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Zhang T, Huang Z, Zou Y, Zhao J, Ke Y. A Prediction Model of Defecation Based on BP Neural Network and Bowel Sound Signal Features. SENSORS (BASEL, SWITZERLAND) 2022; 22:7084. [PMID: 36146430 PMCID: PMC9501137 DOI: 10.3390/s22187084] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 08/08/2022] [Revised: 09/09/2022] [Accepted: 09/16/2022] [Indexed: 06/16/2023]
Abstract
(1) Background: Incontinence and its complications pose great difficulties in the care of the disabled. Currently, invasive incontinence monitoring methods are too invasive, expensive, and bulky to be widely used. Compared with previous methods, bowel sound monitoring is the most commonly used non-invasive monitoring method for intestinal diseases and may even provide clinical support for doctors. (2) Methods: This paper proposes a method based on the features of bowel sound signals, which uses a BP classification neural network to predict bowel defecation and realizes a non-invasive collection of physiological signals. Firstly, according to the physiological function of human defecation, bowel sound signals were selected for monitoring and analysis before defecation, and a portable non-invasive bowel sound collection system was built. Then, the detector algorithm based on iterative kurtosis and the signal processing method based on Kalman filter was used to process the signal to remove the aliasing noise in the bowel sound signal, and feature extraction was carried out in the time domain, frequency domain, and time-frequency domain. Finally, BP neural network was selected to build a classification training method for the features of bowel sound signals. (3) Results: Experimental results based on real data sets show that the proposed method can converge to a stable state and achieve a prediction accuracy of 88.71% in 232 records, which is better than other classification methods. (4) Conclusions: The result indicates that the proposed method could provide a high-precision defecation prediction result for patients with fecal incontinence, so as to prepare for defecation in advance.
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Affiliation(s)
- Tie Zhang
- School of Mechanical and Automotive Engineering, South China University of Technology, Guangzhou 510641, China
| | - Zequan Huang
- School of Mechanical and Automotive Engineering, South China University of Technology, Guangzhou 510641, China
| | - Yanbiao Zou
- School of Mechanical and Automotive Engineering, South China University of Technology, Guangzhou 510641, China
| | - Jun Zhao
- China Rehabilitation Research Center, Beijing 100000, China
| | - Yuwei Ke
- School of Mechanical and Automotive Engineering, South China University of Technology, Guangzhou 510641, China
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Goodman C, Norton C, Buswell M, Russell B, Harari D, Harwood R, Roe B, Rycroft-Malone J, Drennan VM, Fader M, Maden M, Cummings K, Bunn F. Managing Faecal INcontinence in people with advanced dementia resident in Care Homes (FINCH) study: a realist synthesis of the evidence. Health Technol Assess 2018; 21:1-220. [PMID: 28805188 DOI: 10.3310/hta21420] [Citation(s) in RCA: 15] [Impact Index Per Article: 2.1] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/07/2023] Open
Abstract
BACKGROUND Eighty per cent of care home residents in the UK are living with dementia. The prevalence of faecal incontinence (FI) in care homes is estimated to range from 30% to 50%. There is limited evidence of what is effective in the reduction and management of FI in care homes. OBJECTIVE To provide a theory-driven explanation of the effectiveness of programmes that aim to improve FI in people with advanced dementia in care homes. DESIGN A realist synthesis. This was an iterative approach that involved scoping of the literature and consultation with five stakeholder groups, a systematic search and analysis of published and unpublished evidence, and a validation of programme theories with relevant stakeholders. DATA SOURCES The databases searched included PubMed, Cumulative Index to Nursing and Allied Health Literature, The Cochrane Library, Scopus, SocAbs, Applied Social Sciences Index and Abstracts, BiblioMap, Sirius, OpenGrey, Social Care Online and the National Research Register. RESULTS The scoping identified six programme theories with related context-mechanism-outcome configurations for testing. These addressed (1) clinician-led