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Nevin Manimala Statistics

A Quality Improvement Project to Decrease CLABSIs in Non-ICU Settings

Qual Manag Health Care. 2022 Dec 7. doi: 10.1097/QMH.0000000000000375. Online ahead of print.

ABSTRACT

BACKGROUND AND OBJECTIVES: Central line-associated bloodstream infections (CLABSIs) are a common, preventable healthcare-associated infection. In our 3-hospital health system, CLABSI rates in non-intensive care unit (ICU) settings were above the internal target rate of zero. A robust quality improvement (QI) project to reduce non-ICU CLABSIs was undertaken by a team of Doctor of Nursing Practice (DNP)-prepared nurse leaders enrolled in a post-DNP Quality Implementation Scholars program and 2 QI experts. Based on a review of the literature and local root cause analyses, the QI team implemented the evidence-based practice of using 2% chlorhexidine gluconate (CHG) cloths for daily bathing for non-ICU patients with a central line.

METHODS: A pre-post-design was used for this QI study. CHG bathing was implemented using multifaceted educational strategies that included an e-learning module, printed educational materials, educational outreach, engagement of unit-based CLABSI champions, and an electronic reminder in the electronic health record. Generalized linear mixed-effects models were used to assess the change in CLABSI rates before and after implementation of CHG bathing. CLABSI rates were also tracked using statistical process control (SPC) charts to monitor stability over time. CHG bathing documentation compliance was audited as a process measure. These audit data were provided to unit-based leadership (nurse managers and clinical team leaders) on a monthly basis. A Qualtrics survey was also disseminated to nursing leadership to evaluate their satisfaction with the CHG bathing implementation processes.

RESULTS: Thirty-four non-ICU settings participated in the QI study, including general medical/surgical units and specialty areas (oncology, neurosciences, cardiac, orthopedic, and pediatrics). While the change in CLABSI rates after the intervention was not statistically significant (b = -0.35, P = .15), there was a clinically significant CLABSI rate reduction of 22.8%. Monitoring the SPC charts demonstrated that CLABSI rates remained stable after the intervention at all 3 hospitals as well as the health system. CHG bathing documentation compliance increased system-wide from 77% (January 2020) to 94% (February 2021). Overall, nurse leaders were satisfied with the CHG bathing implementation process.

CONCLUSIONS: To sustain this practice change in non-ICU settings, booster sessions will be completed at least on an annual basis. This study provides further support for using CHG cloths for daily patient bathing in the non-ICU setting.

PMID:36346987 | DOI:10.1097/QMH.0000000000000375

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Nevin Manimala Statistics

Resonantly Coupled High-Efficiency Sensors for Assessment of Ventricular Chamber Size for Autonomous Control of Left Ventricular Assist Device

ASAIO J. 2022 Nov 9. doi: 10.1097/MAT.0000000000001846. Online ahead of print.

ABSTRACT

Current left ventricular assist devices (LVADs) are set to a fixed rpm and are unable to adjust to physiological demands irrespective of preload or afterload. Autonomous control of LVADs has the potential to reduce septal shift, preserve right ventricle function, and meet physiological demands. A highly innovative resonantly coupled regimen is presented which can achieve this goal. We introduce sensors based on a highly sensitive relationship between transmission coefficient and spatial separation in a resonantly coupled regimen. This relationship represents a polynomial regression. A regimen of an apical sensor and multiple outflow sensors is investigated. A range of separations varying from 50-200 mm was systematically investigated. These ranges consider anatomical & physiological variation(s) in cardiac chamber size. Validation was obtained in porcine heart preparation. The polynomial regression model predicted distance between the sensors with a mean absolute percentage error of 0.77%, 1.07%, and 5.75% for the thr ee putative positions of the outflow sensors and apical sensor when compared with experimental results. A high degree of accuracy (95%) between the predicted and observed distance was obtained. Continuous measurements were done over 90 days to examine drift, with no statistically detectable change in measurements over million sampling cycles. We have demonstrated a reliable sensor methodology without drift for assessing ventricular chamber size in an LVAD setup. This has the potential to allow autonomous control of LVAD based on ventricular chamber size to address some of the adverse events.

PMID:36346948 | DOI:10.1097/MAT.0000000000001846

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Nevin Manimala Statistics

Cancer care and management during COVID-19: A comparison of in-person, video and telephone consultations

J Telemed Telecare. 2022 Dec;28(10):733-739. doi: 10.1177/1357633X221123409.

