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Machine learning-based prediction models for pressure injury: A systematic review and meta-analysis.International Wound Journal Dec 2023Despite the fact that machine learning (ML) algorithms to construct predictive models for pressure injury development are widely reported, the performance of the model... (Meta-Analysis)
Meta-Analysis Review
Despite the fact that machine learning (ML) algorithms to construct predictive models for pressure injury development are widely reported, the performance of the model remains unknown. The goal of the review was to systematically appraise the performance of ML models in predicting pressure injury. PubMed, Embase, Cochrane Library, Web of Science, CINAHL, Grey literature and other databases were systematically searched. Original journal papers were included which met the inclusion criteria. The methodological quality was assessed independently by two reviewers using the Prediction Model Risk of Bias Assessment Tool (PROBAST). Meta-analysis was performed with Metadisc software, with the area under the receiver operating characteristic curve, sensitivity and specificity as effect measures. Chi-squared and I tests were used to assess the heterogeneity. A total of 18 studies were included for the narrative review, and 14 of them were eligible for meta-analysis. The models achieved excellent pooled AUC of 0.94, sensitivity of 0.79 (95% CI [0.78-0.80]) and specificity of 0.87 (95% CI [0.88-0.87]). Meta-regressions did not provide evidence that model performance varied by data or model types. The present findings indicate that ML models show an outstanding performance in predicting pressure injury. However, good-quality studies should be conducted to verify our results and confirm the clinical value of ML in pressure injury development.
Topics: Humans; Pressure Ulcer; Sensitivity and Specificity; ROC Curve; Machine Learning; Software
PubMed: 37340520
DOI: 10.1111/iwj.14280 -
International Wound Journal Nov 2023We aimed to review and synthesise the evidence of the interventions of patients' and informal caregivers' engagement in managing chronic wounds at home. The research... (Review)
Review
We aimed to review and synthesise the evidence of the interventions of patients' and informal caregivers' engagement in managing chronic wounds at home. The research team used a systematic review methodology based on an updated guideline for reporting systematic reviews (PRISMA) and recommendations from the Synthesis Without Meta-analysis. Cochrane Central Register of Controlled Trial of the Cochrane Library, Pubmed, Embase, CINAHL, Wanfang (Chinese), and CNKI database (Chinese) were searched from inception to May 2022. The following MESH terms were used: wound healing, pressure ulcer, leg ulcer, diabetic foot, skin ulcer, surgical wound, educational, patient education, counselling, self-care, self-management, social support, and family caregiver. Experimental studies involving participants with chronic wounds (not at risk of wounds) and their informal caregivers were screened. Data were extracted and the narrative was synthesised from the findings of included studies. By screening the above databases, 790 studies were retrieved, and 16 met the inclusion and exclusion criteria. Studies were 6 RCTs and ten non-RCTs. Outcomes of chronic wound management included patient indicators, wound indicators, and family/caregiver indicators. Home-based interventions of patients or informal caregivers' engagement in managing chronic wounds at home may effectively improve patient outcomes and change wound care behaviour. What's more, educational/behavioural interventions were the primary type of intervention. Multiform integration of education and skills training on wound care and aetiology-based treatment was delivered to patients and caregivers. Besides, there are no studies entirely targeting elderly patients. Home-based chronic wound care training was important to patients with chronic wounds and their family caregivers, which may advance wound management outcomes. However, the findings of this systematic review were based on relatively small studies. We need more exploration of self and family-oriented interventions in the future, especially for older people affected by chronic wounds.
Topics: Humans; Aged; Caregivers; Social Support; Self Care; Pressure Ulcer; Skin Ulcer
PubMed: 37277908
DOI: 10.1111/iwj.14219 -
The Cochrane Database of Systematic... May 2023Pressure ulcers, also known as bedsores, pressure sores, or pressure injuries, are localised damage to the skin and underlying soft tissue, usually caused by intense or... (Review)
Review
BACKGROUND
Pressure ulcers, also known as bedsores, pressure sores, or pressure injuries, are localised damage to the skin and underlying soft tissue, usually caused by intense or long-term pressure, shear, or friction. Negative pressure wound therapy (NPWT) has been widely used in the treatment of pressure ulcers, but its effect needs to be further clarified. This is an update of a Cochrane Review first published in 2015.
