200 results on '"Malloy, MJ"'
Search Results
2. Healthcare-associated infections in long-term care facilities: a systematic review and meta-analysis of point prevalence studies
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Bennett, N, Tanamas, SK, James, R, Ierano, C, Malloy, MJ, Watson, E, Sluggett, JK, Dunt, D, Thursky, K, Worth, LJ, Bennett, N, Tanamas, SK, James, R, Ierano, C, Malloy, MJ, Watson, E, Sluggett, JK, Dunt, D, Thursky, K, and Worth, LJ
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Objectives Residents of long-term care facilities (LTCFs) are especially vulnerable to acquiring healthcare-associated infections (HAIs). Our systematic review and meta-analysis estimated the burden of HAIs, identified the most frequent HAIs and explored the impact of facility-level and surveillance methodological differences on HAI burden in LTCFs, as determined by point prevalence studies (PPS). Design Systematic review and meta-analysis. Data sources Bibliographic databases MEDLINE (Ovid), Embase (Ovid) and CINAHL (EBSCOhost) were searched for potentially eligible English-language original research publications. References of short-listed full-text publications, the European Centre for Disease Control and Prevention website and an unpublished 2016–2022 Australian Aged Care PPS report were also checked. Eligibility criteria PPS monitoring HAIs, published and undertaken between January 1991 and June 2023 in LTCFs. Data extraction and synthesis Two reviewers independently screened for eligible PPS and if included, assessed risk of bias for each PPS using the Joanna Briggs Institute (JBI) critical appraisal tool for prevalence studies. Meta-analysis was performed using a generalised linear mixed model. Results 31 publications (including 123 PPS from 33 countries encompassing 709 860 residents) were included. Nine PPS (7.3%) were allocated a JBI quality score greater than 80% while 30 PPS (24.4%) were allocated a score between 70% and 80%. The overall pooled HAI point prevalence was 3.5% (95% CI 3.1% to 4.0%); 3.9% (95% CI 3.2% to 4.7%) when higher bias-risk PPS (<70% quality score) were excluded. Of 120 PPS, the most frequently reported HAIs were urinary tract (UTIs; 38.9%), respiratory tract (RTIs; 33.6%) and skin or soft tissue (SSTIs; 23.7%) infections. HAI point prevalence varied by geographical region (p<0.001), study decade (p<0.001) and HAI surveillance definitions used (p<0.001). There was no difference across facility types (p=0.57) or season (p=
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- 2024
3. Elevated Baseline Triglyceride Levels Modulate Effects of HMGCoA Reductase Inhibitors on Plasma Lipoproteins
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Drmanac, S, Heilbron, DC, Pullinger, CR, Jafari, M, Gietzen, D, Ukrainczyk, T, Cho, MH, Frost, PH, Siradze, K, Drmanac, RT, Kane, JP, and Malloy, MJ
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Pharmacology and Pharmaceutical Sciences ,Biomedical and Clinical Sciences ,Atherosclerosis ,6.1 Pharmaceuticals ,Apolipoproteins E ,Cholesterol ,LDL ,Cholesterol ,VLDL ,Female ,Humans ,Hydroxymethylglutaryl-CoA Reductase Inhibitors ,Hyperlipidemias ,Male ,Middle Aged ,Phenotype ,Retrospective Studies ,Sex Factors ,Treatment Outcome ,Triglycerides ,Cardiovascular System & Hematology ,Cardiovascular medicine and haematology ,Pharmacology and pharmaceutical sciences - Abstract
BackgroundThe response in levels of very-low-density (VLDL) and low-density (LDL) lipoproteins varies substantially among hyperlipidemic patients during treatment with HMGCoA reductase inhibitors. Apolipoprotein E genotype and gender are known to contribute to the regulation of steady state levels of plasma lipoproteins. This study explores the effect of these and other potential determinants of the response of VLDL and LDL to treatment with reductase inhibitors.MethodsUsing mixed linear statistical models, the response of lipoprotein lipid values was studied in 142 hyperlipidemic individuals who were treated with reductase inhibitors. Patients received one or more of the following drugs individually for a total of 623 treatment observations: lovastatin, pravastatin, simvastatin, or atorvastatin. For evaluation of the effects of treatment in the aggregate, actual doses were expressed as equivalent doses of atorvastatin, using factors based on random assignment comparisons in 16 reported studies. The analysis factors considered were apolipoprotein E genotype, baseline average triglycerides >170 mg/dL (vs less), and gender.ResultsPresence of an apo epsilon4 allele was associated with a trend toward greater reduction of triglyceride levels and a diminished ability of the reductase inhibitors to reduce LDL cholesterol levels. Gender had only minimal effect on the response of either LDL cholesterol or triglycerides. However, the effect of elevated baseline triglycerides on the response of both triglycerides and LDL cholesterol was striking and was exerted in opposite directions. The triglyceride-lowering effect of reductase inhibitors was greater in patients with initial triglyceride levels above 170 mg/dL (P=0.0001). The effect was even greater in patients with initial triglyceride levels over 250 mg/dL (P=0.015). Conversely, for LDL cholesterol levels, elevated baseline triglycerides were associated with a significantly decreased response to the drugs (P=0.0015).ConclusionsThese findings indicate that baseline triglyceride levels are an important predictor of response of plasma lipoproteins to HMGCoA reductase inhibitors, perhaps reflecting fundamental differences in mechanism underlying the hyperlipidemic phenotype.
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- 2001
4. The same but different: a comparison of Staphylococcus aureus bloodstream infections in metropolitan and non-metropolitan hospitals (2010-2020)
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Bennett, N, Malloy, MJ, Atkins, SE, Gonelli, S, Worth, LJ, Bennett, N, Malloy, MJ, Atkins, SE, Gonelli, S, and Worth, LJ
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BACKGROUND: Variation of infection rates between hospitals must be identified; differences may highlight opportunities for quality improvement in healthcare delivery to specific hospitals groups. AIMS: To analyse burden, time trends and risks of healthcare-associated (HA) Staphylococcus aureus bloodstream infections (SABSI) in patients admitted to Victorian metropolitan and non-metropolitan public acute care hospitals. METHODS: SABSI surveillance data submitted between 1 July 2010 and 30 June 2020 by all 118 Victorian public acute care hospitals were analysed. Aligned with the Australian Statistical Geography Standard Remoteness Structure, these hospitals were classified as metropolitan (major cities) or non-metropolitan (inner regional, outer regional, remote or very remote). RESULTS: Most SABSI were community associated: 66.9% and 75.0% of metropolitan (n = 9441) and non-metropolitan (n = 2756) hospital SABSI respectively. The overall HA-SABSI rate was statistically higher in metropolitan hospitals (1.13 per 10 000 occupied bed days (OBD)) compared with non-metropolitan hospitals (0.82 per 10 000 OBD; P < 0.001). In metropolitan and non-metropolitan hospitals, there was a statistically significant decline in the overall HA-SABSI rate (incidence rate ratio = 0.96; 95% confidence interval: 0.95-0.97; P < 0.001; and incidence rate ratio = 0.98; 95% confidence interval: 0.97-1.00; P = 0.044, respectively). In metropolitan and non-metropolitan hospitals, HA-SABSI were frequently associated with central venous (52.8%) and peripheral intravenous (62.2%) catheter use respectively. CONCLUSION: To reduce risks for SABSI and improve patient outcomes, hospital infection prevention and control programmes should be tailored according to local epidemiology. In common geographic locations, networking of hospitals should be considered as a means of strengthening delivery of these programmes.
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- 2023
5. Prophylactic Antimicrobial Prescribing in Australian Residential Aged-Care Facilities: Improvement is Required
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Bennett, N, Malloy, MJ, James, R, Fang, X, Thursky, K, Worth, LJ, Bennett, N, Malloy, MJ, James, R, Fang, X, Thursky, K, and Worth, LJ
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BACKGROUND AND OBJECTIVE: Inappropriate antimicrobial use can lead to adverse consequences, including antimicrobial resistance. The objective of our study was to describe patterns of prophylactic antimicrobial prescribing in Australian residential aged-care facilities and thereby provide insight into antimicrobial stewardship strategies that might be required. METHODS: Annual point prevalence data submitted by participating residential aged-care facilities as part of the Aged Care National Antimicrobial Prescribing Survey between 2016 and 2020 were extracted. All antimicrobials except anti-virals were counted; methenamine hippurate was classified as an antibacterial agent. RESULTS: The overall prevalence of residents prescribed one or more prophylactic antimicrobial on the survey day was 3.7% (n = 4643, 95% confidence interval 3.6-3.8). Of all prescribed antimicrobials (n = 15,831), 27.1% (n = 4871) were for prophylactic use. Of these prophylactic antimicrobials, 87.8% were anti-bacterials and 11.4% antifungals; most frequently, cefalexin (28.7%), methenamine hippurate (20.1%) and clotrimazole (8.8%). When compared with prescribing of all antimicrobial agents, prophylactic antimicrobials were less commonly prescribed for pro re nata administration (7.0% vs 20.3%) and more commonly prescribed greater than 6 months (52.9% vs 34.1%). The indication and review or stop date was less frequently documented (67.5% vs 73.8% and 20.9% vs 40.7%, respectively). The most common body system for which a prophylactic antimicrobial was prescribed was the urinary tract (54.3%). Of all urinary tract indications (n = 2575), about two thirds (n = 1681, 65.3%) were for cystitis and 10.6% were for asymptomatic bacteriuria. CONCLUSIONS: Our results clearly identified immediate antimicrobial stewardship strategies that aim to improve prophylactic antimicrobial prescribing in Australian residential-aged care facilities are required.
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- 2022
6. Evaluating peripheral intravascular catheter insertion, maintenance and removal practices in small hospitals using a standardized audit tool
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Hoskins, A, Worth, LJ, Malloy, MJ, Smith, M, Atkins, S, Bennett, N, Hoskins, A, Worth, LJ, Malloy, MJ, Smith, M, Atkins, S, and Bennett, N
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AIM: The aim of this study was to evaluate clinical practice about peripheral intravenous catheter (PIVC) insertion, maintenance and removal in a cohort of Victorian hospitals. DESIGN: A standardized PIVC audit tool was developed, and results from point prevalent surveys were conducted. METHODS: Hospitalized patients requiring a PIVC insertion were eligible for audit. Audit data submitted between 2015 and 2019 were extracted for the current study. RESULTS: 3566 PIVC insertions in 15 Victorian public hospitals were evaluated. 57.6% of PIVCs were inserted in wards, 18.7% in operating theatres and 11.6% in Emergency Departments (ED). 45.2% were inserted by nurses and 38.2% by medical staff. The preferred site for insertion was the dorsum of the hand and forearm (58.8%). 22.6% did not report a visual infusion phlebitis score at least daily, and 48% did not document a daily dressing assessment. Reasons for PIVC removal included no longer required (63%) and phlebitis (4.8%). No bloodstream infections were reported.
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- 2022
7. Haplotypes of the human renin gene associated with essential hypertension and stroke
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Frossard, PM, Malloy, MJ, Lestringant, GG, and Kane, JP
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- 2001
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8. Measles immunisation status of healthcare workers in smaller Victorian hospitals: can we do better?
