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1.
Comput Med Imaging Graph ; 90: 101923, 2021 06.
Article in English | MEDLINE | ID: mdl-33894669

ABSTRACT

This paper addresses the problem of liver cancer segmentation in Whole Slide Images (WSIs). We propose a multi-scale image processing method based on an automatic end-to-end deep neural network algorithm for the segmentation of cancerous areas. A seven-level gaussian pyramid representation of the histopathological image was built to provide the texture information at different scales. In this work, several neural architectures were compared using the original image level for the training procedure. The proposed method is based on U-Net applied to seven levels of various resolutions (pyramidal subsampling). The predictions in different levels are combined through a voting mechanism. The final segmentation result is generated at the original image level. Partial color normalization and the weighted overlapping method were applied in preprocessing and prediction separately. The results show the effectiveness of the proposed multi-scale approach which achieved better scores than state-of-the-art methods.


Subject(s)
Deep Learning , Neoplasms , Algorithms , Humans , Image Processing, Computer-Assisted , Neural Networks, Computer
2.
Eur J Phys Rehabil Med ; 56(6): 756-763, 2020 Dec.
Article in English | MEDLINE | ID: mdl-32667148

ABSTRACT

BACKGROUND: Existing algorithms do not allow for setting up finely tuned progression or intensity for exercise training in intensive care units (ICUs). AIM: We aimed to assess the feasibility and tolerance of a very early exercise program tailored by using decisional algorithm that integrated both progression and intensity. DESIGN: Open-label pilot study. SETTING: ICU. POPULATION: Thirty adults hospitalized in ICU. METHODS: Once a day, patients performed manual range of motion, cycloergometry, and functional training exercises. The progression and intensity of training were standardized by using the constructed algorithm. The main outcome, discomfort on a 0-100 Visual Analog Scale, was assessed before and after each exercise session. Secondary outcomes were muscle strength, ICU length of stay and adverse events related to exercise. RESULTS: Overall, 125 exercise sessions were performed. Discomfort during exercise sessions decreased significantly by the fifth session (P=0.049). Early exercise sessions were feasible and did not produce major adverse events. CONCLUSIONS: We confirmed the safety and feasibility of very early exercise programs in ICUs. Early exercise tailored by using a decisional algorithm helps relieve the discomfort of ICU patients. CLINICAL REHABILITATION IMPACT: In everyday practice, the use of decisional algorithms should be encouraged to initiate and standardize early exercise in ICUs.


Subject(s)
Algorithms , Clinical Decision-Making , Critical Illness/rehabilitation , Exercise Therapy/methods , Intensive Care Units , Aged , Feasibility Studies , Female , Humans , Male , Middle Aged , Muscle Strength/physiology , Pain Measurement , Pilot Projects
3.
Eur J Phys Rehabil Med ; 56(1): 73-81, 2020 Feb.
Article in English | MEDLINE | ID: mdl-31489810

ABSTRACT

BACKGROUND: Resection surgery is the main treatment for non-small cell lung cancer (NSCLC). Postoperative complications and mortality are mostly linked to respiratory failure consecutive to respiratory muscle overload. AIM: We aimed to evaluate the effect of preoperative respiratory muscle endurance training (RMET) on respiratory muscle capacity and postoperative complications in patients undergoing NSCLC resection. DESIGN: Randomized controlled trial. SETTING: French university hospital. POPULATION: Patients eligible for NSCLC resection. METHODS: The training group (T group) performed a 3-week preoperative RMET added to usual chest physical therapy while the control group (C group) had only the latter. The primary outcome was the change in respiratory muscle endurance. Secondary outcomes were postoperative complications and mortality. Assessments were performed similarly at baseline and after the intervention. We conducted multivariable analyses with analysis of covariance (ANCOVA) taking into account baseline values for isocapnic hyperpnoea endurance test, exercise capacity and pulmonary function tests. The number of pulmonary postoperative complication was analyzed by Fisher-exact test. RESULTS: We included 26 patients with NSCLC (14 in the T group and 12 in the C group). Respiratory muscle endurance significantly increased in the T group after the RMET compared with C group (+229±199 vs. -5±371 sec, P=0.001). This increase was associated with a significantly lower number of pulmonary postoperative complications (2 vs. 10, P=0.037). CONCLUSIONS: Preoperative RMET improved respiratory muscle endurance and decreased pulmonary postoperative complications after surgery for NSCLC. These positive results obtained after RMET may help improve the perioperative course for such patients. These results should be confirmed in larger randomized controlled trials, including higher number of patients especially with altered respiratory muscle function. CLINICAL REHABILITATION IMPACT: Low-cost and easy to perform, RMET training could serve as complementary tool to usual chest physical therapy, before lung resection surgery.