support, assessment and review, (2) the contribution of teaching and support for care home staff on how to reduce and manage FI, (3) the causes and prevention of constipation, (4) how the cognitive and physical capacity of the resident affect outcomes, (5) how the potential for recovery, reduction and management of FI is understood by those involved and (6) how the care of people living with dementia and FI is integral to the work patterns of the care home and its staff. Data extraction was completed on 62 core papers with iterative searches of linked literature. Dementia was a known risk factor for FI, but its affect on the uptake of different interventions and the dementia-specific continence and toileting skills staff required was not addressed. Most care home residents with FI will be doubly incontinent and, therefore, there is limited value in focusing solely on FI or on single causes of FI such as constipation. Clinical assessment, knowledge of the causes of FI and strategies that recognise the individuals' preferences are necessary contextual factors. Valuing the intimate and personal care work that care home staff provide to people living with dementia and addressing the dementia-related challenges when providing continence care within the daily work routines are key to helping to reduce and manage FI in this population. LIMITATIONS The synthesis was constrained by limited evidence specific to FI and people with dementia in care homes and by the lack of dementia-specific evidence on continence aids. CONCLUSIONS This realist synthesis provides a theory-driven understanding of the conditions under which improvement in care for care home residents living with dementia and FI is likely to be successful. FUTURE WORK Future multicomponent interventions need to take account of how the presence of dementia affects the behaviours and choices of those delivering and receiving continence care within a care home environment. STUDY REGISTRATION This study is registered as PROSPERO CRD42014009902. FUNDING The National Institute for Health Research Health Technology Assessment programme.
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Affiliation(s)
- Claire Goodman
- Centre for Research in Primary and Community Care, University of Hertfordshire, Hatfield, UK
| | - Christine Norton
- Florence Nightingale Faculty of Nursing and Midwifery, King's College London, London, UK
| | - Marina Buswell
- Centre for Research in Primary and Community Care, University of Hertfordshire, Hatfield, UK
| | - Bridget Russell
- Centre for Research in Primary and Community Care, University of Hertfordshire, Hatfield, UK
| | - Danielle Harari
- Department of Ageing and Health, Guy's and St Thomas' NHS Foundation Trust, London, UK.,Division of Health and Social Care, King's College London, London, UK
| | - Rowan Harwood
- Health Care of Older People, Nottingham University Hospitals NHS Trust, University of Nottingham, Nottingham, UK
| | - Brenda Roe
- Faculty of Health and Social Care, Edge Hill University, Ormskirk, UK
| | | | - Vari M Drennan
- Centre for Health and Social Care Research, Faculty of Health, Social Care and Education, Kingston and St George's, London, UK
| | - Mandy Fader
- Health Sciences, University of Southampton, Southampton, UK
| | - Michelle Maden
- School of Health Sciences, University of Liverpool, Liverpool, UK
| | | | - Frances Bunn
- Centre for Research in Primary and Community Care, University of Hertfordshire, Hatfield, UK
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García Cabrera AM, Jiménez Rodríguez RM, Reyes Díaz ML, Vázquez Monchul JM, Fernández MR, Díaz Pavón JM, González CP, Padillo Ruiz FJ, de la Portilla de Juan F. Fecal Incontinence in Older Patients. A Narrative Review. ACTA ACUST UNITED AC 2018. [DOI: 10.1016/j.cireng.2017.12.005] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.1] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/28/2022]
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Incontinencia fecal en el paciente anciano. Revisión de conjunto. Cir Esp 2018; 96:131-137. [DOI: 10.1016/j.ciresp.2017.12.005] [Citation(s) in RCA: 10] [Impact Index Per Article: 1.4] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/04/2017] [Revised: 11/10/2017] [Accepted: 12/06/2017] [Indexed: 12/29/2022]
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Park KH, Choi H. Adaptation and Evaluation of the Incontinence Care Protocol. J Korean Acad Nurs 2015; 45:357-66. [DOI: 10.4040/jkan.2015.45.3.357] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/09/2022]
