for vulvar cancer. METHODS: This case report was conducted in a radiotherapy department with two women undergoing radiotherapy for vulvar carcinoma. A novel skin barrier protectant was evaluated in one patient; the other underwent the institutional standard skin care protocol. Skin reactions and pain were evaluated using the Radiotherapy Oncology Group Criteria. MAIN RESULTS: The patient who was treated with the skin protectant showed accelerated healing toward the end of radiotherapy, and this was accompanied with a decrease in pain (maximum pain score 6/10). In comparison, the patient treated with the standard skin care protocol had an extended healing process, experienced a higher pain level (maximum pain score 9/10), and required more nursing care. CONCLUSIONS: This case report is the first to suggest that this novel skin barrier protectant could effectively manage acute radiodermatitis in patients with cancer. This case report hopes to lay the foundation for future randomized controlled trials with a larger and broader patient population.


Subject(s)
Architectural Accessibility/standards , Radiodermatitis/drug therapy , Skin Care/standards , Vulvar Neoplasms/drug therapy , Aged , Aged, 80 and over , Architectural Accessibility/statistics & numerical data , Belgium , Female , Humans , Skin Care/methods , Skin Care/statistics & numerical data , Vulva/drug effects , Vulva/physiopathology
11.
World J Surg Oncol ; 17(1): 57, 2019 03 23.
Article in English | MEDLINE | ID: mdl-30904020

ABSTRACT

The aim of this Letter to the Editor was to report some methodological shortcomings in the recently published article "Application of red light phototherapy in the treatment of radioactive dermatitis in patients with head and neck cancer" by Zhang et al. There are some issues regarding the incomplete photobiomodulation (PBM) parameters, the chosen outcome measures, and some missing reference articles. In conclusion, the results of this study should be interpreted with caution and further research is necessary.


Subject(s)
Dermatitis , Head and Neck Neoplasms , Humans , Phototherapy , Prognosis
12.
Support Care Cancer ; 27(4): 1245-1254, 2019 Apr.
Article in English | MEDLINE | ID: mdl-30270415

ABSTRACT

PURPOSE: The purpose of this study was to evaluate objectively the effectiveness of photobiomodulation therapy (PBMT) for the prevention of acute radiation dermatitis (ARD) by using biophysical skin measurements. METHODS: A randomized, placebo-controlled trial with 120 breast cancer patients who underwent an identical radiotherapy (RT) regimen post-lumpectomy was performed (TRANSDERMIS trial). Patients were randomized to receive PBM (808 nm CW/905 nm pulsed, 168 mW/cm2, spot size 19.6 cm2, fluence 4 J/cm2) or placebo treatments from the first day of RT (2×/week). Biophysical skin measurements were collected to assess the skin pigmentation and barrier function. Measurements were collected at the first day of RT, a RT dose of 40 Gray (Gy), and the end of RT (66 Gy). RESULTS: The incidence of moist desquamation was significantly higher in the control than in the PBMT group at the end of RT (30 vs. 7%, respectively, odds ratio = 6, p = 0.004). The biophysical skin measures showed that the mean percentage change from the baseline transepidermal water loss (TEWL), erythema, and melanin values was significantly higher in the control than in the PBMT group at the end of RT (ps < 0.05). Logistic regression analysis revealed that the risk on moist desquamation was significantly increased for patients with a large (> 800 cc) breast volume (odds ratio = 4, p = 0.017). CONCLUSIONS: This is the first randomized controlled trial demonstrating by objective measurements that PBMT is effective in reducing the incidence of moist desquamation in breast cancer patients undergoing RT. Additionally, a large breast volume is an important risk factor for the development of moist desquamation.


Subject(s)
Breast Neoplasms/radiotherapy , Low-Level Light Therapy/methods , Radiodermatitis/diagnosis , Radiodermatitis/prevention & control , Secondary Prevention/methods , Skin/chemistry , Acute Disease , Adult , Aged , Biophysical Phenomena , Breast/abnormalities , Breast Neoplasms/diagnosis , Breast Neoplasms/pathology , Breast Neoplasms/surgery , Combined Modality Therapy , Female , Humans , Hypertrophy , Mastectomy, Segmental/adverse effects , Middle Aged , Prognosis , Radiotherapy, Adjuvant , Risk Factors , Treatment Outcome
13.
Lasers Surg Med ; 2018 Feb 10.
Article in English | MEDLINE | ID: mdl-29427390

