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Nevin Manimala Statistics

One Fraction Size Does Not Fit All: Patient Preferences for Hypofractionated Radiation Therapy From a Discrete Choice Experiment

Pract Radiat Oncol. 2022 Jan-Feb;12(1):e24-e33. doi: 10.1016/j.prro.2021.08.012.

ABSTRACT

PURPOSE: Hypofractionated external beam radiation therapy (EBRT) is a standard of care option for localized prostate cancer. To inform clinical practice we quantified patients’ preferences for convenience, efficacy, and toxicity risks, of conventional, moderate hypofractionation, and stereotactic radiation therapy regimens.

METHODS AND MATERIALS: We used a discrete choice experiment with a voluntary sample consisting of patients treated with EBRT for localized prostate cancer at our academic cancer center. In 2019, 58 participants, mean (SD) age of 72.9 (7.1) years, agreed to complete an in-person 1:1 discrete choice experiment. Each participant made 12 choices between 2 unique EBRT scenarios, each described by 5 attributes: (1) treatment time; (2) fiducial markers; and risk of (3) prostate specific antigen recurrence; (4) acute and (5) late GI or GU toxicity. Patient preferences were estimated using mixed multinomial logistic regression, and prespecified subgroups with conditional logistic regression.

RESULTS: All attributes were statistically significant, thus influenced participants’ choices. Risks of prostate specific antigen recurrence (β = -2.581), late (β = -1.854), and acute (β = -1.005) toxicity were most important to participants (P < .001 for each), followed by EBRT length (β = -0.728; P = .017) and fiducial marker implantation (β = -0.563; P = .004). Older (β = -0.063; 95% confidence interval, -0.12, -0.01) and rural (β = -0.083; 95% CI -0.14, -0.02) participants significantly preferred shorter EBRT and were less willing-to-extend treatment to reduce toxicity risk.

CONCLUSIONS: Patients with prostate cancer place importance on EBRT attributes, and some are willing to trade-off increased risk of toxicity for improved convenience. Our findings promote shared clinical decision-making because patients are interested in learning about the trade-offs involved.

PMID:34991857 | DOI:10.1016/j.prro.2021.08.012

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Impact of the immune response modification by lysophosphatidylcholine in the efficacy of antibiotic therapy of experimental models of peritoneal sepsis and pneumonia by Pseudomonas aeruginosa: LPC therapeutic effect in combined therapy

Enferm Infecc Microbiol Clin (Engl Ed). 2022 Jan;40(1):14-21. doi: 10.1016/j.eimce.2020.06.019.

ABSTRACT

INTRODUCTION: Immune response stimulation may be an adjuvant to antimicrobial treatment. Here, we evaluated the impact of immune response modification by lysophosphatidylcholine (LPC), combined with imipenem or ceftazidime, in murine models of peritoneal sepsis (PS) and pneumonia induced by Pseudomonas aeruginosa.

METHODS: The imipenem and ceftazidime-susceptible strain (Pa39) and imipenem and ceftazidime-resistant strain (Pa238) were used. Ceftazidime pharmacokinetic and pharmacodynamic parameters were determined. The therapeutic efficacy and TNF-α and IL-10 levels were determined in murine models of PS and pneumonia induced by Pa39 and Pa238 and treated with LPC, imipenem or ceftazidime, alone or in combination.

RESULTS: In the PS model, LPC+ceftazidime reduced spleen and lung Pa238 concentrations (-3.45 and -3.56log10CFU/g; P<0.05) to a greater extent than ceftazidime monotherapy, while LPC+imipenem maintained the imipenem efficacy (-1.66 and -1.45log10CFU/g; P>0.05). In the pneumonia model, LPC+ceftazidime or LPC+imipenem reduced the lung Pa238 concentrations (-2.37log10CFU/g, P=0.1, or -1.35log10CFU/g, P=0.75). For Pa39, no statistically significant difference was observed in the PS and pneumonia models between combined therapy and monotherapy. Moreover, LPC+imipenem and LPC+ceftazidime significantly decreased and increased the TNF-α and IL-10 levels, respectively, in comparison with the untreated controls and monotherapies.