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Bennett, N, Sutton, B, Strachan, J, Hoskins, A, Malloy, MJ, Worth, LJ, Bennett, N, Sutton, B, Strachan, J, Hoskins, A, Malloy, MJ, and Worth, LJ
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OBJECTIVE: To determine the proportion of healthcare workers (HCWs) in smaller Victorian public healthcare facilities with documented evidence of measles immunity. METHODS: A cross-sectional survey, developed by the Victorian Healthcare Associated Surveillance System Coordinating Centre, was completed by all eligible facilities. HCWs were reported as having evidence or no evidence of measles immunity. Those without evidence of immunity were sub-classified as incomplete, declined or unknown status. RESULTS: Seventy-five facilities reported measles immunity status of 17,522 employed HCWs. Of these, 11,751 (67.1%) had documented evidence of immunity. The proportion with evidence of immunity was lowest (45.6%) in facilities with ≤50 HCWs. The majority of HCWs without evidence of immunity (88.2%) had 'unknown' status. Declination or incomplete status comprised very low overall proportions (0.3% and 3.6%, respectively). CONCLUSIONS: Reported evidence of HCW measles immunity was moderate in surveyed facilities, with a large proportion having unknown status. HCW immunisation programs in some facilities require refinement to appropriately support public health responses to measles cases and prevention of occupational acquisition of measles. Implications for public health: Non-immune HCWs are at increased risk for acquiring and transmitting measles. Timely access to accurate HCW immunisation records is required to ensure that public health responses are effective.
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- 2020
9. Increased risk of cervical dysplasia in females with autoimmune conditions-Results from an Australia database linkage study
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Grce, M, Foster, E, Malloy, MJ, Jokubaitis, VG, Wrede, CDH, Butzkueven, H, Sasadeusz, J, Van Doornum, S, Macrae, F, Unglik, G, Brotherton, JML, van der Walt, A, Grce, M, Foster, E, Malloy, MJ, Jokubaitis, VG, Wrede, CDH, Butzkueven, H, Sasadeusz, J, Van Doornum, S, Macrae, F, Unglik, G, Brotherton, JML, and van der Walt, A
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BACKGROUND: Autoimmune conditions (AICs) and/or their treatment may alter risk of human papilloma virus (HPV) infection and females with AICs are therefore at an increased risk of cervical dysplasia. However, inclusion of these at-risk populations in cervical cancer screening and HPV-vaccination guidelines, are mostly lacking. This study aimed to determine the prevalence of cervical dysplasia in a wide range of AICs and compare that to HIV and immunocompetent controls to support the optimisation of cervical cancer preventive health measures. METHODS: Data linkage was used to match cervical screening episodes to emergency department records of females with AICs or HIV to immunocompetent controls over a 14-year period. The primary outcome was histologically confirmed high-grade cervical disease. Results, measured as rates by cytology and histology classification per 1,000 females screened, were analysed per disease group, and intergroup comparisons were performed. RESULTS: Females with inflammatory bowel disease (2,683), psoriatic and enteropathic arthropathies (1,848), multiple sclerosis (MS) (1,426), rheumatoid arthritis (1,246), systemic lupus erythematosus and/or mixed connective tissue disease (SLE/MCTD) (702), HIV (44), and 985,383 immunocompetent controls were included. SLE/MCTD and HIV groups had greater rates of high-grade histological and cytological abnormalities compared to controls. Increased rates of low-grade cytological abnormalities were detected in all females with AICs, with the exception of the MS group. CONCLUSIONS: Females with SLE/MCTD or HIV have increased rates of high-grade cervical abnormalities. The increased low-grade dysplasia rate seen in most females with AICs is consistent with increased HPV infection. These findings support expansion of cervical cancer preventative programs to include these at-risk females.
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- 2020
10. Compliance with follow-up Test of Cure and outcomes after treatment for high-grade cervical intraepithelial neoplasia in Victoria, Australia
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Tan, JHJ, Malloy, MJ, Brotherton, JML, Saville, M, Tan, JHJ, Malloy, MJ, Brotherton, JML, and Saville, M
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BACKGROUND: Test of Cure (ToC), a combination of testing for oncogenic human papillomavirus (HPV) and cytology, at 12 months post-treatment and annually thereafter, was approved in Australia in 2005 for follow-up of women treated for high-grade squamous intraepithelial lesions (HSIL) of the cervix. AIMS: To determine among women resident in Victoria, Australia, the compliance with ToC and the incidence of recurrence up to five years after successful ToC. MATERIALS AND METHODS: A retrospective analysis of women with HSIL (diagnosed at pre-treatment punch biopsy or at excision) who had excisional treatment between 1 January 2007 and 31 December 2011. De-identified data were retrieved from the Victorian Cervical Cytology Registry in Melbourne as at 24 April, 2015. Successful ToC is defined as the occurrence of two consecutive normal (negative) co-tests. Recurrence after treatment is defined by histologically detected HSIL or greater. RESULTS: There were 8478 women who had excisional treatment for HSIL, with 448 (5.5%) experiencing recurrence. Only 2253 (26.6%) women successfully completed ToC, with a decreasing likelihood of ToC completion by time since year of treatment (32.0% in 2007 compared with 20.9% in 2011). Only one (0.08%) woman had HSIL on histology after successful ToC. From the 2007 cohort, 555 (32.0%) women completed ToC successfully and no HSIL recurrence occurred thereafter (median subsequent follow-up period of 4.7 years). CONCLUSIONS: Our study confirmed that women who successfully complete ToC can be returned to five-year routine screening. However, more concerted efforts are needed to ensure that all women treated complete ToC.
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- 2020
11. Management and long-term outcomes of women with adenocarcinoma in situ of the cervix: A retrospective study
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Tan, JHJ, Malloy, MJ, Thangamani, R, Gertig, D, Drennan, KT, Wrede, CD, Saville, M, Quinn, M, Tan, JHJ, Malloy, MJ, Thangamani, R, Gertig, D, Drennan, KT, Wrede, CD, Saville, M, and Quinn, M
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BACKGROUND: Adenocarcinoma in situ of cervix is increasingly managed by local excision rather than hysterectomy and this study will ascertain if conservative management by excision alone is adequate. AIMS: To evaluate the long-term outcomes of conservative management of adenocarcinoma in situ of cervix, particularly in relation to excisional margin status. MATERIALS AND METHODS: Retrospective analysis of women diagnosed with adenocarcinoma in situ and their management between 1992 and 2010 retrieved from the Victorian Cervical Cytology Registry, Australia. Failure of conservative treatment is defined by histologically proven adenocarcinoma in situ or adenocarcinoma at follow-up after negative excisional margins. RESULTS: adenocarcinoma in situ of the cervix was managed primarily with cold knife cone biopsy or loop electrosurgical excision of the cervix. Most excisions were in one piece (83.4%) with average depth of 16.1 mm and 21.9% had involved excisional margins. Women with adenocarcinoma in situ on any excisional margin were more likely to have residual or recurrent disease (28.7%) compared with negative excisional margins (4.3%). Residual adenocarcinoma in situ was twice as common if adenocarcinoma in situ was present at endocervical (29.6%) and stromal (23.1%) margins compared with an ectocervical margin (13.6%). Cancer incidence at follow-up was 2.3% for women with positive excisional margins compared to 1.3% with negative margins. CONCLUSIONS: Women with adenocarcinoma in situ of cervix can be managed with local excisional procedures, best in single pieces to provide the important information on excisional margins. Adenocarcinoma in situ at endocervical and stromal excisional margins needs re-excision or where appropriate, hysterectomy, while negative excisional margins have a low rate of recurrence and can be followed up with test of cure.
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- 2020
12. Understanding the participation of breast screening among women born in predominantly Muslim countries living in Victoria, Australia from record-linkage data
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Fischer, F, Yeasmeen, T, Kelaher, M, Brotherton, JML, Malloy, MJ, Fischer, F, Yeasmeen, T, Kelaher, M, Brotherton, JML, and Malloy, MJ
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BACKGROUND: Early detection of breast cancer can improve survival rates and decrease mortality rates. This study investigates whether there are significant differences in participation in breast screening among women born in Muslim countries compared to women born in Non-Muslim countries and Australia. METHODS: Screening data from January 1st, 2000 to December 31st, 2013 from the Breast Screen Victoria Registry (BSV) was linked with hospital records from the Victorian Admitted Episodes Dataset (VAED). Countries having more than 50% of their population as Muslim were categorised as Muslim countries. Age adjusted rates were calculated for women born in Muslim and Non-Muslim countries and compared with the Australian age adjusted rates. Logistic regression assessed the association between screening status and other factors which include country of birth, marital status, age and socio-economic status. RESULTS: Women born in Muslim countries (Odds Ratio (OR) = 0.70, 95%CI = 0.68-0.72) and in other Non-Muslim countries (OR = 0.87, 95%CI = 0.86-0.88) had lower odds of participation in breast screening than Australian born women. Women aged 60-64 years (OR = 1.42, 95%CI = 1.40-1.44) had higher odds of participation in the BreastScreen program than 50-54 age group. CONCLUSION: This study provides valuable insights to understanding breast screening participation among women born in Muslim countries residing in Victoria. This population level study contributes to the broader knowledge of screening participation of women born in Muslim countries, an understudied population group in Australia and across the world. This study has implications for breast screening programs as it highlights the need for culturally sensitive approaches to support breast screening participation among women born in Muslim countries.