ABSTRACT

In Australia, the COVID-19 pandemic has resulted in the exponential growth in the delivery of telehealth services. Medicare data indicates that the majority of telehealth consultations have used the telephone, despite the known benefits of using video. The aim of this study was to understand the perceived quality and effectiveness of in-person, telephone and videoconsultations for cancer care. Data was collected via online surveys with consumers (n = 1162) and health professionals (n = 59), followed by semi-structured interviews with telehealth experienced health professionals (n = 22) and consumers (n = 18). Data were analysed using descriptive statistics and significance was tested using the chi-square test. A framework analysis and thematic analysis were used for qualitative data. Results indicate telehealth is suitable for use across the cancer care pathway. However, consumers and health professionals perceived videoconsultations facilitated visual communication and improved patients’ quality of care. The telephone was appropriate for short transactional consultations such as repeat prescriptions. Consumers were rarely given the choice of consultation modality. The choice of modality depended on a range of factors such as the type of consultation and stage of cancer care. Hybrid models of care utilising in-person, video and telephone should be developed and requires further guidance to promote the adoption of telehealth in cancer care.

PMID:36346931 | DOI:10.1177/1357633X221123409

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Nevin Manimala Statistics

A survey study of factors influencing elevated blood lead levels in donors from Qingdao, China

Blood Transfus. 2022 Nov 2. doi: 10.2450/2022.0130-22. Online ahead of print.

ABSTRACT

BACKGROUND: That lead is harmful to multiple systems of the human body has been known since antiquity and numerous recent studies have shown that blood transfusion may be an important source of exposure to lead in blood recipients. In this study factors influencing elevated lead levels in blood samples from donors in Qingdao, a city in northern China were investigated to provide screening procedures for blood donors and safer blood transfusions for blood recipients.

MATERIALS AND METHODS: In 2021, subjects from 15 blood donation sites in Qingdao were selected by stratified random sampling. Blood lead levels (BLL) were analyzed by graphite furnace atomic absorption spectrometry. Multiple linear regression and logistic regression models were used to analyze factors influencing BLL.

RESULTS: Of 2,142 blood donors, 1,434 were male and 708 were female, with an average age of 34.8 years. The geometric mean of BLL was 26.03 μg/L (95% confidence interval: 25.52-26.56), and donors in the high blood lead group (≥35 μg/L) accounted for 25.6% of the study population. Multiple linear regression results showed BLL was associated with gender, age, place of residence, duration of residence, and smoking status. Multivariate logistic regression analysis showed that male, increasing age, living in Jimo, duration of residence ≥30 years, and smoking were risk factors for high BLL, with odds ratios (95% confidence intervals) being 2.10 (1.61-2.73), 1.03 (1.01-1.04), 3.89 (1.09-13.86), 1.64 (1.22-2.20), and 1.76 (1.40-2.22), respectively.

DISCUSSION: Male, advanced age, living in Jimo, smoking, and duration of residence ≥30 years were associated with higher BLL. Infusion of blood with elevated lead concentration can be reduced by screening out donors presenting one or more of the above risk factors.

PMID:36346884 | DOI:10.2450/2022.0130-22

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Nevin Manimala Statistics

Red blood cell alloantibodies in the context of critical bleeding and massive transfusion

Blood Transfus. 2022 Oct 18. doi: 10.2450/2022.0131-22. Online ahead of print.

ABSTRACT

BACKGROUND: In the context of critical bleeding and massive transfusion (CB/MT), little is known about the development of new red blood cell (RBC) alloantibodies. We performed a retrospective, observational study to examine the frequency of RBC alloantibodies (pre-existent, anamnestic, or new) in patients with CB/MT, defined as transfusion of five or more RBC units in any 4-hour period, for any cause of CB.

MATERIALS AND METHODS: Data on 2,585 New Zealand patients (date/time of MT initiation, demographic data, blood group, clinical context, and transfused RBCs) were obtained from the Australian and New Zealand Massive Transfusion Registry. RBC alloantibody screening/identification data were extracted from the New Zealand Blood Service database. We calculated summary statistics, compared proportions between different independent groups using the Chi-squared test, and performed logistic regression analysis to examine the effects of variables on alloantibody presence or formation. We also determined the immunogenicities of selected RBC antigens in the context of CB/MT.

RESULTS: Of 1,234 assessable patients, 1,166 (94.5%) showed no evidence of any alloantibody. Pre-existent, anamnestic, and new alloantibodies were found, respectively, in 4.3%, 0.4%, and 7.2% of assessable patients. By multivariable regression analysis, transfusion of D-positive RBC to D-negative patients was independently associated with new alloantibody formation. Neither the quantum of RBC transfused nor trauma as clinical context were so associated although the latter trended towards a predisposition. “Antibodies of undetermined specificity” were the commonest pre-existent and new alloantibodies. The immunogenicity of Jka was the highest in this setting.