OBJECTIVES
To evaluate the effectiveness of NPWT for treating adult with pressure ulcers in any care setting.
SEARCH METHODS
On 13 January 2022, we searched the Cochrane Wounds Specialised Register; the Cochrane Central Register of Controlled Trials (CENTRAL); Ovid MEDLINE (including In-Process & Other Non-Indexed Citations); Ovid Embase, and EBSCO CINAHL Plus. We also searched ClinicalTrials.gov and the WHO ICTRP Search Portal for ongoing and unpublished studies and scanned reference lists of relevant included studies as well as reviews, meta-analyses, and health technology reports to identify additional studies. There were no restrictions with respect to language, date of publication, or study setting.
SELECTION CRITERIA
We included published and unpublished randomised controlled trials (RCTs) comparing the effects of NPWT with alternative treatments or different types of NPWT in the treatment of adults with pressure ulcers (stage II or above).
DATA COLLECTION AND ANALYSIS
Two review authors independently conducted study selection, data extraction, risk of bias assessment using the Cochrane risk of bias tool, and the certainty of the evidence assessment using the Grading of Recommendations, Assessment, Development and Evaluations (GRADE) methodology. Any disagreement was resolved by discussion with a third review author.
MAIN RESULTS
This review included eight RCTs with a total of 327 randomised participants. Six of the eight included studies were deemed to be at a high risk of bias in one or more risk of bias domains, and evidence for all outcomes of interest was deemed to be of very low certainty. Most studies had small sample sizes (range: 12 to 96, median: 37 participants). Five studies compared NPWT with dressings, but only one study reported usable primary outcome data (complete wound healing and adverse events). This study had only 12 participants and there were very few events; only one participant was healed in the study (risk ratio (RR) 3.00, 95% confidence interval (CI) 0.15 to 61.74, very low-certainly evidence). There was no evidence of a difference in the number of participants with adverse events in the NPWT group and the dressing group, but the evidence for this outcome was also assessed as very low certainty (RR 1.25, 95% CI 0.64 to 2.44, very low-certainty evidence). Changes in ulcer size, pressure ulcer severity, cost, and pressure ulcer scale for healing (PUSH) sores were also reported, but we were unable to draw conclusions due to the low certainly of the evidence. One study compared NPWT with a series of gel treatments, but this study provided no usable data. Another study compared NPWT with 'moist wound healing', which did not report primary outcome data. Changes in ulcer size and cost were reported in this study, but we assessed the evidence as being of very low certainty; One study compared NPWT combined with internet-plus home care with standard care, but no primary outcome data were reported. Changes in ulcer size, pain, and dressing change times were reported, but we also assessed the evidence as being of very low certainty. None of the included studies reported time to complete healing, health-related quality of life, wound infection, or wound recurrence.
AUTHORS' CONCLUSIONS
The efficacy, safety, and acceptability of NPWT in treating pressure ulcers compared to usual care are uncertain due to the lack of key data on complete wound healing, adverse events, time to complete healing, and cost-effectiveness. Compared with usual care, using NPWT may speed up the reduction of pressure ulcer size and severity of pressure ulcer, reduce pain, and dressing change times. Still, trials were small, poorly described, had short follow-up times, and with a high risk of bias; any conclusions drawn from the current evidence should be interpreted with considerable caution. In the future, high-quality research with large sample sizes and low risk of bias is still needed to further verify the efficacy, safety, and cost-effectiveness of NPWT in the treatment of pressure ulcers. Future researchers need to recognise the importance of complete and accurate reporting of clinically important outcomes such as the complete healing rate, healing time, and adverse events.
Topics: Adult; Humans; Bandages; Negative-Pressure Wound Therapy; Pressure Ulcer; Surgical Wound Infection; Ulcer
PubMed: 37232410
DOI: 10.1002/14651858.CD011334.pub3 -
Journal of Tissue Viability May 2023The aim of this network meta-analysis is to analyze the difference in therapeutic effects between moist dressings and traditional dressings in the treatment of pressure... (Meta-Analysis)
Meta-Analysis Review
AIMS
The aim of this network meta-analysis is to analyze the difference in therapeutic effects between moist dressings and traditional dressings in the treatment of pressure injury (PI), explore the healing, healing time, direct cost, and number of dressing changes of different moist dressings for the management of pressure injuries.