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- 2020
13. Implementation of Australia's renewed cervical screening program: Preparedness of general practitioners and nurses
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Bowles, E, Sultana, F, Roeske, L, Malloy, MJ, McDermott, TL, Saville, M, Brotherton, JML, Bowles, E, Sultana, F, Roeske, L, Malloy, MJ, McDermott, TL, Saville, M, and Brotherton, JML
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The National Cervical Screening Program (NCSP) in Australia underwent major changes on December 1st, 2017. The program changed from 2-yearly Pap testing for women aged 18-69 years to 5-yearly HPV testing for women aged 25-74 years including differential management pathways for oncogenic HPV 16/18 positive versus HPV non16/18 positive test results and the option of self-collection for under-screened women. We conducted a survey among cervical screening providers in primary care to assess their level of preparedness in undertaking cervical screening before (pre-renewal) and after (post-renewal) the new program was implemented. Surveys were conducted between 14th August and 30th November 2017 (pre-renewal) and 9th February and 26th October 2018 (post-renewal) among cervical screening providers who attended education sessions related to the new guidelines. Preparedness was assessed in three areas: 1) level of comfort implementing the new guidelines (7 questions), 2) level of confidence in their ability to convey information about the new guidelines (9 questions) and 3) level of agreement regarding access to resources to support implementation (11 questions). Proportions were calculated for each question response and pre- and post-renewal periods compared using generalised linear models. Open-ended questions related to anticipated barriers and ways to overcome barriers were also included in the questionnaires. Compared to the pre-renewal period, a higher proportion of practitioners in the post-renewal period were more comfortable offering routine screening to women ≥25 years (p = 0.005) and more confident explaining the rationale for not screening before 25 years (p = 0.015); confident explaining a positive HPV 16/18 (p = 0.04) and HPV non 16/18(p = 0.013) test result and were comfortable with not referring women with a positive HPV non 16/18 test result and low grade/negative cytology for colposcopy (p = 0.01). A higher proportion of Victorian practitioners in the post
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- 2020
14. Is one dose of human papillomavirus vaccine as effective as three?: A national cohort analysis
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Brotherton, JML, Budd, A, Rompotis, C, Bartlett, N, Malloy, MJ, Andersen, RL, Coulter, KAR, Couvee, PW, Steel, N, Ward, GH, Saville, M, Brotherton, JML, Budd, A, Rompotis, C, Bartlett, N, Malloy, MJ, Andersen, RL, Coulter, KAR, Couvee, PW, Steel, N, Ward, GH, and Saville, M
- Abstract
AIM: Prophylactic human papillomavirus (HPV) vaccines are highly effective at preventing pre-cancerous cervical lesions when given in a three-dose schedule. Some post-hoc trial data suggest that one dose prevents HPV infection. If one dose could prevent pre-cancerous cervical lesions, then global cervical cancer prevention would be greatly facilitated. We assessed the effectiveness of quadrivalent HPV vaccine by number of doses against cervical intraepithelial neoplasia (CIN) 2 or 3/adenocarcinoma-in-situ (AIS)/cancer in Australia up to seven years post vaccination. METHODS: We linked registry data from all 8 jurisdictional cervical screening registers, with the national HPV vaccination register, death index and cancer registers for all Australian women aged 15 or under when eligible for vaccine who screened between April 2007 (when vaccination commenced) and 31 December 2014. We performed Cox proportional hazard regression, adjusted a priori for age, socioeconomic status, and area of residence, to estimate hazard ratios of histologically confirmed CIN2/CIN3/AIS/cancer. RESULTS: We included 250,648 women: 48,845 (19·5%) unvaccinated, 174,995 (69·8%) had received three doses, 18,190 (7·3%) two doses and 8,618 (3·4%) one dose. The adjusted hazard ratio was significantly lower for all dose groups compared to unvaccinated women (1 dose 0·65 (95%CI 0·52-0·81), 2 doses 0·61 (0·52-0·72) and 3 doses 0·59 (0·54-0·65).) With adjustment for age at vaccination amongst the vaccinated group, the adjusted hazard ratios for one dose and two dose recipients were comparable to three dose recipients (one dose 1.01 (95%CI 0.81-1.26), two doses 1.00 (0.85-1.17).) Multiple sensitivity analyses, including use of different dose assignment methods, produced consistent findings. Comparison with a historical cohort of age matched women showed that the result was not due to herd protection alone. CONCLUSIONS: One dose had comparable effectiveness as two or three doses in preventing high-grade
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- 2019
15. Clinical Validation of the cobas HPV Test on the cobas 6800 System for the Purpose of Cervical Screening
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Miller, MB, Saville, M, Sultana, F, Malloy, MJ, Velentzis, LS, Caruana, M, Ip, ELO, Keung, MHT, Canfell, K, Brotherton, JML, Hawkes, D, Miller, MB, Saville, M, Sultana, F, Malloy, MJ, Velentzis, LS, Caruana, M, Ip, ELO, Keung, MHT, Canfell, K, Brotherton, JML, and Hawkes, D
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This study demonstrates that the clinical sensitivity, specificity, and reproducibility of the novel cobas human papillomavirus (HPV) test on the cobas 6800 system for high-risk HPV types fulfills the criteria for use in population-based cervical screening. The criteria were formulated by an international consortium, using the cobas 4800 HPV test as a validated reference assay. The cobas HPV test detected over 98% of histologically confirmed cervical intraepithelial neoplasia grade 2+ (CIN2+) lesions in women age 30 years or older, with a specificity of 98.9% compared with the reference cobas 4800 test. Both the intra- and interlaboratory agreement for the cobas HPV test were 98%. The clinical performance of the cobas HPV test is comparable to those of longitudinally validated HPV assays and fulfills the criteria for its use in primary cervical screening.
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- 2019
16. Unsupervised primaquine for the treatment of Plasmodium vivax malaria relapses in southern Papua: A hospital-based cohort study
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Douglas, NM, Poespoprodjo, JR, Patriani, D, Malloy, MJ, Kenangalem, E, Sugiarto, P, Simpson, JA, Soenarto, Y, Anstey, NM, Price, RN, and Garner, P
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parasitic diseases - Abstract
Background: Primaquine is the only licensed drug for eradicating Plasmodium vivax hypnozoites and, therefore, preventing relapses of vivax malaria. It is a vital component of global malaria elimination efforts. Primaquine is efficacious when supervised in clinical trials, but its effectiveness in real-world settings is unknown. We aimed to determine whether unsupervised primaquine was effective for preventing re-presentation to hospital with vivax malaria in southern Papua, Indonesia. Methods and findings: Routinely-collected hospital surveillance data were used to undertake a pragmatic comparison of the risk of re-presentation to hospital with vivax malaria in patients prescribed dihydroartemisinin-piperaquine (DHP) combined with primaquine versus those patients prescribed DHP alone. The omission of primaquine was predominantly due to 3 stock outages. Individual clinical, pharmacy, and laboratory data were merged using individual hospital identification numbers and the date of presentation to hospital. Between April 2004 and December 2013, there were 86,797 documented episodes of vivax malaria, of which 62,492 (72.0%) were included in the analysis. The risk of re-presentation with vivax malaria within 1 year was 33.8% (95% confidence Interval [CI] 33.1%–34.5%) after initial monoinfection with P. vivax and 29.2% (95% CI 28.1%–30.4%) after mixed-species infection. The risk of re-presentation with P. vivax malaria was higher in children 1 to < 5 years of age (49.6% [95% CI 48.4%–50.9%]) compared to patients 15 years of age or older (24.2% [95% CI 23.4–24.9%]); Adjusted Hazard Ratio (AHR) = 2.23 (95% CI 2.15–2.31), p < 0.001. Overall, the risk of re-presentation was 37.2% (95% CI 35.6%–38.8%) in patients who were prescribed no primaquine compared to 31.6% (95% CI 30.9%–32.3%) in those prescribed either a low (≥1.5 mg/kg and
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- 2017
17. Unsupervised primaquine for the treatment of Plasmodium vivax malaria relapses in southern Papua: A hospital-based cohort study
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Garner, P, Douglas, NM, Poespoprodjo, JR, Patriani, D, Malloy, MJ, Kenangalem, E, Sugiarto, P, Simpson, JA, Soenarto, Y, Anstey, NM, Price, RN, Garner, P, Douglas, NM, Poespoprodjo, JR, Patriani, D, Malloy, MJ, Kenangalem, E, Sugiarto, P, Simpson, JA, Soenarto, Y, Anstey, NM, and Price, RN
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BACKGROUND: Primaquine is the only licensed drug for eradicating Plasmodium vivax hypnozoites and, therefore, preventing relapses of vivax malaria. It is a vital component of global malaria elimination efforts. Primaquine is efficacious when supervised in clinical trials, but its effectiveness in real-world settings is unknown. We aimed to determine whether unsupervised primaquine was effective for preventing re-presentation to hospital with vivax malaria in southern Papua, Indonesia. METHODS AND FINDINGS: Routinely-collected hospital surveillance data were used to undertake a pragmatic comparison of the risk of re-presentation to hospital with vivax malaria in patients prescribed dihydroartemisinin-piperaquine (DHP) combined with primaquine versus those patients prescribed DHP alone. The omission of primaquine was predominantly due to 3 stock outages. Individual clinical, pharmacy, and laboratory data were merged using individual hospital identification numbers and the date of presentation to hospital. Between April 2004 and December 2013, there were 86,797 documented episodes of vivax malaria, of which 62,492 (72.0%) were included in the analysis. The risk of re-presentation with vivax malaria within 1 year was 33.8% (95% confidence Interval [CI] 33.1%-34.5%) after initial monoinfection with P. vivax and 29.2% (95% CI 28.1%-30.4%) after mixed-species infection. The risk of re-presentation with P. vivax malaria was higher in children 1 to <5 years of age (49.6% [95% CI 48.4%-50.9%]) compared to patients 15 years of age or older (24.2% [95% CI 23.4-24.9%]); Adjusted Hazard Ratio (AHR) = 2.23 (95% CI 2.15-2.31), p < 0.001. Overall, the risk of re-presentation was 37.2% (95% CI 35.6%-38.8%) in patients who were prescribed no primaquine compared to 31.6% (95% CI 30.9%-32.3%) in those prescribed either a low (≥1.5 mg/kg and <5 mg/kg) or high (≥5 mg/kg) dose of primaquine (AHR = 0.90 [95% CI 0.86-0.95, p < 0.001]). Limiting the comparison to high dose versus no primaquin
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- 2017
18. Functional variants of the HMGA1 gene and type 2 diabetes mellitus
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Chiefari E, Tanyolaç S, Paonessa F, Pullinger CR, Capula C, Iiritano S, Mazza T, Forlin M, Fusco A, Durlach V, Durlach A, Malloy MJ, Kane JP, Heiner SW, Filocamo M, Foti DP, Goldfine ID, Brunetti A., Matrice extracellulaire et dynamique cellulaire - UMR 7369 (MEDyC), Université de Reims Champagne-Ardenne (URCA)-SFR CAP Santé (Champagne-Ardenne Picardie Santé), Université de Reims Champagne-Ardenne (URCA)-Université de Picardie Jules Verne (UPJV)-Université de Reims Champagne-Ardenne (URCA)-Université de Picardie Jules Verne (UPJV)-Centre National de la Recherche Scientifique (CNRS), Chiefari, E., Tanyolaç, S., Paonessa, F., Pullinger, C. R., Capula, C., Iiritano, S., Mazza, T., Forlin, M., Fusco, Alfredo, Durlach, V., Durlach, A., Malloy, M. J., Kane, J. P., Heiner, S. W., Filocamo, M., Foti, D. P., Goldfine, I. D., and Brunetti, A.