CONCLUSIONS: These results demonstrate the impact of immune response modification by LPC plus antibiotics on the prognosis of infections induced by ceftazidime-resistant P. aeruginosa.

PMID:34991848 | DOI:10.1016/j.eimce.2020.06.019

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Prevalence of polypharmacy and associated factors among patients living with HIV infection in Spain: The POINT study

Enferm Infecc Microbiol Clin (Engl Ed). 2022 Jan;40(1):7-13. doi: 10.1016/j.eimce.2020.09.005.

ABSTRACT

PURPOSE: Survival in people living with HIV (PLWH) has increased and thus people are aging with HIV, increasing the frequency of multimorbidity and polypharmacy. This cross-sectional study was conducted to evaluate the prevalence of polypharmacy among PLWH who were on antiretroviral treatment and were followed in an outpatient setting by the pharmacy department of several hospitals across Spain. In addition, we aimed to evaluate factors associated with polypharmacy and treatment complexity among this population.

MATERIAL AND METHODS: We recorded information on demographic data, data on disease control including viral load and CD4 count at the time of inclusion, comorbidities, pharmacologic treatment and drugs interactions. Polypharmacy was defined as the use of 6 or more different drugs, including antiretroviral medication; major polypharmacy was defined as the use of ≥11 different drugs.

RESULTS: Overall, 1225 PLWH were eligible in the study. The median (IQR) age was 49 (40-54). Comorbidities were present in 819 (67%) PLWH and 571 (47%) had two or more comorbidities. Overall, 397 (32.4%, 95% CI 29.8-34.9) PLWH met the criteria for polypharmacy, and 67 (5.5%, 95% CI, 4.2-6.7) had major polypharmacy. Several factors were associated with polypharmacy such as type of antiretroviral treatment, presence of potential interactions, the use of several types of medications and the number of comorbidities. Treatment complexity was also a factor strongly associated with polypharmacy; for each point increase in the medication regimen complexity index (MRCI), the likelihood of polypharmacy increased 2.3-fold.

CONCLUSIONS: Polypharmacy is frequent among PLWH in Spain and contributes to a relevant extent to treatment complexity.

PMID:34991854 | DOI:10.1016/j.eimce.2020.09.005

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Relationships of 18F-FDG uptake by primary tumors with prognostic factors and molecular subtype in ductal breast cancer

Rev Esp Med Nucl Imagen Mol (Engl Ed). 2022 Jan-Feb;41(1):32-38. doi: 10.1016/j.remnie.2021.01.004. Epub 2021 Feb 13.

ABSTRACT

OBJECTIVES: In this study, we aimed to investigate the correlation between SUVmax of primary tumor and prognostic factors/molecular subtype in ductal breast cancer patients.

MATERIALS AND METHODS: We retrospectively reviewed 150 female patients with pathologically proven invasive ductal breast cancer from January 2015 to October 2019 who underwent 18F-FDG PET/CT for initial staging. Histopathological prognostic features of the primary tumor (histological grade, hormone receptor status, Ki-67 index, vb.) were obtained from the tru-cut biopsy report. In 18F-FDG PET/CT studies, the maximum standardized uptake value (SUVmax) of the primary breast tumor was calculated and compared with the presence of axillary lymphadenopathy and/or distant metastases, histopathological prognostic factors and molecular subtype.

RESULTS: The high SUVmax of primary breast tumors is significantly correlated with the clinicopathological factors: high tumor size, high histologic grade, high Ki-67 index, axillary lymph node positivity and distant metastasis. SUVmax value was significantly higher in patients with basal subtype than patients with Luminal A subtype (8,14 ± 3,71 and 4,64 ± 2,45, p = 0,002). Correlation analysis revealed a low correlation between Ki-67 index and SUVmax (r = 0,276, p = 0,001) and moderate correlation between tumor size and SUVmax (r = 0,470, p = 0,001). In multivariate linear regression analysis, Ki-67 index and tumor size had a statistically significant effect on SUVmax values. As these parameters increase, it is seen that it increases SUVmax values (p = 0,004, Std Beta: 0,228, 95% CI:0,010-0,055 and p = 0,001, Std Beta:0,374, 95% CI:0,55-0,136, respectively).