Affiliation(s)
- Kyung Hee Park
- Department of Nursing, Samsung Medical Center, Seoul, Korea
| | - Heejung Choi
- Department of Nursing, Konkuk University, Chungju, Korea
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Saga S, Vinsnes AG, Mørkved S, Norton C, Seim A. Prevalence and correlates of fecal incontinence among nursing home residents: a population-based cross-sectional study. BMC Geriatr 2013; 13:87. [PMID: 24119057 PMCID: PMC3765783 DOI: 10.1186/1471-2318-13-87] [Citation(s) in RCA: 44] [Impact Index Per Article: 3.7] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/16/2013] [Accepted: 08/27/2013] [Indexed: 11/24/2022] Open
Abstract
Background Fecal incontinence is highly prevalent among nursing home residents. Previous nursing home studies have identified co-morbidity associated with fecal incontinence, but as this population is increasingly old and frail, we wanted to see if the rate of fecal incontinence had increased and to investigate correlates of fecal incontinence further. Methods Cross-sectional study of the entire nursing home population in one Norwegian municipality. Registered nurses filled in a questionnaire for all residents in the municipality (980 residents aged ≥65). Statistical methods used are descriptive statistics, binary logistic regression and multivariable logistic regression. Results The response rate of the study was 90.3%. The prevalence of fecal incontinence was 42.3%. In multivariable analysis of FI, residents with diarrhea (OR 7.33, CI 4.39-12.24), urinary incontinence (OR 2.77, CI 1.73-4.42) and dementia (OR 2.17, CI 1.28-3.68) had higher odds of having fecal incontinence compared to those without the condition. Residents residing in a nursing home between 4–5 years had higher odds of having fecal incontinence compared to residents who had stayed under a year (OR 2.65, CI 1.20-5.85). Residents with deficiency in feeding (2.17, CI 1.26-3.71), dressing (OR 4.03, CI 1.39-11.65), toilet use (OR 7.37, CI 2.65-20.44) and mobility (OR 2.54, CI 1.07-6.00) had higher odds of having fecal incontinence compared to residents without deficiencies in activities of daily living (ADL). Needing help for transfer between bed and chair was a protective factor for fecal incontinence compared to residents who transferred independently (OR 0.49, CI 0.26-0.91). Conclusions Fecal incontinence is a prevalent condition in the nursing home population and is associated with ADL decline, frailty, diarrhea and quality of care. This knowledge is important for staff in nursing home in order to provide the best treatment and care for residents with fecal incontinence.
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Affiliation(s)
- Susan Saga
- Faculty of Nursing, Sør-Trøndelag University College, Trondheim, 7004, Norway.
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Abstract
Fecal incontinence (FI) is a common gastrointestinal (GI) complaint in patients aged 65 years and older. This evidence-based review article discusses the epidemiology, pathophysiology, evaluation, and management of FI in the geriatric population. We emphasize aging-related changes leading to and impacting evaluation and treatment of this symptom while incorporating the core geriatric principles of functional status and management aligned with patient preference and goals of care.
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Zuchelli T, Myers SE. Gastrointestinal issues in the older female patient. Gastroenterol Clin North Am 2011; 40:449-66, x. [PMID: 21601791 DOI: 10.1016/j.gtc.2011.03.007] [Citation(s) in RCA: 9] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/21/2023]
Abstract
As the body ages, it undergoes a multitude of changes. Some of these changes are visible, whereas others are not and may be elicited during the patient encounter. Some gastrointestinal issues may be more common in the elderly population and possibly in older women. These issues range from motility disorders, such as fecal incontinence and constipation, to changes in neuropeptide function and its effect on the anorexia of aging. This article comprehensively reviews gastrointestinal issues that commonly afflict the elderly female population.
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Affiliation(s)
- Tobias Zuchelli
- Drexel University College of Medicine, 245 North 15th Street, 5th Floor New College Building, Philadelphia, PA 19107, USA.