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GENE EXPRESSION ,RECEPTOR ,DIABETES MELLITUS ,GENETIC PREDISPOSITION TO DISEASE ,TYPE 2 ,HMGA PROTEINS ,EUROPEAN CONTINENTAL ANCESTRY GROUP ,INSULIN ,ComputingMilieux_MISCELLANEOUS ,INSULIN RESISTANCE - Abstract
CONTEXT: High-mobility group A1 (HMGA1) protein is a key regulator of insulin receptor (INSR) gene expression. We previously identified a functional HMGA1 gene variant in 2 insulin-resistant patients with decreased INSR expression and type 2 diabetes mellitus (DM). OBJECTIVE: To examine the association of HMGA1 gene variants with type 2 DM. DESIGN, SETTINGS, AND PARTICIPANTS: Case-control study that analyzed the HMGA1 gene in patients with type 2 DM and controls from 3 populations of white European ancestry. Italian patients with type 2 DM (n = 3278) and 2 groups of controls (n = 3328) were attending the University of Catanzaro outpatient clinics and other health care sites in Calabria, Italy, during 2003-2009; US patients with type 2 DM (n = 970) were recruited in Northern California clinics between 1994 and 2005 and controls (n = 958) were senior athletes without DM collected in 2004 and 2009; and French patients with type 2 DM (n = 354) and healthy controls (n = 50) were enrolled at the University of Reims in 1992. Genomic DNA was either directly sequenced or analyzed for specific HMGA1 mutations. Messenger RNA and protein expression for HMGA1 and INSR were measured in both peripheral lymphomonocytes and cultured Epstein-Barr virus-transformed lymphoblasts from patients with type 2 DM and controls. MAIN OUTCOME MEASURES: The frequency of HMGA1 gene variants among cases and controls. Odds ratios (ORs) for type 2 DM were estimated by logistic regression analysis. RESULTS: The most frequent functional HMGA1 variant, IVS5-13insC, was present in 7% to 8% of patients with type 2 DM in all 3 populations. The prevalence of IVS5-13insC variant was higher among patients with type 2 DM than among controls in the Italian population (7.23% vs 0.43% in one control group; OR, 15.77 [95% confidence interval {CI}, 8.57-29.03]; P < .001 and 7.23% vs 3.32% in the other control group; OR, 2.03 [95% CI, 1.51-3.43]; P < .001). In the US population, the prevalence of IVS5-13insC variant was 7.7% among patients with type 2 DM vs 4.7% among controls (OR, 1.64 [95% CI, 1.05-2.57]; P = .03). In the French population, the prevalence of IVS5-13insC variant was 7.6% among patients with type 2 DM and 0% among controls (P = .046). In the Italian population, 3 other functional variants were observed. When all 4 variants were analyzed, HMGA1 defects were present in 9.8% of Italian patients with type 2 DM and 0.6% of controls. In addition to the IVS5 C-insertion, the c.310G>T (p.E104X) variant was found in 14 patients and no controls (Bonferroni-adjusted P = .01); the c.*82G>A variant (rs2780219) was found in 46 patients and 5 controls (Bonferroni-adjusted P < .001); the c.*369del variant was found in 24 patients and no controls (Bonferroni-adjusted P < .001). In circulating monocytes and Epstein-Barr virus-transformed lymphoblasts from patients with type 2 DM and the IVS5-13insC variant, the messenger RNA levels and protein content of both HMGA1 and the INSR were decreased by 40% to 50%, and these defects were corrected by transfection with HMGA1 complementary DNA. CONCLUSIONS: Compared with healthy controls, the presence of functional HMGA1 gene variants in individuals of white European ancestry was associated with type 2 DM.
- Published
- 2011
19. Haplotypes of the human renin gene associated with essential hypertension and stroke
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Frossard, PM, primary, Malloy, MJ, additional, Lestringant, GG, additional, and Kane, JP, additional
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- 2000
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20. Antioxidant vitamins C and E improve endothelial function in children with hyperlipidemia: Endothelial Assessment of Risk from Lipids in Youth (EARLY) Trial.
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Engler MM, Engler MB, Malloy MJ, Chiu EY, Schloetter MC, Paul SM, Stuehlinger M, Lin KY, Cooke JP, Morrow JD, Ridker PM, Rifai N, Miller E, Witztum JL, Mietus-Snyder M, Engler, Marguerite M, Engler, Mary B, Malloy, Mary J, Chiu, Elisa Y, and Schloetter, Monique C
- Published
- 2003
21. Effect of docosahexaenoic acid on lipoprotein subclasses in hyperlipidemic children (the EARLY Study)
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Engler MM, Engler MB, Malloy MJ, Paul SM, Kulkarni KR, and Mietus-Snyder ML
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- 2005
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22. Relation of increased prebeta-1 high-density lipoprotein levels to risk of coronary heart disease.
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Guey LT, Pullinger CR, Ishida BY, O'Connor PM, Zellner C, Francone OL, Laramie JM, Naya-Vigne JM, Siradze KA, Deedwania P, Redberg RF, Frost PH, Seymour AB, Kane JP, and Malloy MJ
- Published
- 2011
23. Antimicrobial-resistant central line-associated bloodstream infections in adult intensive care units: findings from an Australian surveillance network, 2011-2022.
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Lim LL, Lim KWE, Malloy MJ, Bull A, Brett J, and Worth LJ
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Objective: We aimed to describe the incidence, pathogens, and antimicrobial susceptibility of central line-associated bloodstream infections (CLABSI) in adult intensive care units (ICU)., Design: State surveillance data from 2011 to 2022 were analyzed to identify patient and device days and CLABSI events. Pathogen data were analyzed to determine the most common organisms and patterns of antimicrobial resistance grouped into 3-year time epochs., Setting: Adult ICU in Victoria, Australia., Participants: Healthcare organizations participating in CLABSI state surveillance., Results: 608 events were reported over 751,350 device days. Overall, CLABSI incidence was 0.81 per 1,000 central-line days, with a 49.3% rate reduction from 2011 to 2022 (1.39 to 0.70 per 1,000 central-line days). Overall device utilization ratio was 0.57, with a 15.4% reduction from 2011 to 2022 (0.67 vs 0.56). Of 690 pathogens, the most common by rank order were coagulase-negative Staphylococci (CNS), Candida species, Staphylococcus aureus , and Enterococcus faecalis . The proportion of CNS-causing events increased by 69.0% from 2011 to 2022; this trend was not observed for other organisms. For every increase in epoch, a 33% decrease in methicillin-resistant S. aureus (MRSA), 4% increase in vancomycin-resistant Enterococcus faecium , and 12% increase in ceftriaxone-resistant Escherichia coli pathogens were observed., Conclusions: We demonstrate a decreasing incidence of CLABSI in Victorian adult ICU and an increasing burden of infections due to CNS. No significant time trend increases in antimicrobial-resistant organisms, including MRSA, vancomycin-resistant E. faecium , and ceftriaxone-resistant E. coli were observed. These findings are relevant for identifying priorities for CLABSI prevention in Victorian adult ICU.
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- 2024
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24. Identification and functional analysis of novel homozygous LMF1 variants in severe hypertriglyceridemia.
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Bedoya C, Thomas R, Bjarvin A, Ji W, Samara H, Tai J, Green L, Frost PH, Malloy MJ, Pullinger CR, Kane JP, and Péterfy M
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Background: The genetic basis of hypertriglyceridemia (HTG) is complex and includes variants in Lipase Maturation Factor 1 (LMF1), an endoplasmic reticulum (ER)-chaperone involved in the post-translational activation of lipoprotein lipase (LPL)., Objective: The objective of this study was to identify and functionally characterize biallelic LMF1 variants in patients with HTG., Methods: Genomic DNA sequencing was used to identify biallelic LMF1 variants in HTG patients without deleterious variants in LPL, apolipoprotein C-II (APOC2), glycosylphosphatidylinositol-anchored high-density lipoprotein binding protein 1 (GPIHBP1) or apolipoprotein A-V (APOA5). LMF1 variants were functionally evaluated by in silico analyses and assessing their impact on LPL activity, LMF1 protein expression and specific activity in transiently transfected HEK293 cells., Results: We identified four homozygous LMF1 variants in patients with severe HTG: two novel rare variants (p.Asn147Lys and p.Pro246Arg) and two low-frequency variants (p.Arg354Trp and p.Arg364Gln) previously reported at heterozygosity. We demonstrate that all four variants reduce the secretion of enzymatically active LPL by impairing the specific activity of LMF1, whereas p.Asn147Lys also diminishes LMF1 protein expression., Conclusion: This study extends the role of LMF1 as a genetic determinant in severe HTG and demonstrates that rare and low-frequency LMF1 variants can underlie this condition through distinct molecular mechanisms. The clinical phenotype of patients affected by partial loss of LMF1 function is consistent with Multifactorial Chylomicronemia Syndrome (MCS) and suggests that secondary factors and additional genetic determinants contribute to HTG in these subjects., Competing Interests: Conflict of Interest None., (Copyright © 2024. Published by Elsevier Inc.)
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- 2024
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25. Author Correction: Health effects associated with exposure to secondhand smoke: a Burden of Proof study.
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Flor LS, Anderson JA, Ahmad N, Aravkin A, Carr S, Dai X, Gil GF, Hay SI, Malloy MJ, McLaughlin SA, Mullany EC, Murray CJL, O'Connell EM, Okereke C, Sorensen RJD, Whisnant J, Zheng P, and Gakidou E
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- 2024
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26. Health effects associated with chewing tobacco: a Burden of Proof study.
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Gil GF, Anderson JA, Aravkin A, Bhangdia K, Carr S, Dai X, Flor LS, Hay SI, Malloy MJ, McLaughlin SA, Mullany EC, Murray CJL, O'Connell EM, Okereke C, Sorensen RJD, Whisnant J, Zheng P, and Gakidou E
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- Humans, Mouth Neoplasms epidemiology, Mouth Neoplasms etiology, Stroke epidemiology, Stroke etiology, Risk Factors, Male, Female, Neoplasms epidemiology, Neoplasms etiology, Tobacco, Smokeless adverse effects
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Chewing tobacco use poses serious health risks; yet it has not received as much attention as other tobacco-related products. This study synthesizes existing evidence regarding the health impacts of chewing tobacco while accounting for various sources of uncertainty. We conducted a systematic review and meta-analysis of chewing tobacco and seven health outcomes, drawing on 103 studies published from 1970 to 2023. We use a Burden of Proof meta-analysis to generate conservative risk estimates and find weak-to-moderate evidence that tobacco chewers have an increased risk of stroke, lip and oral cavity cancer, esophageal cancer, nasopharynx cancer, other pharynx cancer, and laryngeal cancer. We additionally find insufficient evidence of an association between chewing tobacco and ischemic heart disease. Our findings highlight a need for policy makers, researchers, and communities at risk to devote greater attention to chewing tobacco by both advancing tobacco control efforts and investing in strengthening the existing evidence base., (© 2024. The Author(s).)
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- 2024
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27. Health effects associated with exposure to secondhand smoke: a Burden of Proof study.
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Flor LS, Anderson JA, Ahmad N, Aravkin A, Carr S, Dai X, Gil GF, Hay SI, Malloy MJ, McLaughlin SA, Mullany EC, Murray CJL, O'Connell EM, Okereke C, Sorensen RJD, Whisnant J, Zheng P, and Gakidou E
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- Child, Humans, Female, Tobacco Smoke Pollution adverse effects, Diabetes Mellitus, Type 2, Asthma, Respiratory Tract Infections, Breast Neoplasms
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Despite a gradual decline in smoking rates over time, exposure to secondhand smoke (SHS) continues to cause harm to nonsmokers, who are disproportionately children and women living in low- and middle-income countries. We comprehensively reviewed the literature published by July 2022 concerning the adverse impacts of SHS exposure on nine health outcomes. Following, we quantified each exposure-response association accounting for various sources of uncertainty and evaluated the strength of the evidence supporting our analyses using the Burden of Proof Risk Function methodology. We found all nine health outcomes to be associated with SHS exposure. We conservatively estimated that SHS increases the risk of ischemic heart disease, stroke, type 2 diabetes and lung cancer by at least around 8%, 5%, 1% and 1%, respectively, with the evidence supporting these harmful associations rated as weak (two stars). The evidence supporting the harmful associations between SHS and otitis media, asthma, lower respiratory infections, breast cancer and chronic obstructive pulmonary disease was weaker (one star). Despite the weak underlying evidence for these associations, our results reinforce the harmful effects of SHS on health and the need to prioritize advancing efforts to reduce active and passive smoking through a combination of public health policies and education initiatives., (© 2024. The Author(s).)