ABSTRACT

OBJECTIVE: Acute radiodermatitis (RD) is a distressing and painful skin reaction that occurs in 95% of the patients undergoing radiotherapy (RT). The aim of this study was to evaluate the effectiveness of photobiomodulation therapy (PBMT) in the prevention of acute RD in breast cancer (BC) patients undergoing RT. METHODS: This study was a randomized, placebo-controlled trial including 120 BC patients that underwent an identical RT regimen post-lumpectomy. Patients were randomly assigned to the laser therapy (LT) or placebo group, with 60 patients in each group. Laser or placebo treatments were applied 2 days a week, immediately after the RT session, starting at the first day of RT. PBMT was delivered using a class IV MLS® M6 laser that combines two synchronized laser diodes in the infrared range (808-905 nm) with a fixed energy density (4 J/cm2 ). Skin reactions were scored based on the criteria of the Radiation Therapy Oncology Group (RTOG) and the Radiation-Induced Skin Reaction Assessment Scale (RISRAS). The patients completed the Skindex-16 questionnaire to evaluate their quality of life. All the measurements were collected at the first day, at a RT dose of 40 Gray (Gy), and at the end of RT (total dose 66 Gy). RESULTS: At a RT dose of 40 Gy, there was no significant difference between the groups in the distribution of RTOG grades. However, at the end of RT the severity of the skin reactions significantly differed between the two groups (P = 0.004), with a larger percentage of patients experiencing RTOG grade 2 or higher (e.g., moist desquamation) in the placebo group (30% vs. 6.7%, for the placebo and laser group, resp.). The objective RISRAS score confirmed these results. In addition, the Skindex-16 and RISRAS subjective score demonstrated that the patients' quality of life was significantly better in the LT than in the control group. CONCLUSIONS: The results of this trial show that PBMT is an effective tool to prevent the development of grade 2 acute RD or higher in BC patients. In addition, it also reduces the patients' symptoms related to RD. Lasers Surg. Med. © 2018 Wiley Periodicals, Inc.

14.
BMC Health Serv Res ; 17(1): 644, 2017 Sep 12.
Article in English | MEDLINE | ID: mdl-28899389

ABSTRACT

BACKGROUND: The purpose of this paper is to analyse the utilization of formal and informal home care among older patients with cancer (OCP) and to compare this with middle-aged patients with cancer (MCP) and older patients without cancer (ONC). Additionally, we examined predictors of transitions towards formal care one year after a cancer diagnosis. METHODS: OCP and MCP had to be recruited within three months after a cancer diagnosis and have an estimated life expectancy over six months. ONC consisted of patients without known cancer, seen by the general practitioner. Formal and informal care were compared between the patient groups at baseline, i.e. shortly after a cancer diagnosis and changes in care were studied after one year. RESULTS: A total of 844 patients were evaluable for formal care at baseline and 469 patients (56%) at follow-up. At baseline, about half of older adults and 18% of MCP used formal care, while about 85% of cancer patients and 57% ONC used informal care. Formal care increased for all groups after one year though not significantly in OCP. The amount of informal care only changed in MCP which decreased after one year. Cancer-related factors and changes in need factors predict a transition towards formal care after a cancer diagnosis. CONCLUSIONS: A cancer diagnosis has a different impact on the use of formal and informal care than ageing as such. The first year after a cancer diagnosis is an important time to follow-up on the patients' needs for home care.


Subject(s)
Caregivers/statistics & numerical data , Home Care Services , Neoplasms , Patient Care/statistics & numerical data , Aged , Aged, 80 and over , Belgium , Cohort Studies , Control Groups , Female , Humans , Interviews as Topic , Male , Middle Aged , Neoplasms/therapy
15.
Eur J Oncol Nurs ; 29: 1-7, 2017 Aug.
Article in English | MEDLINE | ID: mdl-28720256