BACKGROUND
The incidence of pressure injury is high and the burden of disease is high, but there is no consensus on how to choose moist dressing treatment.
DESIGN
A systematic review with network meta-analysis was performed.
DATA SOURCES
We searched the Chinese Biomedicine Literature Database and China National Knowledge Infrastructure, Wanfang Database, VIP database, PubMed, Web of Science, EMBASE.com, CENTRAL (Cochrane Central Register of Controlled Trials) and CINAHL to obtain randomized controlled trials (RCTs) on the treatment of PI with moist dressings.
REVIEW METHODS
R studio software and Stata 16.0 software were used to compare different moist dressings and traditional dressings.
RESULTS
41 RCTs of moist dressings in the treatment of PI were included. A total of seven kinds of moist dressings, Vaseline gauze and traditional gauze dressing were involved. All RCTs were at a medium to high risk of bias. Overall, moist dressings had more advantages than traditional dressings in terms of various outcome indicators.
CONCLUSION
The effect of moist dressings in treating PI is more advantageous than traditional dressings. However, in terms of direct cost and the number of dressings changes, more research is needed to improve the credibility of the network meta-analysis. The results of the network meta-analysis show that the silver ion dressing and alginate dressing are the best choices in the treatment of PI.
NO PATIENT OR PUBLIC CONTRIBUTION
This study is a network meta-analysis, which does not require the participation of patients and the public.
Topics: Humans; Pressure Ulcer; Network Meta-Analysis; Bandages; Wound Healing; Surgical Wound Infection
PubMed: 37012120
DOI: 10.1016/j.jtv.2023.03.003 -
International Wound Journal Sep 2023The aim of this systematic review and meta-analysis is to provide an overview of the prevalence of pressure ulcers (PU) in orthopaedic wards. A comprehensive, systematic... (Meta-Analysis)
Meta-Analysis Review
The aim of this systematic review and meta-analysis is to provide an overview of the prevalence of pressure ulcers (PU) in orthopaedic wards. A comprehensive, systematic search was conducted in different international electronic databases, such as Scopus, PubMed, Web of Science, and Persian electronic databases such as Iranmedex, and Scientific Information Database (SID) using keywords extracted from Medical Subject Headings such as "Prevalence", "Pressure ulcer", "Pressure sore", and "Orthopaedics" from the earliest to February 1, 2023. The appraisal tool for cross-sectional studies (AXIS tool) evaluates the quality of the included studies. Finally, 11 studies were included in the final analysis. The results indicated that the prevalence of PU in orthopaedic departments was 18% (ES: 0.18, 95% CI: 0.10-0.26, Z = 4.53, I : 99.09%). Although the odds ratio of PU was lower in men than women, it was not statistically significant (OR: 0.91, 95% CI: 0.74-1.11, Z = 0.95, I : 17.4%, P = .34). Also, results showed the prevalence of PU was higher among studies with a sample size of more than 200 (ES: 0.19, 95% CI: 0.10-0.28, Z = 4.07, I : 99.1%), Europe region (ES: 0.20, 95% CI: 0.14-0.26, Z = 6.7, I : 93.0%) and prospective design (ES: 0.23, 95% CI: 0.18-0.27, Z = 9.47, I : 83.3%) when compared with other sub-groups. In sum, considering the 18% prevalence of PU in the orthopaedic department, it is recommended to focus on detecting risk factors and design interventions to reduce PU in the patients admitted orthopaedic department.