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- 2024
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28. APOL1 Risk Variants Associate With the Prevalence of Stroke in African American Current and Past Smokers.
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Rakic JM, Pullinger CR, Van Blarigan EL, Movsesyan I, Stock EO, Malloy MJ, and Kane JP
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- Adult, Humans, Apolipoprotein L1 genetics, Smokers, Black or African American genetics, Cross-Sectional Studies, Prevalence, Genotype, Risk Factors, Apolipoproteins, Genetic Predisposition to Disease, Stroke epidemiology, Stroke genetics
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Background: African American smokers have 2.5 times higher risk for stroke compared with nonsmokers (higher than other races). About 50% of the African American population carry 1 or 2 genetic variants (G1 and G2; rare in other races) of the apolipoprotein L1 gene ( APOL1 ). Studies showed these variants may be associated with stroke. However, the role of the APOL1 risk variants in tobacco-related stroke is unknown., Methods and Results: In a cross-sectional study, we examined whether APOL1 risk variants modified the relationship between tobacco smoking and stroke prevalence in 513 African American adults recruited at University of California, San Francisco. Using DNA, plasma, and questionnaires we determined APOL1 variants, smoking status, and stroke prevalence. Using logistic regression models, we examined the association between smoking ( ever versus never smokers) and stroke overall, and among carriers of APOL1 risk variants (1 or 2 risk alleles), and noncarriers, separately. Among participants, 41% were ever ( current and past ) smokers, 54% were carriers of the APOL1 risk variants, and 41 had a history of stroke. The association between smoking and stroke differed by APOL1 genotype ( P
interaction term =0.014). Among carriers, ever versus never smokers had odds ratio (OR) 2.46 (95% CI, 1.08-5.59) for stroke ( P =0.034); OR 2.00 (95% CI, 0.81-4.96) among carriers of 1 risk allele, and OR 4.72 (95% CI, 0.62-36.02) for 2 risk alleles. Among noncarriers, smoking was not associated with a stroke., Conclusions: Current and past smokers who carry APOL1 G1 and/or G2 risk variants may be more susceptible to stroke among the African American population.- Published
- 2023
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29. Smoking Classification Using Novel Plasma Cytokines by implementing Machine Learning and Statistical Methods.
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Saharan SS, Nagar P, Creasy KT, Stock EO, Feng J, Malloy MJ, and Kane JP
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Smoking is a major cause of premature and preventable death. Tobacco exposure has a detrimental effect on many organs and contributes to multiple diseases including chronic obstructive pulmonary disease (COPD), cardiovascular disease, cancer, and diabetes. Cytokines are inflammatory biomarkers that are mechanistically associated with smoking. Machine Learning algorithms allow for the quantitative assessment of the contributions of individual cytokines to tobacco-related diseases. The mapping of cytokines to disease can facilitate and direct treatment modalities. By the application of k Nearest Neighbor (k-NN) and Random Forest machine learning algorithms on 63 plasma cytokines we have demonstrated the classification of smoking. To ensure optimal results, performance improvement techniques such as k-fold cross validation and hyper parameter tuning are employed. Separability efficiency achieved by the models is evaluated using the Area Under the Receiver Operating Characteristic (AUROC) metric. The most significant cytokines that enabled the classification are identified and presented. The statistically significant difference for AUROC score of k-NN and Random Forest has been ascertained using the 2-sample independent t test. A reasonably good classification performance was achieved by k-NN algorithm with an AUROC metric of .87, and a 95% CI of (.823,.917). Random forest exceeded k-NN algorithm's performance, with a perfect AUROC score of 1 and a 95% CI of (1,1). From among the ten most prominent cytokines that contributed to the classification, the ones common to both algorithms are: LIF, IL22, G-CSF/CSF-3, TRAIL. AUROC scores for k-NN and Random Forest are significantly different (p-value = 5.105e-16). The discovery and transference of biomarkers such as cytokines from the platform of molecular investigation to clinical practice, can facilitate precision medicine-based therapeutic interventions., Competing Interests: Competing interests The authors report no conflicts of interest.
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- 2023
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30. Optimization of Smoking Classification by Applying Neural Network with Variable Importance Using Cytokine Biomarkers.
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Saharan SS, Nagar P, Creasy KT, Stock EO, Feng J, Malloy MJ, and Kane JP
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Cigarette smoking is a preventable epidemic that is a leading cause of death. It increases the risk of coronary heart disease, stroke, lung cancer, chronic obstructive lung diseases etc., multifold. Smoking tobacco is not only injurious to oneself but also to those who are exposed second hand. Smoking induces endothelial dysfunction via inflammatory cytokines that can be quantified precisely. Cytokines can be leveraged as powerful predictive biomarkers for identifying risk of potential diseases. Current advances in biomarker research are providing substantive evidence of the roles of cytokines in disease. This is driving precision-based diagnosis and translational therapeutic interventions. Innovative machine algorithms (ML) are pioneering transformative changes in the field of medical research. This research implements the Neural Networks (NN) algorithm to classify smokers versus non-smokers using 63 cytokines as predictor features. In addition to the fact that NN is a generative algorithm, which makes it a very powerful tool to achieve the objective of this differentiation, techniques like cross validation and hyperparameter tuning improve the efficacy of the algorithm. The study identified the 10 most impactful predictor features that contributed to the classification and then used these to characterize smokers versus non-smokers. Primarily, the study constructed and investigated two classifiers, of which the first implemented NN using the entire set of 63 cytokines and the second using 10 most informative cytokines. The performance of the first classifier, implemented using 63 cytokines, evaluated by area under receiver operating characteristic (AUROC), was extremely good with an AUROC score of .949 and 95% Confidence Interval (CI) (.923,.974). The second classifier that used the 10 most impactful cytokines with regard to the classification, demonstrated an exemplary performance, with an AUROC score of .995 and a 95% CI (.991,1). The 10 most impactful cytokines from the aspect of smoker versus non-smoker differentiation, listed in order of importance, include: I-TAC, IL-22, IL-2R, IL-3, HGF, IL-18, G-CSF-CSF-3, MIF, SDF-1alpha, MMP-1. To gain a deeper understanding of the effect of smoking on cytokine levels, a 2-sample independent t test was performed, ascertaining the statistical significance of the 63 cytokine levels in smokers versus non-smokers. Machine Learning using biomarkers such as cytokines will enhance the ability to predict the advent of a disease and its outcome, and lead to novel treatment strategies., Competing Interests: Competing interests The authors report no conflicts of interest.
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- 2023
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31. Logistic Regression and Statistical Regularization Techniques for Risk Classification of Coronary Artery Disease using Cytokines transported by high density lipoproteins.
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Saharan SS, Nagar P, Creasy KT, Stock EO, Feng J, Malloy MJ, and Kane JP
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Coronary artery disease (CAD) is a leading cause of mortality in the world. It is important to be able to proactively assess the risk of the disease, using novel biomarkers like cytokines that are indicators of inflammation in addition to traditional predictors of risk. Atherosclerosis, the primary cause of CAD, is an inflammatory disease involving cytokines. Identifying which cytokines are specifically altered can advance diagnosis and personalized treatment. Emerging research demonstrates that cytokines are transported on high density lipoproteins (HDL). Therefore, it is important to explore the roles of HDL-associated cytokines in vascular inflammation. Machine Learning (ML) algorithms are enhancing pioneering research from the standpoint of precision medicine. This technology can materially enable the translation of scientific research to clinical practice. In this study we implemented logistic regression and the derived regularized techniques using age and multidimensional cytokine biomarkers with the objective of identification of individuals "At Risk" for CAD. These techniques were further empowered by k-fold cross validation and hyper parameter tuning. Of the numerous algorithms investigated, the three most prominent ones, assessed based on area under receiver operating characteristic (AUROC) score are as follows: logistic regression, least absolute shrinkage, and selection operator (LASSO) regression with feature selection and ridge regression with feature selection. Logistic regression demonstrated an AUROC score of .85 with a 95% Confidence Interval CI (.804, .897), LASSO regression achieved a better AUROC score of .875 with a 95% CI (.832, .917) and finally ridge regression with feature selection exhibited the highest AUROC score of .878 with a 95% CI (.837, .92). The 2-sample independent t test proved that the three techniques were statistically significantly different from each other. With regard to the best classification demonstrated by ridge regression with feature selection, the most prominent biomarkers identified for the best classification achieved by ridge regression by feature selection, in the order of importance are as follows: Age, IL-7, RANTES, IFN-gamma, IL-3, GM-CSF, IL-15, IP-10, GCSF, IL-12. The identification and quantification of cytokines transported by HDL provide novel mechanistic insights that can inform the assessment of risk and therapeutic intervention in CAD., Competing Interests: Competing interests The authors report no conflicts of interest.
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- 2023
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32. Applying the standardized infection ratio for reporting surgical site infections in Australian healthcare facilities.
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Tanamas SK, Lim LL, Bull AL, Malloy MJ, Cheng AC, and Worth LJ
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Objective: We explored the utility of the standardized infection ratio (SIR) for surgical site infection (SSI) reporting in an Australian jurisdiction., Design: Retrospective chart review., Setting: Statewide SSI surveillance data from 2013 to 2019., Patients: Individuals who had cardiac bypass surgery (CABG), colorectal surgery (COLO), cesarean section (CSEC), hip prosthesis (HPRO), or knee prosthesis (KPRO) procedures., Methods: The SIR was calculated by dividing the number of observed infections by the number of predicted infections as determined using the National Healthcare Safety Network procedure-specific risk models. In line with a minimum precision criterion, an SIR was not calculated if the number of predicted infections was <1., Results: A SIR >0 (≥1 observed SSI, predicted number of SSI ≥1, no missing covariates) could be calculated for a median of 89.3% of reporting quarters for CABG, 75.0% for COLO, 69.0% for CSEC, 0% for HPRO, and 7.1% for KPRO. In total, 80.6% of the reporting quarters, when the SIR was not calculated, were due to no observed infections or predicted infections <1, and 19.4% were due to missing covariates alone. Within hospitals, the median percentage of quarters during which zero infections were observed was 8.9% for CABG, 20.0% for COLO, 25.4% for CSEC, 67.3% for HPRO, and 71.4% for KPRO., Conclusions: Calculating an SIR for SSIs is challenging for hospitals in our regional network, primarily because of low event numbers and many facilities with predicted infections <1. Our SSI reporting will continue to use risk-indexed rates, in tandem with SIR values when predicted number of SSI ≥1., Competing Interests: All authors report no conflicts of interest relevant to this article., (© The Author(s) 2023.)
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- 2023
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33. An evaluation of influenza, pneumococcal and herpes zoster vaccination coverage in Australian aged care residents, 2018 to 2022.