Subject(s)
Breathing Exercises/methods , Carcinoma, Non-Small-Cell Lung/surgery , Lung Neoplasms/surgery , Postoperative Complications/prevention & control , Adult , Aged , Carcinoma, Non-Small-Cell Lung/physiopathology , Endurance Training/methods , Female , Humans , Lung Neoplasms/physiopathology , Male , Middle Aged , Preoperative Period , Respiratory Function Tests
4.
BMJ Open ; 7(11): e017307, 2017 Nov 12.
Article in English | MEDLINE | ID: mdl-29133320

ABSTRACT

INTRODUCTION: Surgery is the standard curative treatment for lung cancer but is only possible in patients with local tumour and preserved exercise capacity. Improving fitness before surgery can reduce postoperative complications and mortality. However, preoperative rehabilitation remains difficult to implement for several reasons. We aim to investigate the effectiveness of an intensive 3-week home-based preoperative exercise training programme on hospital discharge ability, postoperative complications and physical performance in patients with chronic obstructive pulmonary disease (COPD) who are eligible for lung cancer surgery. METHODS AND ANALYSIS: We designed a multicentre randomised controlled trial. The randomisation sequence will be generated and managed electronically by a research manager independent of assessments or interventions. We will recruit 90 patients with COPD and a diagnosis of lung cancer from four university hospitals. The rehabilitation group (R group) will receive a standardised preoperative home exercise programme for 3 weeks, combining both high-intensity training and usual physical therapy. The R group will perform 15 training sessions over 3 weeks on a cycloergometer. A physical therapist experienced in pulmonary rehabilitation will visit the patient at home and supervise one session a week. The R group will be compared with a control group receiving preoperative usual physical therapy only. The primary outcome will be hospital discharge ability assessed with a 10-item list. Secondary outcomes will be postoperative course (complication rate and mortality) as well as pulmonary function, exercise capacity and quality of life assessed 1 month before and the day before surgery. ETHICS AND DISSEMINATION: This protocol has been approved by the French health authority for research (2016-A00622-49) and the research ethics committee/institutional review board (AU1267). Adverse events that occur during the protocol will be reported to the principal investigator. The results will be published in an international peer-reviewed journal. TRIAL REGISTRATION NUMBER: NCT03020251.


Subject(s)
Exercise Therapy/methods , Lung Neoplasms/diagnosis , Lung/physiopathology , Pulmonary Disease, Chronic Obstructive/complications , Pulmonary Disease, Chronic Obstructive/rehabilitation , Exercise Tolerance , France , Humans , Logistic Models , Lung Neoplasms/surgery , Patient Discharge , Prospective Studies , Quality of Life , Research Design , Walk Test
5.
Anaesth Crit Care Pain Med ; 35(2): 133-49, 2016 Apr.
Article in English | MEDLINE | ID: mdl-26655865