CONCLUSION: High SUVmax value is associated with factors suggesting poor prognosis. Pretreatment 18F-FDG PET/CT can be used as a tool to predict prognosis in breast cancer.

PMID:34991834 | DOI:10.1016/j.remnie.2021.01.004

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Immunohistochemical expression of VEGFR1 in non small cell lung carcinomas: Lower VEGFR1 expression is asociated with squamous cell carcinoma subtype and high SUV max values in 18F-FDG PET

Rev Esp Med Nucl Imagen Mol (Engl Ed). 2022 Jan-Feb;41(1):28-31. doi: 10.1016/j.remnie.2021.01.001. Epub 2021 Jan 28.

ABSTRACT

BACKGROUND: To study the possible relation between immunohistochemical expression of vascular endothelial growth factor receptor 1 (VEGFR1) and the maximum standardised uptake value (SUV max) of 18F-FDG PET in patients with non small cell lung cancer (NSCLC).

MATERIAL AND METHODS: The study included 39 patients with NSCLC (24 squamous cell carcinomas and 15 adenocarcinomas). According to the clinical stage, the patients were distributed as follows: 8 stage I, 7 stage II, 15 stage III and 9 stage IV. Immunohistochemical expression of VEGFR1 was studied through the technique of tissue-matrix using Tissue Arrayer Device (Beecher Instruments, Sun Prairie, WI), using the polyclonal antibody against VEGFR1 (Santa Cruz Biotechnology, California, USA).

RESULTS: Positive VEGFR1 immunohistochemical expression was noted in 23 cases (59%). The number of positive tumours was not related with clinical stage but there was a different statistically significant association (p:0,0009) between VEGFR1 positivity and histological type, corresponding the greater percentages of positive results to adenocarcinomas (93,3%) versus in squamous cell carcinomas (37,5%). Likewise, SUV max values were higher (p: 0,039) in negative VEGFR1 carcinomas than in positive VEGFR1 tumors (r: 4-32,1; 16,4+/-6,4 (median 16,1) vs r: 3-47; 14,5+/-8,6 (12,8)).

CONCLUSIONS: Our results led us to consider that in NSCLC, the negative VEGFR1 immunohistochemical expression is associated significantly with squamous cell carcinomas subtype and with higher SUV max values in 18F-FDG-PET.

PMID:34991832 | DOI:10.1016/j.remnie.2021.01.001

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Efficacy of Preemptive Analgesia on Postoperative Pain Control in Children Who Underwent Full-Mouth Dental Rehabilitation Under General Anesthesia: A Randomized Controlled Clinical Trial

J Oral Facial Pain Headache. 2021 Fall;34(4):297-302. doi: 10.11607/ofph.2960.

ABSTRACT

AIMS: To evaluate the efficacy of intravenous preemptive analgesia on postoperative pain in children undergoing dental rehabilitation under general anesthesia.

METHODS: In this prospective randomized clinical trial, 70 children aged 3 to 7 years were scheduled for dental treatment and randomized into two groups: the control group or the preemptive group. Patients received 15 mg/kg of intravenous paracetamol either before the start of treatment (preemptive group, n = 35) or at the end of treatment (control group, n = 35). Postoperative pain scores were recorded at 1, 2, 4, 6, 8, 12, and 24 hours using the Wong-Baker FACES Pain Rating Scale (WBFS). Additionally, the need for rescue analgesic and the total opioid consumption of the patients were recorded during the first 24 hours postoperative.

RESULTS: The pain scores in the preemptive group were significantly lower than those in the control group at the postanesthesia care unit and at 2, 4, and 8 hours postoperative (P < .05). However, there were no statistically significant differences in pain scores between groups at 12 and 24 hours postoperative. Need for rescue analgesics and total intravenous fentanyl consumption were significantly higher in the control group than in the preemptive group (P < .05). The percentage of children who received medication for pain relief at home was higher in the control group than in the preemptive group, but the difference was not statistically significant (P > .05).

CONCLUSION: Preemptive use of intravenous paracetamol reduces postoperative pain scores and postoperative opioid consumption. However, there is a need to evaluate pain levels in children who receive comprehensive dental treatment under general anesthesia after hospital discharge for effective postoperative pain control.