Topics: Male; Humans; Female; Ulcer; Cross-Sectional Studies; Risk Factors; Hospitals; Europe; Pressure Ulcer
PubMed: 36960790
DOI: 10.1111/iwj.14156 -
International Wound Journal Oct 2023This systematic review aimed to examine the knowledge of caregivers regarding pressure ulcer (PU) prevention. A thorough, methodical search was conducted from the... (Review)
Review
This systematic review aimed to examine the knowledge of caregivers regarding pressure ulcer (PU) prevention. A thorough, methodical search was conducted from the earliest date to February 1, 2023 using keywords extracted from Medical Subject Headings such as "Caregivers", "Knowledge", and "Pressure ulcer" in various international electronic databases such as Scopus, PubMed, Web of Science, and Persian electronic databases such as Iranmedex and Scientific Information Database. The quality of the studies included in this systematic review was evaluated using an appraisal tool for cross-sectional studies (AXIS tool). In total, 927 caregivers participated in the eight studies. The average age of the participants was 40.50 (SD = 12.67). Among the participants, 61.87% were women. The average caregiver's knowledge of PU prevention was 53.70 (SD = 14.09) out of 100, which suggests a moderate level of knowledge. Factors such as level of education, age, occupation, information about PUs, attitude, and practice had a significant positive relationship with caregivers' knowledge related to the prevention of PUs. Knowledge had a significantly negative relationship with age. In addition, marital status, type of relationship, age, gender, occupation, level of education, and inpatient wards had a significant relationship with caregivers' knowledge regarding PUs prevention. Therefore, managers and policymakers in the medical field can help increase caregivers' knowledge by providing an online or in-person educational platform relevant to PU prevention.
Topics: Humans; Female; Male; Caregivers; Cross-Sectional Studies; Ulcer; Pressure Ulcer; Suppuration
PubMed: 36960763
DOI: 10.1111/iwj.14168 -
Nagoya Journal of Medical Science Feb 2023We conducted this systematic review to clarify the clinical characteristics, complications, and outcomes of surgical and non-surgical patients with fragility fracture of... (Review)
Review
We conducted this systematic review to clarify the clinical characteristics, complications, and outcomes of surgical and non-surgical patients with fragility fracture of the pelvis (FFP). We searched PubMed, Google Scholar, Cochrane Library, Web of Science, and MEDLINE for English language articles on FFP. We calculated pooled odds ratios (ORs) or mean differences (MDs) of surgical patients in comparison to non-surgical patients for clinical characteristics (Rommens FFP classification, age, sex, dementia, osteoporosis, diabetes mellitus, pulmonary disease, cardiovascular disease, and malignancy), complications (pneumonia, urinary tract infection, cardiac event, thrombosis, pulmonary embolism, pressure ulcer, multiple organ failure, anemia caused by surgical bleeding, and surgical site infection), and outcomes (hospital mortality and one-year mortality). Five studies involving 1,090 patients with FFP (surgical patients, 432; non-surgical patients, 658) were included. FFP type III and IV (OR = 8.44; 95% confidence interval [CI] 5.99 to 11.88; <0.00001), a younger age (MD = -3.29; 95% CI -3.83 to -2.75; 0.00001), the absence of dementia (OR = 0.36; 95% CI 0.23 to 0.57; <0.0001), and the presence of osteoporosis (OR = 1.74; 95% CI 1.29 to 2.35; = 0.0003) were significantly associated with the surgical patients. Urinary tract infection (OR = 2.06; 95% CI 1.37 to 3.10; = 0.0005), anemia caused by surgical bleeding (OR = 4.55; 95% CI 1.95 to 10.62; = 0.0005), and surgical site infection (OR = 16.74; 95% CI 3.05 to 91.87; = 0.001) were significantly associated with the surgical patients. There were no significant differences in the outcomes between the surgical and non-surgical patients. Our findings may help to further understand the treatment strategy for FFP and improve clinical outcomes.
Topics: Humans; Surgical Wound Infection; Fractures, Bone; Blood Loss, Surgical; Urinary Tract Infections; Osteoporosis; Dementia; Pelvis
PubMed: 36923634
DOI: 10.18999/nagjms.85.1.35 -
Impact of evidence-based bundles on ventilator-associated pneumonia prevention: A systematic review.Journal of Infection in Developing... Feb 2023This review aimed at investigating the impact of bundle components on the prevention of ventilator-associated pneumonia (VAP) in adults and the elderly.
INTRODUCTION
This review aimed at investigating the impact of bundle components on the prevention of ventilator-associated pneumonia (VAP) in adults and the elderly.