DISCUSSION: RBC alloantibodies of any type were rare in this CB/MT population. Patients undergoing CB/MT appear to have low risks of re-stimulating anamnestic alloantibodies, or of developing new RBC alloantibodies.

PMID:36346883 | DOI:10.2450/2022.0131-22

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Nevin Manimala Statistics

Achieving haemostasis in thrombocytopenia in remote settings: an in vitro comparison of frozen and lyophilized products

Blood Transfus. 2022 Oct 18. doi: 10.2450/2022.0128-22. Online ahead of print.

ABSTRACT

BACKGROUND: Platelet concentrates have a limited shelf life due to room temperature storage and therefore, are not kept in regional centres where turnover is low. Cryopreserved platelets have been proposed as an alternative to platelet transfusion in austere circumstances and fibrinogen concentrate has improved thromboelastometry parameters in thrombocytopenia. This study compared the ability of stored haemostatic products and platelets to correct thromboelastometry parameters in thrombocytopenia.

MATERIALS AND METHODS: Blood from eight patients with severe thrombocytopenia was combined with platelet concentrates, cryoprecipitate, fibrinogen concentrate, factor VIII, factor XIII and cryopreserved platelets in ratios equivalent to transfusion. Tissue factor initiated thromboelastometry (EXTEM) was compared between the products.

RESULTS: EXTEM amplitude at 20 minutes (A20) improved by 13.1 mm with platelets (p<0.01). The 5mm increase in A20 seen with cryoprecipitate (p=0.06) was not statistically different from platelets (p=0.19). No improvement in A20 was observed with cryopreserved platelets or factor concentrates. EXTEM clotting times (CT) improved with cryopreserved platelets (19.4 s, p=0.001) and cryoprecipitate (24.1 s, p<0.05), but not fibrinogen, and both were superior to platelets (9.9 s, p<0.05). Clotting concentrates did not improve EXTEM parameters although further studies suggested the improvement in A20 was largely driven by higher fibrinogen concentrations in cryoprecipitate.

DISCUSSION: These results suggest that cryopreserved platelets enhance clot initiation but do not contribute to clot strength in thrombocytopenia. When platelets are not available for transfusion, cryoprecipitate may be of value, however this requires further clinical studies.

PMID:36346878 | DOI:10.2450/2022.0128-22

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Nevin Manimala Statistics

Spectral Analysis of Heart Rate Variability in Time-Varying Conditions and in the Presence of Confounding Factors

IEEE Rev Biomed Eng. 2022 Nov 8;PP. doi: 10.1109/RBME.2022.3220636. Online ahead of print.

ABSTRACT

The tools for spectrally analyzing heart rate variability (HRV) has in recent years grown considerably, with emphasis on the handling of time-varying conditions and confounding factors. Time-frequency analysis holds since long an important position in HRV analysis, however, this technique cannot alone handle a mean heart rate or a respiratory frequency which vary over time. Overlapping frequency bands represents another critical condition which needs to be dealt with to produce accurate spectral measurements. The present survey offers a comprehensive account of techniques designed to handle such conditions and factors by providing a brief description of the main principles of the different methods. Several methods derive from a mathematical/statistical model, suggesting that the model can be used to simulate data used for performance evaluation. The inclusion of a respiratory signal, whether measured or derived, is another feature of many recent methods, e.g., used to guide the decomposition of the HRV signal so that signals related as well as unrelated to respiration can be analyzed. It is concluded that the development of new approaches to handling time-varying scenarios are warranted, as is benchmarking of performance evaluated in technical as well as in physiological/clinical terms.

PMID:36346854 | DOI:10.1109/RBME.2022.3220636

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Nevin Manimala Statistics

Co-occurrences of fall-related factors in adults aged 60 to 85 years in the United States National Health and Nutrition Examination Survey

PLoS One. 2022 Nov 8;17(11):e0277406. doi: 10.1371/journal.pone.0277406. eCollection 2022.

ABSTRACT

A broad set of factors are associated with falling (e.g., age, sex, physical activity, vision, health), but their co-occurrence is understudied. Our objectives were to quantify the number and pattern of co-occurring fall-related factors. Data were obtained from the U.S. National Health and Nutrition Examination Survey (N = 1,957, 60-85 years). Twenty fall-related factors were included (based on previous research), covering a wide range including cognitive, motor, sensory, health, and physical activity measures. The number and pattern of co-occurring fall-related factors were quantified with logistic regression and cluster analyses, respectively. Most participants (59%) had ≥4 fall-risk factors, and each additional risk factor increased the odds of reporting difficulty with falling by 1.28. The identified clusters included: (1) healthy, (2) cognitive and sensory impaired, and (3) health impaired. The mean number of co-occurring fall-related factors was 3.7, 3.8, and 7.2, for clusters 1, 2, and 3, respectively (p<0.001). These observations indicate that co-occurrence of multiple fall-risk factors was common in this national sample of U.S. older adults and the factors tended to aggregate into distinct clusters. The findings support the protective effect of physical activity on fall-risk, the association between gait speed and falls, and the detrimental effect of health-related factors on difficulty with falls (e.g., arthritis, prescription medications). Cluster analyses revealed a complex interplay between sex and BMI that may alter the role of BMI in the etiology of falls. Cluster analyses also revealed a large detrimental effect of health-related factors in cluster 3; it is important to extend current fall interventions (typically focused on balance, flexibility, strength, cognitive, fear factors) to include health-related interventions that target factors such as BMI and arthritis.