PMID:34990498 | DOI:10.11607/ofph.2960

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Unstructured clinical notes within the 24 hours since admission predict short, mid & long-term mortality in adult ICU patients

PLoS One. 2022 Jan 6;17(1):e0262182. doi: 10.1371/journal.pone.0262182. eCollection 2022.

ABSTRACT

Mortality prediction for intensive care unit (ICU) patients is crucial for improving outcomes and efficient utilization of resources. Accessibility of electronic health records (EHR) has enabled data-driven predictive modeling using machine learning. However, very few studies rely solely on unstructured clinical notes from the EHR for mortality prediction. In this work, we propose a framework to predict short, mid, and long-term mortality in adult ICU patients using unstructured clinical notes from the MIMIC III database, natural language processing (NLP), and machine learning (ML) models. Depending on the statistical description of the patients’ length of stay, we define the short-term as 48-hour and 4-day period, the mid-term as 7-day and 10-day period, and the long-term as 15-day and 30-day period after admission. We found that by only using clinical notes within the 24 hours of admission, our framework can achieve a high area under the receiver operating characteristics (AU-ROC) score for short, mid and long-term mortality prediction tasks. The test AU-ROC scores are 0.87, 0.83, 0.83, 0.82, 0.82, and 0.82 for 48-hour, 4-day, 7-day, 10-day, 15-day, and 30-day period mortality prediction, respectively. We also provide a comparative study among three types of feature extraction techniques from NLP: frequency-based technique, fixed embedding-based technique, and dynamic embedding-based technique. Lastly, we provide an interpretation of the NLP-based predictive models using feature-importance scores.

PMID:34990485 | DOI:10.1371/journal.pone.0262182

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Investigating the incidence and risk factors of hypertension: A multicentre retrospective cohort study in Tabuk, Saudi Arabia

PLoS One. 2022 Jan 6;17(1):e0262259. doi: 10.1371/journal.pone.0262259. eCollection 2022.

ABSTRACT

BACKGROUND: Hypertension is a major global health concern affecting approximately 1.13 billion people worldwide, with most of them residing in developing countries. The aim of this study was to determine the incidence of different stages of hypertension and its associated modifiable and non-modifiable risk factors among patients in military-setting hospitals in Tabuk, Saudi Arabia.

METHODS: This retrospective cohort study was conducted at two hospitals in Tabuk, Saudi Arabia. The data were collected from hospital electronic records from 1 January 2019 to 31 December 2019. The blood pressure levels of patients from the last three separate medical visits were recorded. Descriptive statistics and multinomial logistic regression were used for the data analysis.

RESULTS: The study included 884 hypertensive patients. The incidences of stage of elevated BP, stage 1, stage 2, and hypertension crisis were 60.0, 29.5, 7.0, and 3.5 cases per 1000 persons. Multivariate analysis indicated that progression from the stage of elevated blood pressure to hypertension crisis was significantly associated with advanced age (odds ratio [OR] = 3.62, 95% confidence interval [CI] = 1.99-8.42), male sex (OR = 2.84, 95% CI: 0.57-5.92), and a positive family history of hypertension (OR = 1.95, 95% CI: 1.23-3.09). Other key determinants of the development of stage of elevated blood pressure to hypertension crisis were current smoking status (OR = 1.74, 95% CI: 1.23-4.76), and physical inactivity (OR = 6.48, 95% CI: 2.46-9.14).

CONCLUSION: The incidence stage of elevated blood pressure was high among the patients investigated at armed forces hospitals in Tabuk, Saudi Arabia. The logistic regression model proposed in the present study can be used to predict the development of different stages of hypertension. Age, sex, marital status, family history, smoking status, and physical activity play an important role in the development of hypertension. Better strategies to improve awareness, screening, treatment, and management of hypertension are required in Saudi Arabia.

PMID:34990492 | DOI:10.1371/journal.pone.0262259

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Anemia and undernutrition in intestinally parasitized schoolchildren from Gakenke district, Northern Province of Rwanda

PLoS One. 2022 Jan 6;17(1):e0262361. doi: 10.1371/journal.pone.0262361. eCollection 2022.

ABSTRACT

BACKGROUND: Rwanda is a sub-Saharan country, where intestinal parasite infections, anemia and undernutrition coexist. The purpose of this research is to study the relationship between intestinal parasite infections and undernutrition/anemia to clarify the priorities of intervention in the rural area of Gakenke district in the Northern Province of Rwanda.