METHODOLOGY
The databases consulted were PubMed, EBSCO, and Scielo. The terms Bundle and Pneumonia were searched in combination. The original articles were selected in Spanish and English; published between January 2008 and December 2017. After eliminating the duplicate papers, an analysis of the titles and the abstracts was performed in order to select the assessed articles. A total of 18 articles were included in this review that were evaluated according to the following criteria: research reference, country of data collection, type of study, characteristics of the studied patients, analysis and intervention performed, bundle items investigated and their results, and research outcome.
RESULTS
Four bundle items were presented in all the investigated papers. 61% of those works were considered from seven to eight bundle items. Daily evaluation of sedation interruption and daily assessment for verifying extubation condition, head-of-bed elevation at 30 degrees, cuff pressure monitoring, coagulation prophylaxis, and oral hygiene were the most reported bundle items. One study described the increased mortality of patients under mechanical ventilation when omitted the bundle items of oral hygiene and stress ulcer prophylaxis. Head-of-bed elevation at 30 degrees was the item reported in 100% of the studied papers.
CONCLUSIONS
Existing research demonstrated that VAP reduction occurred when bundle items were performed for adults and the elderly. Four works showed the relevance of team education as a central approach to the event reduction related to the ventilator.
Topics: Adult; Humans; Aged; Pneumonia, Ventilator-Associated; Intensive Care Units; Respiration, Artificial; Ventilators, Mechanical; Peptic Ulcer
PubMed: 36897895
DOI: 10.3855/jidc.12202 -
International Wound Journal Aug 2023The aim of this study was to summarise the best evidence for the prevention and control of pressure ulcer at the support surface based on the site and stage of the...
The aim of this study was to summarise the best evidence for the prevention and control of pressure ulcer at the support surface based on the site and stage of the pressure ulcer in order to reduce the incidence of pressure ulcer and improve the quality of care. In accordance with the top-down principle of the 6 S model of evidence-based resources, evidence from domestic and international databases and websites on the prevention and control of pressure ulcer on support surfaces, including randomised controlled trials, systematic reviews, evidence-based guidelines, and evidence summaries, was systematically searched for the period from January 2000 to July 2022. Evidence grading based on the Joanna Briggs Institute Evidence-Based Health Care Centre Evidence Pre-grading System (2014 version), Australia. The outcomes mainly embraced 12 papers, including three randomised controlled trials, three systematic reviews, three evidence-based guidelines, and three evidence summaries. The best evidence summarised included a total of 19 recommendations in three areas: type of support surface selection assessment, use of support surfaces, and team management and quality control.
Topics: Humans; Pressure Ulcer; Beds; Incidence; Australia; Quality Control
PubMed: 36891753
DOI: 10.1111/iwj.14109 -
Antibiotics (Basel, Switzerland) Jan 2023Ventilator-associated pneumonia (VAP) remains a common risk in mechanically ventilated patients. Different care bundles have been proposed to succeed VAP reduction. We... (Review)
Review
Ventilator-associated pneumonia (VAP) remains a common risk in mechanically ventilated patients. Different care bundles have been proposed to succeed VAP reduction. We aimed to identify the combined interventions that have been used to by ICUs worldwide from the implementation of "Institute for Healthcare Improvement Ventilator Bundle", i.e., from December 2004. A search was performed on the PubMed, Scopus and Science Direct databases. Finally, 38 studies met our inclusion criteria. The most common interventions monitored in the care bundles were sedation and weaning protocols, semi-recumbent positioning, oral and hand hygiene, peptic ulcer disease and deep venus thrombosis prophylaxis, subglottic suctioning, and cuff pressure control. Head-of-bed elevation was implemented by almost all studies, followed by oral hygiene, which was the second extensively used intervention. Four studies indicated a low VAP reduction, while 22 studies found an over 36% VAP decline, and in ten of them, the decrease was over 65%. Four of these studies indicated zero or nearly zero after intervention VAP rates. The studies with the highest VAP reduction adopted the "IHI Ventilator Bundle" combined with adequate endotracheal tube cuff pressure and subglottic suctioning. Multifaced techniques can lead to VAP reduction at a great extent. Multidisciplinary measures combined with long-lasting education programs and measurement of bundle's compliance should be the gold standard combination.
PubMed: 36830138
DOI: 10.3390/antibiotics12020227