ABSTRACT

INTRODUCTION: Practice guidelines recommend early physical therapy in intensive care units (ICU). Feasibility, safety and efficacy are confirmed by growing evidence-based data. PURPOSE: To perform a qualitative systematic literature review on early exercise in ICUs, focused on the subject areas of "how to do", "for which patients" and "for what benefits". METHODS: Articles were obtained from the PubMed, Google Scholar, Physiotherapy Evidence Database (PEDro), Embase, CINAHL, CENTRAL, Cochrane and ReeDOC databases. The full texts of references selected according to title and abstract were read. Data extraction and PEDro scoring were performed. Consort recommendations were used for the drafting of the systematic review, which was declared on the Prospero website. RESULTS: We confirm the feasibility and safety of early exercise in the ICU. Convergent evidence-based data are in favour of the efficacy of early exercise programs in ICUs. But the potential benefit of earlier program initiation has not been clearly demonstrated. Our analysis reveals tools and practical modalities that could serve to standardize these programs. The scientific literature mainly emphasizes the heterogeneity of targeted populations and lack of precision concerning multiple criteria for early exercise programs. CONCLUSION: Changes in the professional culture of multidisciplinary-ICU teams are necessary as concerns early exercise. Physical therapists must be involved and their essential role in the ICU is clearly justified. Although technical difficulties and questions remain, the results of the present qualitative review should encourage the early and progressive implementation of exercise programs in the ICU.


Subject(s)
Critical Care/methods , Early Ambulation/methods , Exercise Therapy/methods , Humans
6.
Lung Cancer ; 82(3): 383-9, 2013 Dec.
Article in English | MEDLINE | ID: mdl-24161719

ABSTRACT

Oxidative stress appears to play an essential role as a secondary messenger in the normal regulation of a variety of physiological processes, such as apoptosis, survival, and proliferative signaling pathways. Oxidative stress also plays important roles in the pathogenesis of many diseases, including aging, degenerative disease, and cancer. Among cancers, lung cancer is the leading cause of cancer in the Western world. Lung cancer is the commonest fatal cancer whose risk is dependent on the number of cigarettes smoked per day as well as the number of years smoking, some components of cigarette smoke inducing oxidative stress by transmitting or generating oxidative stress. It can be subdivided into two broad categories, small cell lung cancer and non-small-cell lung cancer, the latter is the most common type. Distinct measures of primary and secondary prevention have been investigated to reduce the risk of morbidity and mortality caused by lung cancer. Among them, it seems that physical activity and nutrition have some beneficial effects. However, physical activity can have different influences on carcinogenesis, depending on energy supply, strength and frequency of exercise loads as well as the degree of exercise-mediated oxidative stress. Micronutrient supplementation seems to have a positive impact in lung surgery, particularly as an antioxidant, even if the role of micronutrients in lung cancer remains controversial. The purpose of this review is to examine lung cancer in relation to oxidative stress, physical activity, and nutrition.


Subject(s)
Carcinoma, Non-Small-Cell Lung/metabolism , Lung Neoplasms/metabolism , Motor Activity , Nutritional Physiological Phenomena , Oxidative Stress , Animals , Antioxidants/therapeutic use , Carcinogenesis , Carcinoma, Non-Small-Cell Lung/prevention & control , Humans , Lung Neoplasms/prevention & control , Micronutrients/therapeutic use , Risk , Smoking
7.
Vesalius ; 15(2): 71-9, 2009 Dec.
Article in English | MEDLINE | ID: mdl-20527325

ABSTRACT

The article describes the measures taken against the threat of typhus epidemic in Finland during the Second World War. Comparisons between countries at war and their different typhus prevention methods are made. The main method of typhus prevention in Finland consisted of regular sauna bathing, which was culturally acceptable and very efficient when combined with heating of the clothing. The Finnish troops remained virtually louse-free by ecological and traditional methods, and thus the spread of typhus fever in the army could be prevented.


Subject(s)
Disease Outbreaks/history , Typhus, Epidemic Louse-Borne/history , World War II , Disease Outbreaks/prevention & control , Finland , History, 20th Century , Humans , Military Medicine/history , Steam Bath/history , Typhus, Epidemic Louse-Borne/prevention & control
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