PMID:36346815 | DOI:10.1371/journal.pone.0277406

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Nevin Manimala Statistics

Network topology metrics explaining enrichment of hybrid epithelial mesenchymal phenotypes in metastasis

PLoS Comput Biol. 2022 Nov 8;18(11):e1010687. doi: 10.1371/journal.pcbi.1010687. Online ahead of print.

ABSTRACT

Epithelial to Mesenchymal Transition (EMT) and its reverse-Mesenchymal to Epithelial Transition (MET) are hallmarks of metastasis. Cancer cells use this reversible cellular programming to switch among Epithelial (E), Mesenchymal (M), and hybrid Epithelial/Mesenchymal (hybrid E/M) state(s) and seed tumors at distant sites. Hybrid E/M cells are often more aggressive and metastatic than the “pure” E and M cells. Thus, identifying mechanisms to inhibit hybrid E/M cells can be promising in curtailing metastasis. While multiple gene regulatory networks (GRNs) based mathematical models for EMT/MET have been developed recently, identifying topological signatures enriching hybrid E/M phenotypes remains to be done. Here, we investigate the dynamics of 13 different GRNs and report an interesting association between “hybridness” and the number of negative/positive feedback loops across the networks. While networks having more negative feedback loops favor hybrid phenotype(s), networks having more positive feedback loops (PFLs) or many HiLoops-specific combinations of PFLs, support terminal (E and M) phenotypes. We also establish a connection between “hybridness” and network-frustration by showing that hybrid phenotypes likely result from non-reinforcing interactions among network nodes (genes) and therefore tend to be more frustrated (less stable). Our analysis, thus, identifies network topology-based signatures that can give rise to, as well as prevent, the emergence of hybrid E/M phenotype in GRNs underlying EMP. Our results can have implications in terms of targeting specific interactions in GRNs as a potent way to restrict switching to the hybrid E/M phenotype(s) to curtail metastasis.

PMID:36346808 | DOI:10.1371/journal.pcbi.1010687

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Nevin Manimala Statistics

Hematological parameters of reproductive-age women using hormonal contraceptives at University of Gondar Comprehensive Specialized Referral Hospital, Northwest Ethiopia: A comparative cross-sectional study

PLoS One. 2022 Nov 8;17(11):e0277254. doi: 10.1371/journal.pone.0277254. eCollection 2022.

ABSTRACT

BACKGROUND: More than one-third of reproductive aged women in Ethiopia use hormonal contraceptives to prevent conception. The present study aimed to compare the hematological parameters of reproductive-age women taking hormonal contraceptives at the University of Gondar Comprehensive Specialized Referral Hospital, Northwest Ethiopia in 2021.

METHODS: A comparative cross-sectional study was conducted from April to June 2021. A total of 240 study participants were recruited by using a consecutive sampling technique. Data on socio-demographic variables and clinical data were collected through face-to-face interviews using a structured questionnaire and medical record reviews, respectively. Three milliliter venous blood was collected for complete blood count analysis using Unicel DxH 800 coulter hematology analyzer. Data was entered into Epi-data 4.4.3.1 version then exported to IBM SPSS v25 for analysis. Kruskal-Wallis H, Dunn-Bonferroni pairwise comparison test, and Spearman’s correlation analysis were used for inferential statistics. P<0.05 were considered statistically significant.

RESULT: The median and interquartile range of platelet count among combined oral contraceptive users was 285(238-332) which is significantly higher than that of depot medroxyprogesterone acetate users 246(220-226) (p = 0.010), implant user 247(221-297) (p = 0.034), and controls 256(224-278) (p = 0.015). The result also showed long-term use of implant negatively correlated with red blood cell count (p = 0.033).

CONCLUSION: This finding concludes that combined oral contraceptive users had a higher platelet counts than controls while long-term use of implants can result in low red blood cells count. Therefore, a baseline evaluation of complete blood count in women desiring contraceptive methods would also be recommended.

PMID:36346804 | DOI:10.1371/journal.pone.0277254