ABSTRACT

PURPOSE: Radiotherapy-induced moist desquamation (RIMD) is a complication that can affect patients' quality of life and jeopardize radiotherapy outcomes. The curative use of a hydroactive colloid gel has previously been shown effective in the management of RIMD in breast cancer patients. This study aimed at investigating the efficacy of this same gel but in the prevention of RIMD. METHODS: A group of breast cancer patients who applied the hydroactive gel from start to end of post-lumpectomy radiotherapy (Preventive Hydrogel group) were compared with two groups of matched historical controls: a group applying a dexpanthenol cream throughout their therapy and a group applying first the dexpanthenol cream then, after 11-14 fractions of radiotherapy, the hydroactive gel (Curative Hydrogel group). All patients received identical fractionation regimen. The clinical outcomes were the incidence and time to onset of RIMD. KEY RESULTS: After 25 fractions of radiotherapy (50 Gy), patients in the Preventive Hydrogel group (N = 202) developed RIMD significantly less frequently and later than patients in the Dexpanthenol group (N = 131; incidence = 7% vs 35% respectively, odds ratios = 7.27; probability of RIMD-free survival after 50 Gy = 0.88 vs 0.62). There were no significant differences between the Preventive and the Curative Hydrogel group (N = 87). CONCLUSIONS: These findings confirm our previous results: applying the hydroactive colloid gel, rather than dexpanthenol, delayed the onset and reduced the incidence of RIMD in breast cancer patients. However, applying the hydrogel preventively offered no statistically significant advantages over applying it curatively.


Subject(s)
Breast Neoplasms/complications , Breast Neoplasms/radiotherapy , Colloids/therapeutic use , Pantothenic Acid/analogs & derivatives , Radiodermatitis/drug therapy , Radiodermatitis/etiology , Radiotherapy/adverse effects , Adult , Aged , Female , Humans , Middle Aged , Pantothenic Acid/therapeutic use , Quality of Life
16.
J Eval Clin Pract ; 23(3): 599-607, 2017 Jun.
Article in English | MEDLINE | ID: mdl-28111884

ABSTRACT

RATIONALE, AIMS, AND OBJECTIVES: The systematic assessment of cancer patients well-being and care needs is internationally recommended to optimize comprehensive cancer care. The Cancer Rehabilitation Evaluation System (CARES) is a psychometrically robust quality of life and needs assessment tool of US origin, developed in the early 1990s. This article describes Belgian patients' view on the content validity and feasibility of the CARES for use in current cancer care. METHODS: Participants were cancer patients recruited through media. Data were gathered in 4 focus groups (n = 26). The focus group discussions were facilitated with key questions. A moderator and an observer conducted and followed up the discussion. The audio file was transcribed verbatim and afterwards analyzed thematically. RESULTS: Participants experience concerns and needs in a wide range of life domains such as physical, emotional, cognitive, social, relational, sexual, financial, and work-related and in the interaction with care professionals. According to participants, the items of the CARES are all relevant to capture the possible life disruption that cancer patients and survivors experience. One important theme is missing in the CARES, namely, the well-being of loved ones. The completion time of the CARES was judged to be feasible, and according to participants, only a few items need a reformulation. CONCLUSIONS: In general, the results of this study support the content validity and feasibility of the CARES. However, little adjustments in formulation and a few extra items are needed. The instrument can be used to obtain a comprehensive assessment of a cancer patients' overall well-being and care needs to take dedicated action in care.


Subject(s)
Neoplasms/psychology , Quality of Life , Surveys and Questionnaires/standards , Adult , Aged , Belgium , Female , Financing, Personal , Focus Groups , Humans , Interpersonal Relations , Male , Middle Aged , Professional-Patient Relations , Psychometrics , Qualitative Research , Reproducibility of Results , Socioeconomic Factors
17.
Lasers Med Sci ; 32(1): 229-242, 2017 Jan.
Article in English | MEDLINE | ID: mdl-27539464

ABSTRACT

Breast cancer is the most common cancer in women worldwide, with an incidence of 1.7 million in 2012. Breast cancer and its treatments can bring along serious side effects such as fatigue, skin toxicity, lymphedema, pain, nausea, etc. These can substantially affect the patients' quality of life. Therefore, supportive care for breast cancer patients is an essential mainstay in the treatment. Low-level light therapy (LLLT) also named photobiomodulation therapy (PBMT) has proven its efficiency in general medicine for already more than 40 years. It is a noninvasive treatment option used to stimulate wound healing and reduce inflammation, edema, and pain. LLLT is used in different medical settings ranging from dermatology, physiotherapy, and neurology to dentistry. Since the last twenty years, LLLT is becoming a new treatment modality in supportive care for breast cancer. For this review, all existing literature concerning the use of LLLT for breast cancer was used to provide evidence in the following domains: oral mucositis (OM), radiodermatitis (RD), lymphedema, chemotherapy-induced peripheral neuropathy (CIPN), and osteonecrosis of the jaw (ONJ). The findings of this review suggest that LLLT is a promising option for the management of breast cancer treatment-related side effects. However, it still remains important to define appropriate treatment and irradiation parameters for each condition in order to ensure the effectiveness of LLLT.