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Bennett N, Morris B, Malloy MJ, Lim LL, Watson E, Bull A, Sluggett J, and Worth LJ
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- Humans, Aged, Aged, 80 and over, Vaccination Coverage, Australia epidemiology, Vaccination, Pneumococcal Vaccines, Influenza, Human prevention & control, Influenza Vaccines, Herpes Zoster Vaccine, Herpes Zoster epidemiology, Herpes Zoster prevention & control
- Abstract
Background: For older persons, vaccination mitigates the harmful impact of vaccine preventable infections. Our study objectives were to evaluate in the Victorian public sector residential aged care services (PSRACS) (1) the existence of local vaccination policies and admission assessment practices, (2) the current documented status of resident influenza, pneumococcal and herpes zoster vaccination uptake and (3) changes in documented resident vaccination uptake over time., Methods: Standardised data were annually reported by all PSRACS between 2018 and 2022. The influenza, pneumococcal and herpes zoster vaccination status of each resident was classified as vaccinated, declined, contraindicated or unknown. Annual trends in vaccination status were assessed using Spearman's correlation., Results: In 2022, most PSRACS reported an influenza immunisation policy existed (87.1%) and new residents were assessed for their influenza vaccination status (97.2%); fewer PSRACS reported the same for pneumococcal disease (73.1% and 78.9%) and herpes zoster (69.3% and 75.6%). The median resident influenza, pneumococcal and herpes zoster (70-79 years old) vaccination uptake was 86.8%, 32.8% and 19.3% respectively. The median unknown status was 6.9%, 63.0% and 76.0% respectively. Statistical evidence of an increase in annual uptake was observed for the herpes zoster (all resident) surveillance module (r
s = 0.900, p = 0.037)., Conclusions: Our study showed local influenza vaccination policies and practices exist and influenza vaccination uptake was consistently high. Pneumococcal and herpes zoster vaccination uptake were lower. Quality improvement strategies that at least determine the status of those residents classified as unknown are required., (Copyright © 2023 Australasian College for Infection Prevention and Control. Published by Elsevier B.V. All rights reserved.)- Published
- 2023
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34. Hepatitis B immune status of staff in smaller acute healthcare facilities.
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Hoskins A, Worth LJ, Malloy MJ, Walker K, Bull A, and Bennett N
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- Humans, Health Facilities, Hospitals, Hepatitis B Antibodies, Delivery of Health Care, Vaccination, Hepatitis B epidemiology
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Objective To determine the proportion of staff employed in smaller Victorian public acute healthcare facilities with evidence of immunity to hepatitis B. Methods For optimal long-term immunity, a completed hepatitis B vaccination course and post vaccination hepatitis B surface antibody (anti-HBs) level ≥10 mIU/mL is desirable for all high-risk staff employed in healthcare facilities. For the financial years 2016/17-2019/20, a standardised surveillance module developed by the Victorian Healthcare Associated Infection Surveillance System (VICNISS) Coordinating Centre was completed by the smaller Victorian public acute healthcare facilities (individual hospitals with Results A total of 88 healthcare facilities reported hepatitis B immunity status of high-risk (Category A) staff (n = 29 920) at least once over 5 years; 55 healthcare facilities reported more than once. The aggregate proportion with evidence of optimal immunity was 66.3%. Healthcare facilities with 100-199 Category A staff employed reported the lowest evidence of optimal immunity (59.6%). Of all Category A staff with no evidence of optimal immunity, the majority had 'unknown' status (19.8%), with only 0.6% overall who declined vaccination. Conclusions Our study found evidence of optimal staff hepatitis B immunity in only two-thirds of Category A staff working in surveyed healthcare facilities.
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- 2023
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35. The same but different: a comparison of Staphylococcus aureus bloodstream infections in metropolitan and non-metropolitan hospitals (2010-2020).
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Bennett N, Malloy MJ, Atkins SE, Gonelli S, and Worth LJ
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- Humans, Australia epidemiology, Hospitals, Public, Staphylococcus aureus, Bacteremia epidemiology, Cross Infection epidemiology, Staphylococcal Infections epidemiology
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Background: Variation of infection rates between hospitals must be identified; differences may highlight opportunities for quality improvement in healthcare delivery to specific hospitals groups., Aims: To analyse burden, time trends and risks of healthcare-associated (HA) Staphylococcus aureus bloodstream infections (SABSI) in patients admitted to Victorian metropolitan and non-metropolitan public acute care hospitals., Methods: SABSI surveillance data submitted between 1 July 2010 and 30 June 2020 by all 118 Victorian public acute care hospitals were analysed. Aligned with the Australian Statistical Geography Standard Remoteness Structure, these hospitals were classified as metropolitan (major cities) or non-metropolitan (inner regional, outer regional, remote or very remote)., Results: Most SABSI were community associated: 66.9% and 75.0% of metropolitan (n = 9441) and non-metropolitan (n = 2756) hospital SABSI respectively. The overall HA-SABSI rate was statistically higher in metropolitan hospitals (1.13 per 10 000 occupied bed days (OBD)) compared with non-metropolitan hospitals (0.82 per 10 000 OBD; P < 0.001). In metropolitan and non-metropolitan hospitals, there was a statistically significant decline in the overall HA-SABSI rate (incidence rate ratio = 0.96; 95% confidence interval: 0.95-0.97; P < 0.001; and incidence rate ratio = 0.98; 95% confidence interval: 0.97-1.00; P = 0.044, respectively). In metropolitan and non-metropolitan hospitals, HA-SABSI were frequently associated with central venous (52.8%) and peripheral intravenous (62.2%) catheter use respectively., Conclusion: To reduce risks for SABSI and improve patient outcomes, hospital infection prevention and control programmes should be tailored according to local epidemiology. In common geographic locations, networking of hospitals should be considered as a means of strengthening delivery of these programmes., (© 2021 Royal Australasian College of Physicians.)
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- 2023
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36. Prophylactic Antimicrobial Prescribing in Australian Residential Aged-Care Facilities: Improvement is Required.
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Bennett N, Malloy MJ, James R, Fang X, Thursky K, and Worth LJ
- Abstract
Background and Objective: Inappropriate antimicrobial use can lead to adverse consequences, including antimicrobial resistance. The objective of our study was to describe patterns of prophylactic antimicrobial prescribing in Australian residential aged-care facilities and thereby provide insight into antimicrobial stewardship strategies that might be required., Methods: Annual point prevalence data submitted by participating residential aged-care facilities as part of the Aged Care National Antimicrobial Prescribing Survey between 2016 and 2020 were extracted. All antimicrobials except anti-virals were counted; methenamine hippurate was classified as an antibacterial agent., Results: The overall prevalence of residents prescribed one or more prophylactic antimicrobial on the survey day was 3.7% (n = 4643, 95% confidence interval 3.6-3.8). Of all prescribed antimicrobials (n = 15,831), 27.1% (n = 4871) were for prophylactic use. Of these prophylactic antimicrobials, 87.8% were anti-bacterials and 11.4% antifungals; most frequently, cefalexin (28.7%), methenamine hippurate (20.1%) and clotrimazole (8.8%). When compared with prescribing of all antimicrobial agents, prophylactic antimicrobials were less commonly prescribed for pro re nata administration (7.0% vs 20.3%) and more commonly prescribed greater than 6 months (52.9% vs 34.1%). The indication and review or stop date was less frequently documented (67.5% vs 73.8% and 20.9% vs 40.7%, respectively). The most common body system for which a prophylactic antimicrobial was prescribed was the urinary tract (54.3%). Of all urinary tract indications (n = 2575), about two thirds (n = 1681, 65.3%) were for cystitis and 10.6% were for asymptomatic bacteriuria., Conclusions: Our results clearly identified immediate antimicrobial stewardship strategies that aim to improve prophylactic antimicrobial prescribing in Australian residential-aged care facilities are required., (© 2022. The Author(s).)
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- 2022
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37. Health effects associated with smoking: a Burden of Proof study.
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Dai X, Gil GF, Reitsma MB, Ahmad NS, Anderson JA, Bisignano C, Carr S, Feldman R, Hay SI, He J, Iannucci V, Lawlor HR, Malloy MJ, Marczak LB, McLaughlin SA, Morikawa L, Mullany EC, Nicholson SI, O'Connell EM, Okereke C, Sorensen RJD, Whisnant J, Aravkin AY, Zheng P, Murray CJL, and Gakidou E
- Subjects
- Research Design, Risk Factors, Smoking adverse effects, Smoking epidemiology, Smoking Cessation
- Abstract
As a leading behavioral risk factor for numerous health outcomes, smoking is a major ongoing public health challenge. Although evidence on the health effects of smoking has been widely reported, few attempts have evaluated the dose-response relationship between smoking and a diverse range of health outcomes systematically and comprehensively. In the present study, we re-estimated the dose-response relationships between current smoking and 36 health outcomes by conducting systematic reviews up to 31 May 2022, employing a meta-analytic method that incorporates between-study heterogeneity into estimates of uncertainty. Among the 36 selected outcomes, 8 had strong-to-very-strong evidence of an association with smoking, 21 had weak-to-moderate evidence of association and 7 had no evidence of association. By overcoming many of the limitations of traditional meta-analyses, our approach provides comprehensive, up-to-date and easy-to-use estimates of the evidence on the health effects of smoking. These estimates provide important information for tobacco control advocates, policy makers, researchers, physicians, smokers and the public., (© 2022. The Author(s).)
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- 2022
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38. Whole-exome sequencing reveals damaging gene variants associated with hypoalphalipoproteinemia.
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Dong W, Wong KHY, Liu Y, Levy-Sakin M, Hung WC, Li M, Li B, Jin SC, Choi J, Lopez-Giraldez F, Vaka D, Poon A, Chu C, Lao R, Balamir M, Movsesyan I, Malloy MJ, Zhao H, Kwok PY, Kane JP, Lifton RP, and Pullinger CR
- Subjects
- Cholesterol, HDL genetics, Heterozygote, Humans, Exome Sequencing, Genome-Wide Association Study, Hypoalphalipoproteinemias
- Abstract
Low levels of high density lipoprotein-cholesterol (HDL-C) are associated with an elevated risk of arteriosclerotic coronary heart disease. Heritability of HDL-C levels is high. In this research discovery study, we used whole-exome sequencing to identify damaging gene variants that may play significant roles in determining HDL-C levels. We studied 204 individuals with a mean HDL-C level of 27.8 ± 6.4 mg/dl (range: 4-36 mg/dl). Data were analyzed by statistical gene burden testing and by filtering against candidate gene lists. We found 120 occurrences of probably damaging variants (116 heterozygous; four homozygous) among 45 of 104 recognized HDL candidate genes. Those with the highest prevalence of damaging variants were ABCA1 (n = 20), STAB1 (n = 9), OSBPL1A (n = 8), CPS1 (n = 8), CD36 (n = 7), LRP1 (n = 6), ABCA8 (n = 6), GOT2 (n = 5), AMPD3 (n = 5), WWOX (n = 4), and IRS1 (n = 4). Binomial analysis for damaging missense or loss-of-function variants identified the ABCA1 and LDLR genes at genome-wide significance. In conclusion, whole-exome sequencing of individuals with low HDL-C showed the burden of damaging rare variants in the ABCA1 and LDLR genes is particularly high and revealed numerous occurrences in HDL candidate genes, including many genes identified in genome-wide association study reports. Many of these genes are involved in cancer biology, which accords with epidemiologic findings of the association of HDL deficiency with increased risk of cancer, thus presenting a new area of interest in HDL genomics., Competing Interests: Conflict of interest The authors declare that they have no conflicts of interest with the contents of this article., (Copyright © 2022 The Authors. Published by Elsevier Inc. All rights reserved.)
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- 2022
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39. Evaluating peripheral intravascular catheter insertion, maintenance and removal practices in small hospitals using a standardized audit tool.