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Abstract
PURPOSE OF REVIEW With the graying of the world's population, there is an increased interest in the physiological effects of aging. This review examines the physiological changes of the gut with aging and their clinical significance. RECENT FINDINGS Changes with aging in the gastrointestinal tract are variable, but in some cases they are responsible for a variety of symptoms. Thus, alterations in taste and smell, gastric motility, intestinal overgrowth and changes in gastrointestinal hormone release are the basis of the physiological anorexia of aging. Alterations in swallowing lead to silent aspiration. Changes in gastric emptying play a role in postprandial hypotension. Changes in gastrointestinal function can lead to constipation and fecal incontinence. Weakening of the colonic muscular wall produces diverticula. Achlorhydria is associated with malabsorption of some forms of iron and calcium. Vitamin D malabsorption aggravates the hypovitaminosis D that is so common in older persons. Changes in probiotics can lead to diarrhea and altered immune system. In the liver, aging is associated with delayed drug metabolism. SUMMARY Changes in the physiology of the gut play a role in the anorexia of aging, aspiration pneumonia, postprandial hypotension, constipation and fecal incontinence.
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Affiliation(s)
- Asif Bhutto
- Division of Geriatric Medicine, Saint Louis University, USA bGRECC, VA Medical Center, St. Louis, Missouri, USA
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Affiliation(s)
- Donna S. Driver
- Donna S. Driver is a medical-surgical clinical nurse specialist in the Nursing Center of Excellence-Nursing Education at Mary Washington Hospital in Fredericksburg, Virginia
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Crowell MD, Schettler VA, Lacy BE, Lunsford TN, Harris LA, DiBaise JK, Jones MP. Impact of anal incontinence on psychosocial function and health-related quality of life. Dig Dis Sci 2007; 52:1627-31. [PMID: 17211712 DOI: 10.1007/s10620-006-9249-3] [Citation(s) in RCA: 31] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 12/16/2005] [Accepted: 02/05/2006] [Indexed: 01/11/2023]
Abstract
The relationship among the frequency of anal incontinence (AI), psychosocial factors, and health-related quality of life (HRQOL) was evaluated. Consecutive patients (n=280) completed a bowel symptom questionnaire, the Symptom Checklist 90 -- Revised (SCL 90-R), and an assessment of HRQOL. Group 1 had no incontinence, Group 2 had AI less than once per week, and Group 3 experienced AI more than once per week. Multivariate analyses were used to evaluate the relationship among symptoms, the SCL-90-R subscales, and HRQOL. Group 3 reported more frequent stools than the other groups. Significant psychological distress was present in both incontinent groups compared to Group 1 (P=0.002). A reduction in overall HRQOL was also seen in the incontinent groups. Depression was inversely correlated with QOL-Satisfaction and QOL-Ratings and positively correlated with QOL-Interference. AI was associated with impaired psychosocial function and decreased HRQOL. The frequency of AI was associated with increased HRQOL-Interference, but minimally with the degree of psychosocial impairment.
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Affiliation(s)
- Michael D Crowell
- The Marvin M. Schuster Center for Digestive and Motility Disorders, The Johns Hopkins University School of Medicine, Baltimore, Maryland 21224, USA
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Rizk DEE, Al-Marzouqi AH, Hassan HA, Al-Kedrah SS, Fahim MA. Estrogen and ghrelin decrease cytoplasmic expression of p27kip1, a cellular marker of ageing, in the striated anal sphincter and levator muscle of ovariectomized rats. Int Urogynecol J 2006; 18:413-8. [PMID: 16900438 DOI: 10.1007/s00192-006-0159-x] [Citation(s) in RCA: 9] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/14/2006] [Accepted: 05/17/2006] [Indexed: 11/26/2022]
Abstract
A study was carried out to investigate the effect of estrogen and/or ghrelin on the cellular marker of ageing, p27kip1, in pelvic floor muscles of ovariectomized rats. Virgin Wistar rats (13 months old) underwent ovariectomy followed (1 month) by 42 daily intraperitoneal 17-beta estradiol (10 microg/kg), ghrelin (2 microg/kg), both hormones, or placebo vehicle (n=6x4 groups). Six more age-matched animals underwent sham surgery without ovariectomy. Cytoplasmic expression of p27kip1 in the striated urethral and anal sphincters and levator muscle was measured by Western blot analysis in all animals (n=30). p27kip1 signal intensity significantly increased postovariectomy in all muscles compared to sham animals. In the anal sphincter and levator, signal intensity decreased to sham levels with ghrelin or estrogen and decreased further after estrogen or ghrelin and estrogen/ghrelin administration. Urethral sphincter signal intensity decreased without reaching sham levels after drug administration. Estrogen and/or ghrelin replacement reverses the ovariectomy-induced exacerbation of biochemical cellular ageing in the anal sphincter and levator muscle of middle-aged rats.