MATERIALS AND METHODS: A total of 674 students from Nemba I School, participated in a cross-sectional study, in which their parasitological and nutritional status were analysed. Statistical analysis was performed by χ2 test, univariate analysis and Odds ratios (OR).

RESULTS: A total of 95.3% of children presented intestinal parasitism, most of whom (94.5%) infected by protozoa and 36.1% infected by soil-transmitted helminths (STH), with Trichuris trichiura (27.3%) being the most prevalent. Multiple infections were found to be high (83.8%), with protozoa and STH co-infections in 30.6%. STH infections were mainly of low/moderate intensity. Neither infection nor STH infection of any intensity profile, was significantly related to anemia. In addition, STH infection, regardless of the intensity profile, was not associated with stunting, underweight or thinness. There was no difference between genders nor among ages in odds of anemia and nutritional status in STH-infected schoolchildren.

CONCLUSION: Multiparasitism remains high among Rwandan schoolchildren and is likely to cause nutritional problems. This work emphasizes the importance of keeping up health programs to reduce the prevalence of infection.

PMID:34990483 | DOI:10.1371/journal.pone.0262361

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Do empowered women receive better quality antenatal care in Pakistan? An analysis of demographic and health survey data

PLoS One. 2022 Jan 6;17(1):e0262323. doi: 10.1371/journal.pone.0262323. eCollection 2022.

ABSTRACT

INTRODUCTION: Quality antenatal care is a window of opportunity for improving maternal and neonatal outcomes. Numerous studies have shown a positive effect of women empowerment on improved coverage of maternal and reproductive health services, including antenatal care (ANC). However, there is scarce evidence on the association between women’s empowerment and improved ANC services both in terms of coverage and quality. Addressing this gap, this paper examines the relationship between multi-dimensional measures of women empowerment on utilization of quality ANC (service coverage and consultation) in Pakistan.

METHODS: We used Pakistan Demographic and Health Survey 2017-18 (PDHS) data which comprises of 6,602 currently married women aged between 15-49 years who had a live birth in the past five years preceding the survey. Our exposure variables were three-dimensional measures of women empowerment (social independence, decision making, and attitude towards domestic violence), and our outcome variables were quality of antenatal coverage [i.e. a composite binary measure based on skilled ANC (trained professional), timeliness (1st ANC visit during first trimester), sufficiency of ANC visits (4 or more)] and quality of ANC consultation (i.e. receiving at least 7 or more essential antenatal components out of 8). Data were analysed in Stata 16.0 software. Descriptive statistics were used to describe sample characteristics and binary logistic regression was employed to assess the association between empowerment and quality of antenatal care.

RESULTS: We found that 41.4% of the women received quality ANC coverage and 30.6% received quality ANC consultations during pregnancy. After controlling for a number of socio-economic and demographic factors, all three measures of women’s empowerment independently showed a positive relationship with both outcomes. Women with high autonomy (i.e. strongly opposed the notion of violence) in the domain of attitude to violence are 1.66 (95% CI 1.30-2.10) and 1.45 (95% CI 1.19-1.75) and times more likely to receive antenatal coverage and quality ANC consultations respectively, compared with women who ranked low on attitude to violence. Women who enjoy high social independence had 1.87 (95% CI 1.44-2.43) and 2.78 (95% CI 2.04-3.79) higher odds of quality antenatal coverage and consultations respectively, as compared with their counterparts. Similarly, women who had high autonomy in household decision making 1.98 (95% CI 1.60-2.44) and 1.56 (95% CI 2.17-1.91) were more likely to receive quality antenatal coverage and consultation respectively, as compared to women who possess low autonomy in household decision making.

CONCLUSION: The quality of ANC coverage and consultation with service provider is considerably low in Pakistan. Women’s empowerment related to social independence, gendered beliefs about violence, and decision-making have an independent positive association with the utilisation of quality antenatal care. Thus, efforts directed towards empowering women could be an effective strategy to improve utilisation of quality antenatal care in Pakistan.

PMID:34990479 | DOI:10.1371/journal.pone.0262323