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Hoskins A, Worth LJ, Malloy MJ, Smith M, Atkins S, and Bennett N
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- Catheters, Hand, Hospitals, Humans, Catheterization, Peripheral adverse effects, Catheterization, Peripheral methods, Phlebitis epidemiology, Phlebitis etiology
- Abstract
Aim: The aim of this study was to evaluate clinical practice about peripheral intravenous catheter (PIVC) insertion, maintenance and removal in a cohort of Victorian hospitals., Design: A standardized PIVC audit tool was developed, and results from point prevalent surveys were conducted., Methods: Hospitalized patients requiring a PIVC insertion were eligible for audit. Audit data submitted between 2015 and 2019 were extracted for the current study., Results: 3566 PIVC insertions in 15 Victorian public hospitals were evaluated. 57.6% of PIVCs were inserted in wards, 18.7% in operating theatres and 11.6% in Emergency Departments (ED). 45.2% were inserted by nurses and 38.2% by medical staff. The preferred site for insertion was the dorsum of the hand and forearm (58.8%). 22.6% did not report a visual infusion phlebitis score at least daily, and 48% did not document a daily dressing assessment. Reasons for PIVC removal included no longer required (63%) and phlebitis (4.8%). No bloodstream infections were reported., (© 2022 The Authors. Nursing Open published by John Wiley & Sons Ltd.)
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- 2022
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40. Application of Machine Learning Ensemble Super Learner for analysis of the cytokines transported by high density lipoproteins (HDL) of smokers and nonsmokers.
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Saharan SS, Nagar P, Creasy KT, Stock EO, Feng J, Malloy MJ, and Kane JP
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Smoking is a major cause of cardiac and pulmonary disease, cancer, and other inflammation related diseases. Smoking impairs lipid and lipoprotein metabolism. The observed modification and reduction in levels of HDL in smokers has adverse effects on atheroprotective properties. It has been hypothesized that HDL transports inflammatory cytokines which accelerate tobacco-related diseases. To investigate the role of HDL in the transport of inflammatory cytokines and their detrimental effects on the immune response, it is paramount to compare cytokine levels in HDL for Smoker versus Nonsmoker groups. We isolated HDL from plasma using selected affinity immunosorption of apolipoprotein A-I-bearing lipoproteins, followed by quantitative ELISA of cytokines. We implemented a powerful stacked ensemble Machine Learning algorithm, namely Super Learner (SL) with base-learners: Decision Tree classifier, AdaBoost classifier, Bagging classifier, Extra Tree classifier, Logistic Regression and Random Forest classifier and meta learner: Logistic Regression. Prediction Accuracy metric was used to ascertain the separability efficacy of Smoker versus Nonsmoker based on cytokine levels. Super Learner composed of a Logistic Regression meta learner, achieved a 100% prediction accuracy, outperforming all the base learners. Machine learning-enabled Precision Medicine allows the investigation of the role of novel biomarkers such as HDL-transported cytokines which have a potential to generate valuable molecular insights. The discovery that cytokines are transported by HDL presents a new dimension in understanding inflammatory disorders and the potential for therapeutic intervention. The outstanding classification and prediction performance of Ensemble learning can be leveraged to revolutionize the biomarker discoveries, enabling insight that can lead to novel treatment modalities., Competing Interests: Competing interests The authors report no conflicts of interest.
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- 2021
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41. Implementation of PCA enabled Support Vector Machine using cytokines to differentiate smokers versus nonsmokers.
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Saharan SS, Nagar P, Creasy KT, Stock EO, Feng J, Malloy MJ, and Kane JP
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Presently, the role of cytokines in severe illness like COPD, cancer, cardiac disease associated with smoking is being explored to enable preemptive diagnosis and delivery of treatment interventions. We are investigating the connection between the elevation of inflammatory plasma cytokine in smokers versus nonsmokers. Disease indicator cytokines can be used to monitor the progression of disease which can help in the crucial task of prognosis and definitive diagnosis. Powerful and versatile Machine Learning algorithms can be leveraged to extract insights that cannot be obtained manually. We have applied Support Vector Machine (SVM) on 65 plasma cytokines and other traditional biomarkers to differentiate smokers and nonsmokers. To optimize the classification separability, we have used the following techniques: Principal component analysis (PCA), 10-fold cross validation and variable importance. The primary metric of evaluation is Area Under Receiver Operating Curve (AUROC), though we have additionally recorded and compared prediction accuracy across classifiers. The results are very promising. The AUROC classification accuracy achieved by SVM using the selected predictor feature variables is 89.2% with a 95%CI (85.4%,93.1%). The most prominent cytokines, contributing to the classification, in the order of importance are: I-TAC, Age, TG, G-CSF-CSF-3, MDC-CCL22, Eotaxin-3, LIF, IL-2, Eotaxin-2, MIP-3alpha. The AUROC classification accuracy improved to 93% with a 95% CI (90.1%,99.5%) upon choosing the five most prominent cytokines. The versatile prowess of Machine Learning algorithms such as Support Vector Machine can translate pioneering molecular discoveries into actionable insights that can be applied in the field of translational and precision medicine to save life., Competing Interests: Competing interests The authors report no conflicts of interest.
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- 2021
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42. Dyslipidemia and diabetes mellitus: Role of lipoprotein species and interrelated pathways of lipid metabolism in diabetes mellitus.
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Kane JP, Pullinger CR, Goldfine ID, and Malloy MJ
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- Humans, Lipid Metabolism, Lipoproteins, Atherosclerosis, Diabetes Mellitus, Diabetes Mellitus, Type 2, Dyslipidemias
- Abstract
Diabetes mellitus is a complex disease. We are increasingly gaining a better understanding of its mechanisms at the molecular level. From these new insights, better therapeutic approaches should emerge. Diabetes mellitus is a syndrome with many associated subphenotypes. These include mitochondrial disorders, lipodystrophies, and inflammatory disorders involving cytokines. Levels of sphingosine-1-phosphate, which has recently been shown to play a role in glucose homeostasis, are low in diabetics, whereas levels of ceramides are increased. Major phenotypes associated with diabetes mellitus are dyslipidemias, notably hypertriglyceridemia and low high-density lipoprotein cholesterol levels. Both diabetes and dyslipidemia are strongly associated with increased risk for atherosclerotic vascular disease., (Copyright © 2021 The Authors. Published by Elsevier Ltd.. All rights reserved.)
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- 2021
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43. Topical antimicrobial prescribing patterns in residents of Australian aged-care facilities: use of a national point prevalence survey to identify opportunities for quality improvement.
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Bennett N, Walker K, Buising K, Cheah R, Fang X, Ingram R, James R, Malloy MJ, Thursky K, and Worth LJ
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- Aged, Anti-Bacterial Agents therapeutic use, Australia, Humans, Inappropriate Prescribing, Prevalence, Anti-Infective Agents therapeutic use, Quality Improvement
- Abstract
Background: Australian residential aged care facilities (RACFs) are encouraged to participate in an annual Aged Care National Antimicrobial Prescribing Survey. This data source was analysed to describe patterns of topical antimicrobial prescribing and thereby provide insight into antimicrobial stewardship (AMS) changes that might be required., Methods: 2018 and 2019 survey data was analysed., Results: The overall prevalence of the 52,431 audited residents (629 facilities) who were prescribed 1 or more topical antimicrobials was 2.9%. Of all prescribed antimicrobials (n=4899), 33.0% were for topical application. Most frequently prescribed topical antifungals were clotrimazole (85.3%) and miconazole (9.1%), and antibacterials chloramphenicol (64.1%) and mupirocin (21.8%). Tinea (38.3%) and conjunctivitis (23.8%) were the 2 most common indications. Topical antimicrobials were sometimes prescribed for pro re nata administration (38.8%) and greater than 6 months (11.3%). The review or stop date was not always documented (38.7%)., Conclusions: To reduce the possibility of adverse consequences associated with antimicrobial use, antimicrobial stewardship programs in Australian residential aged care facilities should at least ensure mupirocin is appropriately used, first line antimicrobial therapy is prescribed for tinea, chloramphenicol is prescribed for conjunctivitis only if necessary, pro re nata orders for prescriptions are discouraged and to avoid prolonged duration of prescriptions, review or stop dates are always documented., (Crown Copyright © 2021. Published by Elsevier Inc. All rights reserved.)
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- 2021
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44. Machine learning and statistical approaches for classification of risk of coronary artery disease using plasma cytokines.
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Saharan SS, Nagar P, Creasy KT, Stock EO, Feng J, Malloy MJ, and Kane JP
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Background: As per the 2017 WHO fact sheet, Coronary Artery Disease (CAD) is the primary cause of death in the world, and accounts for 31% of total fatalities. The unprecedented 17.6 million deaths caused by CAD in 2016 underscores the urgent need to facilitate proactive and accelerated pre-emptive diagnosis. The innovative and emerging Machine Learning (ML) techniques can be leveraged to facilitate early detection of CAD which is a crucial factor in saving lives. The standard techniques like angiography, that provide reliable evidence are invasive and typically expensive and risky. In contrast, ML model generated diagnosis is non-invasive, fast, accurate and affordable. Therefore, ML algorithms can be used as a supplement or precursor to the conventional methods. This research demonstrates the implementation and comparative analysis of K Nearest Neighbor (k-NN) and Random Forest ML algorithms to achieve a targeted "At Risk" CAD classification using an emerging set of 35 cytokine biomarkers that are strongly indicative predictive variables that can be potential targets for therapy. To ensure better generalizability, mechanisms such as data balancing, repeated k-fold cross validation for hyperparameter tuning, were integrated within the models. To determine the separability efficacy of "At Risk" CAD versus Control achieved by the models, Area under Receiver Operating Characteristic (AUROC) metric is used which discriminates the classes by exhibiting tradeoff between the false positive and true positive rates., Results: A total of 2 classifiers were developed, both built using 35 cytokine predictive features. The best AUROC score of .99 with a 95% Confidence Interval (CI) (.982,.999) was achieved by the Random Forest classifier using 35 cytokine biomarkers. The second-best AUROC score of .954 with a 95% Confidence Interval (.929,.979) was achieved by the k-NN model using 35 cytokines. A p-value of less than 7.481e-10 obtained by an independent t-test validated that Random Forest classifier was significantly better than the k-NN classifier with regards to the AUROC score. Presently, as large-scale efforts are gaining momentum to enable early, fast, reliable, affordable, and accessible detection of individuals at risk for CAD, the application of powerful ML algorithms can be leveraged as a supplement to conventional methods such as angiography. Early detection can be further improved by incorporating 65 novel and sensitive cytokine biomarkers. Investigation of the emerging role of cytokines in CAD can materially enhance the detection of risk and the discovery of mechanisms of disease that can lead to new therapeutic modalities.
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- 2021
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45. Levels of Prebeta-1 High-Density Lipoprotein Are a Strong Independent Positive Risk Factor for Coronary Heart Disease and Myocardial Infarction: A Meta-Analysis.