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Affiliation(s)
- Diaa E E Rizk
- Department of Obstetrics and Gynecology, Faculty of Medicine and Health Sciences, United Arab Emirates University, Al Ain, United Arab Emirates.
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Rizk DEE, Hassan HA, Ramadan GA, Shafiullah M, Fahim MA. Estrogen and ghrelin increase number of submucosal urethral and anal canal blood vessels in ovariectomized rats. Urology 2005; 66:1343-8. [PMID: 16360481 DOI: 10.1016/j.urology.2005.06.113] [Citation(s) in RCA: 9] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/02/2005] [Revised: 05/18/2005] [Accepted: 06/23/2005] [Indexed: 11/26/2022]
Abstract
OBJECTIVES Urinary and fecal control deteriorates after menopause, but it is not clear whether this is age or hormone related. This study investigates whether administration of estrogen and/or the anti-aging growth hormone-releasing peptide, ghrelin, improves the adverse effects of menopause/aging on urethral and anal canal submucosal blood vessel counts in middle-age rats. METHODS Female Wistar rats (13 months old) underwent ovariectomy, followed 1 month later by intraperitoneal once-daily administration of 17-beta estradiol (10 microg/kg), ghrelin (2 microg/kg), both hormones, or vehicle (n = 6 in each of four groups) for 42 days. An age-matched sham group (n = 6) received no intervention. Submucosal blood vessels were counted by light microscopy in five randomly selected fields from five nonconsecutive sections (5 microm thick) per rat of formalin-fixed and paraffin-embedded tissue blocks of the urethra and anal canal stained with hematoxylin-eosin. The results are expressed as the mean vessel number per high power field (x400). RESULTS Ovariectomy significantly reduced submucosal urethral and anal vascular counts below the sham values (7.41 +/- 0.98 versus 5.46 +/- 0.82, P = 0.003 and 7.16 +/- 1.11 versus 4.92 +/- 0.65, P = 0.0009, respectively). Estrogen restored the urethral counts (7.76 +/- 0.88, P = 0.5) and ghrelin or combined estrogen and ghrelin administration significantly increased the counts to greater than the sham counts (8.68 +/- 0.99, P = 0.04 and 9.72 +/- 1.21, P = 0.004, respectively). Estrogen, ghrelin, and combined estrogen and ghrelin administration also restored the anal counts to sham levels (7.26 +/- 0.97, P = 0.8; 6.56 +/- 0.78, P = 0.3; and 7.76 +/- 0.88, P = 0.3, respectively). CONCLUSIONS Combined or individual replacement of estrogen and ghrelin produces a beneficial effect by reversing the ovariectomy-induced decrease in urethral and anal canal submucosal vessel numbers in middle-age rats.
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Affiliation(s)
- Diaa E E Rizk
- Department of Obstetrics and Gynecology, Faculty of Medicine and Health Sciences, United Arab Emirates University, Al-Ain, United Arab Emirates.
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Abstract
The increase in prevalence of obesity in older individuals and the association of obesity with increased morbidity, functional decline, hospitalization, and complications is expected to increase the number of individuals who have obesity requiring nursing home care, particularly subacute and short-term rehabilitation. Providing appropriate nursing home care to residents who have obesity requires environmental modifications, specialized equipment, and staff training. Effective nursing home care of residents who have obesity is interdisciplinary and requires special nursing, medical, nutritional, psychosocial, and rehabilitation considerations.
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