Subject(s)
Breast Neoplasms/radiotherapy , Breast Neoplasms/complications , Clinical Trials as Topic , Female , Humans , Low-Level Light Therapy/adverse effects , Lymphedema/etiology , Radiodermatitis/etiology , Stomatitis/etiology
19.
Clin Transl Radiat Oncol ; 4: 24-31, 2017 Jun.
Article in English | MEDLINE | ID: mdl-29594204

ABSTRACT

Machine learning applications for personalized medicine are highly dependent on access to sufficient data. For personalized radiation oncology, datasets representing the variation in the entire cancer patient population need to be acquired and used to learn prediction models. Ethical and legal boundaries to ensure data privacy hamper collaboration between research institutes. We hypothesize that data sharing is possible without identifiable patient data leaving the radiation clinics and that building machine learning applications on distributed datasets is feasible. We developed and implemented an IT infrastructure in five radiation clinics across three countries (Belgium, Germany, and The Netherlands). We present here a proof-of-principle for future 'big data' infrastructures and distributed learning studies. Lung cancer patient data was collected in all five locations and stored in local databases. Exemplary support vector machine (SVM) models were learned using the Alternating Direction Method of Multipliers (ADMM) from the distributed databases to predict post-radiotherapy dyspnea grade [Formula: see text]. The discriminative performance was assessed by the area under the curve (AUC) in a five-fold cross-validation (learning on four sites and validating on the fifth). The performance of the distributed learning algorithm was compared to centralized learning where datasets of all institutes are jointly analyzed. The euroCAT infrastructure has been successfully implemented in five radiation clinics across three countries. SVM models can be learned on data distributed over all five clinics. Furthermore, the infrastructure provides a general framework to execute learning algorithms on distributed data. The ongoing expansion of the euroCAT network will facilitate machine learning in radiation oncology. The resulting access to larger datasets with sufficient variation will pave the way for generalizable prediction models and personalized medicine.

20.
Radiother Oncol ; 121(3): 459-467, 2016 12.
Article in English | MEDLINE | ID: mdl-28029405

ABSTRACT

PURPOSE: One of the major hurdles in enabling personalized medicine is obtaining sufficient patient data to feed into predictive models. Combining data originating from multiple hospitals is difficult because of ethical, legal, political, and administrative barriers associated with data sharing. In order to avoid these issues, a distributed learning approach can be used. Distributed learning is defined as learning from data without the data leaving the hospital. PATIENTS AND METHODS: Clinical data from 287 lung cancer patients, treated with curative intent with chemoradiation (CRT) or radiotherapy (RT) alone were collected from and stored in 5 different medical institutes (123 patients at MAASTRO (Netherlands, Dutch), 24 at Jessa (Belgium, Dutch), 34 at Liege (Belgium, Dutch and French), 48 at Aachen (Germany, German) and 58 at Eindhoven (Netherlands, Dutch)). A Bayesian network model is adapted for distributed learning (watch the animation: http://youtu.be/nQpqMIuHyOk). The model predicts dyspnea, which is a common side effect after radiotherapy treatment of lung cancer. RESULTS: We show that it is possible to use the distributed learning approach to train a Bayesian network model on patient data originating from multiple hospitals without these data leaving the individual hospital. The AUC of the model is 0.61 (95%CI, 0.51-0.70) on a 5-fold cross-validation and ranges from 0.59 to 0.71 on external validation sets. CONCLUSION: Distributed learning can allow the learning of predictive models on data originating from multiple hospitals while avoiding many of the data sharing barriers. Furthermore, the distributed learning approach can be used to extract and employ knowledge from routine patient data from multiple hospitals while being compliant to the various national and European privacy laws.


Subject(s)
Data Mining/methods , Information Dissemination/methods , Lung Neoplasms/radiotherapy , Bayes Theorem , Confidentiality , Data Mining/ethics , Dyspnea/etiology , Europe , Female , Humans , Information Dissemination/ethics , Male , Models, Theoretical , Precision Medicine/methods , Predictive Value of Tests , ROC Curve , Radiation Injuries/etiology , Radiotherapy/adverse effects
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