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Pullinger CR, O'Connor PM, Naya-Vigne JM, Kunitake ST, Movsesyan I, Frost PH, Malloy MJ, and Kane JP
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- Humans, Protective Factors, Risk Assessment statistics & numerical data, Coronary Disease blood, Coronary Disease epidemiology, High-Density Lipoproteins, Pre-beta blood, Myocardial Infarction blood, Myocardial Infarction epidemiology
- Abstract
Background We previously showed that levels of prebeta-1 high-density lipoprotein (HDL), the principal acceptor of cholesterol effluxed from cells, including artery wall macrophages, are positively associated with coronary heart disease (CHD) and myocardial infarction (MI) risk. Methods and Results In a multiethnic follow-up cohort of 1249 individuals from University of California-San Francisco clinics, we determined the degree to which prebeta-1 HDL levels, both absolute and percentage of apolipoprotein AI, are associated with CHD and history of MI. Independent, strong, positive associations were found. Meta-analysis revealed for the absolute prebeta-1 HDL for the top tertile versus the lowest, unadjusted odds ratios of 1.90 (95% CI, 1.40-2.58) for CHD and 1.79 (95% CI, 1.35-2.36) for MI. For CHD, adjusting for established risk factors, the top versus bottom tertiles, quintiles, and deciles yielded sizable odds ratios of 2.37 (95% CI, 1.74-3.25, P <0.001), 3.20 (95% CI, 2.07-4.94, P <0.001), and 4.00 (95% CI, 2.11-7.58, P <0.001), respectively. Men and women were analyzed separately in a combined data set of 2507 individuals. The odds ratios for CHD and MI risk were similar. Higher levels of prebeta-1 HDL were associated with all 5 metabolic syndrome features. Addition of prebeta-1 HDL to these 5 features resulted in significant improvements in risk-prediction models. Conclusions Analysis of 2507 subjects showed conclusively that levels of prebeta-1 HDL are strongly associated with a history of CHD or MI, independently of traditional risk factors. Addition of prebeta-1 HDL can significantly improve clinical assessment of risk of CHD and MI.
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- 2021
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46. Successful Nutritional Intervention for an Infant with Abetalipoproteinemia: A Novel Modular Formula (AbetaMF).
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Ueda M, Maeda MJ, Burke FM, Hegele RA, Gleghorn EE, Rader DJ, and Malloy MJ
- Abstract
Supplemental Digital Content is available in the text., Competing Interests: Dr Hegele reports personal fees from Acasti, personal fees from Akcea—Ionis, personal fees from Amgen, personal fees from HLS Therapeutics, personal fees from Novartis, personal fees from Pfizer, personal fees from Regeneron, personal fees from Sanofi, outside the submitted work. Dr Rader reports being on Scientific Advisory Boards for Alnylam Pharmaceuticals, Novartis, Pfizer, and Verve; receiving research funding and non-financial support from Regeneron Pharmaceuticals; being Co-founder of VascularStrategies and Staten Biotechnology; and serving as an uncompensated Chief Scientific Advisor for the Familial Hypercholesterolemia Foundation. The other authors report no conflicts of interest., (Copyright © 2021 The Author(s). Published by Wolters Kluwer on behalf of European Society for Pediatric Gastroenterology, Hepatology, and Nutrition and North American Society for Pediatric Gastroenterology, Hepatology, and Nutrition.)
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- 2021
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47. Ancestry-specific profiles of genetic determinants of severe hypertriglyceridemia.
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Gill PK, Dron JS, Dilliott AA, McIntyre AD, Cao H, Wang J, Movsesyan IG, Malloy MJ, Pullinger CR, Kane JP, and Hegele RA
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- Adult, Female, Humans, Male, Middle Aged, Apolipoprotein C-II genetics, Hispanic or Latino genetics, Lipoprotein Lipase genetics, Receptors, Lipoprotein, Triglycerides blood, White People genetics, East Asian People genetics, Apolipoprotein A-V genetics, Genetic Predisposition to Disease, Hypertriglyceridemia genetics, Polymorphism, Single Nucleotide
- Abstract
Background: Susceptibility to severe hypertriglyceridemia (HTG), defined as plasma triglyceride (TG) levels ≥10 mmol/L (880 mg/dL), is conferred by both heterozygous rare variants in five genes involved in TG metabolism and numerous common single-nucleotide polymorphisms (SNPs) associated with TG levels., Objective: To date, these genetic susceptibility factors have been comprehensively assessed primarily in severe HTG patients of European ancestry. Here, we expand our analysis to HTG patients of East Asian and Hispanic ancestry., Methods: The genomic DNA of 336, 63 and 199 severe HTG patients of European, East Asian and Hispanic ancestry, respectively, was evaluated using a targeted next-generation sequencing panel to screen for: 1) rare variants in LPL, APOA5, APOC2, GPIHBP1 and LMF1; 2) common, small-to-moderate effect SNPs, quantified using a polygenic score; and 3) common, large-effect polymorphisms, APOA5 p.G185C and p.S19W., Results: While the proportion of individuals with high polygenic scores was similar, frequency of rare variant carriers varied across ancestries. Compared with ancestry-matched controls, Hispanic patients were the most likely to have a rare variant (OR = 5.02; 95% CI 3.07-8.21; p < 0.001), while European patients were the least likely (OR = 2.56; 95% CI 1.58-4.13; p < 0.001). The APOA5 p.G185C polymorphism, exclusive to East Asians, was significantly enriched in patients compared with controls (OR = 10.1; 95% CI 5.6-18.3; p < 0.001), showing the highest enrichment among the measured genetic factors., Conclusion: While TG-associated rare variants and common SNPs are both found in statistical excess in severe HTG patients of different ancestral backgrounds, the overall genetic profiles of each ancestry group were distinct., (Copyright © 2020 National Lipid Association. Published by Elsevier Inc. All rights reserved.)
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- 2021
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48. Measles immunisation status of healthcare workers in smaller Victorian hospitals: can we do better?
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Bennett N, Sutton B, Strachan J, Hoskins A, Malloy MJ, and Worth LJ
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- Adult, Australia, Female, Guideline Adherence, Health Personnel statistics & numerical data, Health Surveys, Humans, Immunization Programs, Male, Middle Aged, Occupational Diseases epidemiology, Occupational Health, Health Personnel psychology, Hospitals statistics & numerical data, Immunization statistics & numerical data, Measles prevention & control, Measles Vaccine administration & dosage
- Abstract
Objective: To determine the proportion of healthcare workers (HCWs) in smaller Victorian public healthcare facilities with documented evidence of measles immunity., Methods: A cross-sectional survey, developed by the Victorian Healthcare Associated Surveillance System Coordinating Centre, was completed by all eligible facilities. HCWs were reported as having evidence or no evidence of measles immunity. Those without evidence of immunity were sub-classified as incomplete, declined or unknown status., Results: Seventy-five facilities reported measles immunity status of 17,522 employed HCWs. Of these, 11,751 (67.1%) had documented evidence of immunity. The proportion with evidence of immunity was lowest (45.6%) in facilities with ≤50 HCWs. The majority of HCWs without evidence of immunity (88.2%) had 'unknown' status. Declination or incomplete status comprised very low overall proportions (0.3% and 3.6%, respectively)., Conclusions: Reported evidence of HCW measles immunity was moderate in surveyed facilities, with a large proportion having unknown status. HCW immunisation programs in some facilities require refinement to appropriately support public health responses to measles cases and prevention of occupational acquisition of measles. Implications for public health: Non-immune HCWs are at increased risk for acquiring and transmitting measles. Timely access to accurate HCW immunisation records is required to ensure that public health responses are effective., (© 2020 The Authors.)
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- 2020
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49. 'Closing the gap': Evaluating the success of non-mandatory strategies for influenza vaccination of Victorian healthcare workers.
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Bennett N, Crouch S, Hoskins A, Malloy MJ, Walker K, and Worth LJ
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- Attitude of Health Personnel, Health Personnel, Humans, Surveys and Questionnaires, Vaccination, Influenza Vaccines, Influenza, Human prevention & control
- Abstract
Introduction: While annual influenza vaccination of healthcare workers (HCWs) is recommended, uptake is often suboptimal. We sought to evaluate influenza vaccination uptake by HCWs in Victorian public healthcare facilities, where non-mandatory programs are used., Methods: All participating facilities completed an annual survey (2014-2019) recording HCW influenza vaccination status. Uptake in high-risk departments (emergency and intensive care units) was evaluated for the 2019 season., Results: The proportion of vaccinated HCWs increased annually, from 72.2% (2014) to 87.7% (2019), with pre-set targets generally achieved. In 2019, 110,324 HCWs in 107 facilities were vaccinated (87.7%). Of those without documented vaccination, 7591 (6.0%) declined and 7906 (6.3%) had unknown status. Uptake was higher in high-risk departments (91.4%)., Conclusion: Increasing annual influenza vaccination uptake by HCWs in Victorian public healthcare facilities has been achieved in the context of performance monitoring targets. Small proportions declined or had unknown status. Future policies should focus on these HCWs., Competing Interests: Declaration of Competing Interest The authors declare that they have no known competing financial interests or personal relationships that could have appeared to influence the work reported in this paper., (Copyright © 2020 Elsevier Ltd. All rights reserved.)
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- 2020
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50. Assessment of attribution algorithms for resolving CIN3-related HPV genotype prevalence in mixed-genotype biopsy specimens using laser capture microdissection as the reference standard.
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Cornall AM, Brotherton JML, Callegari ET, Tan FH, Saville M, Pyman J, Phillips S, Malloy MJ, Tabrizi SN, and Garland SM
- Subjects
- Adolescent, Adult, Algorithms, Australia, Biopsy, Female, Genotype, Humans, Laser Capture Microdissection, Papillomaviridae genetics, Prevalence, Reference Standards, Young Adult, Papillomavirus Infections epidemiology, Uterine Cervical Neoplasms epidemiology, Uterine Cervical Dysplasia
- Abstract
To make accurate determinations regarding potential and actual impact of HPV vaccine programs, precise estimates of genotype-specific contributions to disease are required for pre- and post-vaccine populations. Definitive determination of lesion-specific genotypes, particularly where multiple genotypes are detected in a sample, can be technically demanding and resource intensive; therefore, most prevalence studies use mathematical algorithms to adjust for multiple genotype detections. There are currently several algorithms, which can produce genotype estimates within a wide range of variability. The use of these for cervical cytology samples has recently been assessed for accuracy against a definitive reference standard, but none have yet been assessed for multiple-genotype-containing whole biopsy specimens. Using laser capture microdissection (LCM) on biopsy samples, lesion-specific genotype prevalence data were generated for a cohort of 516 young Australian women (aged 18-32 years) with cervical intraepithelial neoplasia grade 3 or adenocarcinoma in situ. Using whole tissue section genotype data from the same cohort, including 71 (13.7%) with multiple genotypes, lesion-associated genotype prevalence was estimated using four different attribution algorithms. The proportion of lesions attributable to HPV16 and HPV18 by LCM were 58.4% and 5%, respectively; hierarchical, proportional, single type/minimum and any type/maximum attribution estimates were comparable across genotypes. For analyses utilising whole tissue biopsy cervical specimens, attribution estimates are appropriate for estimating the proportional contribution of individual genotypes to lesions in a population., Competing Interests: Declaration of Competing Interest The authors declare that they have no known competing financial interests or personal relationships that could have appeared to influence the work reported in this paper., (Crown Copyright © 2020. Published by Elsevier Ltd. All rights reserved.)
- Published
- 2020
- Full Text
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