bivariate logistic regression
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2022 ◽  
Vol 2022 ◽  
pp. 1-8
Author(s):  
Wang Xinli ◽  
Sun Xiaoshuang ◽  
Yan Chengxin ◽  
Zhang Qiang

Objectives. The intraoperative frozen section examination (IFSE) of pulmonary ground-glass density nodules (GGNs) is a great challenge. In the present study, through comparing the correlation between the computed tomography (CT) findings and pathological diagnosis of GGNs, the CT features as independent risk factors affecting the examination were defined, and their value in the rapid intraoperative examination of GGNs was explored. Methods. The relevant clinical data of 90 patients with GGNs on CT were collected, and all CT findings of GGNs, including the maximum transverse diameter, average CT value, spiculation, solid component, vascular sign, air sign, bronchus sign, lobulation, and pleural indentation, were recorded. All the cases received thoracoscopic surgery, and final pathological results were obtained. The cases were divided into three groups on the basis of pathological diagnosis: benign/atypical adenomatous hyperplasia (AAH), adenocarcinoma in situ (AIS)/microinvasive adenocarcinoma (MIA), and invasive adenocarcinoma (IAC). The CT findings were analyzed statistically, the independent risk factors were identified through the intergroup bivariate logistic regression analysis on variables with statistically significant differences, and a receiver operating curve (ROC) was plotted to establish a logistic regression model for diagnosing GGNs. A retrospective analysis was conducted on the coincidence rate of the rapid intraoperative and routine postoperative pathological examinations of the 90 cases with GGNs. The relevant clinical data of 49 cases with GGNs were collected. Conventional rapid intraoperative examination and CT-assisted rapid intraoperative examination were performed, and their coincidence rates with routine postoperative pathological examinations were compared. Results. No statistical differences in the onset age, gender, smoking history, and family history of malignant tumors were found among cases with GGNs in the identification of benign/AAH, AIS/MIA, and IAC ( P = 0.158 , P = 0.947 , P = 0.746 , P = 0.566 ). No statistically significant difference was found among the three groups in terms of CT findings, such as lobulation, bronchus sign, pleural indentation, spiculation, vascular sign, and solid component ( P > 0.05 ). The air sign, the maximum transverse diameter of GGNs, and average CT value showed statistically significant differences among the groups ( P < 0.001 , P < 0.05 , P < 0.001 ). Bivariate logistic regression analysis was performed on three risk factors, and the predicted probability value was obtained. A ROC curve was plotted by using the maximum transverse diameter as a predictor for analysis between the groups with benign/AAH and AIS/MIA, and the results demonstrated that the area under the curve (AUC) was 0.692. A ROC curve was plotted by using the predicted probability value, maximum transverse diameter, and average CT value as predictors for distinguishing between the groups with AIS/MIA and IAC, and the results showed that the AUC values of the predicted probability value, maximum transverse diameter, and CT value were 0.920, 0.816, and 0.772, respectively. A regression model Logit   P = 2.304 − 2.689 X 1 + 0.302 X 2 + 0.011 X 3 was established to identify GGNs as IAC, obtaining AUC values of up to 0.920 for the groups with AIS/MIA and IAC, the sensitivity of 0.821, and the specificity of 0.894. The coincidence rate of rapid intraoperative and routine postoperative pathological examinations taken for modeling was 79.3%, that of conventional IFSE and postoperative pathological examination in prospective studies was 83.7%, and that of CT-assisted rapid intraoperative and postoperative pathological examinations was 98.0%. The former two were statistically different from the last one ( P = 0.003 and P = 0.031 , respectively). Conclusion. The air sign, maximum transverse diameter, and average CT value of the CT findings of GGNs had superior capabilities to enhance the pathologic classification of GGNs. The auxiliary function of the comprehensive multifactor analysis of GGNs was better than that of single-factor analysis. CT-assisted diagnosis can improve the accuracy of rapid intraoperative examination, thereby increasing the accuracy of the selection of operative approaches in clinical practice.


Cancers ◽  
2021 ◽  
Vol 14 (1) ◽  
pp. 39
Author(s):  
Olga Katzendorn ◽  
Inga Peters ◽  
Natalia Dubrowinskaja ◽  
Joana M. Moog ◽  
Christel Reese ◽  
...  

The detection of DNA methylation in primary tumor tissues could be relevant for early stratification of aggressive renal cell carcinomas (RCCs) as a basis for future personalized adjuvant therapy. Methylated TCGA KIRC based candidate CpG loci in INA, NHLH2, and THBS4 that are possibly associated with RCC metastasis were evaluated by pyrosequencing in 154 paired normal adjacent and primary tumor tissues, as well as in 202 metastatic tissues. Statistical analysis was carried out by bivariate logistic regression for group comparisons, log rank survival analysis, and unsupervised and supervised analysis for the classification of tumors. Increased methylation of INA, NHLH2, and THBS4 loci were significantly associated with distant metastasis in primary tumors (p < 0.05), tissue-specific hypermethylation in metastatic (p = 7.88 × 10−8, 5.57 × 10−10, 2.06 × 10−7) and tumor tissues (p = 3.72 × 10−24, 3.17 × 10−13, 1.58 × 10−19), and shortened progression free survival in patients (p = 0.03). Combined use of CpG site-specific methylation permits the discrimination of tissues with metastatic disease and reveals a significant contribution of CpG sites in all genes to the statistical classification model. Thus, metastasis in RCC is significantly associated with methylation alterations in INA, NHLH2, and THBS4 loci, providing independent information for the potential early detection of aggressive renal cancers as a rationale for stratifying patients to adjuvant therapies.


2021 ◽  
Vol 10 (6) ◽  
pp. 56
Author(s):  
Nahian Rahman ◽  
Syeda Saima Alam ◽  
Shaidaton Nisha ◽  
Faroque Md Mohsin ◽  
Mahmudul Mannan ◽  
...  

Background: Hypertension is a silent killer and an overwhelming global public health challenge. This study aimed to determine the prevalence and associated factors of hypertension among adults in Bangladesh. Methods: A community-based cross-sectional study design was conducted among 400 adults who lived in Dhaka, Mymensing, Sylhet and Khulna District. Data were collected using a structured questionnaire that is adapted from the WHO Stepwise approach. Data was analyzed by SPSS version 25. Descriptive statistics and bivariate logistic regression analysis were conducted and statistical significance was declared at a p-value &le;0.05. Results: This study identified a high prevalence of hypertension in the study area and it was 39.75%. Among the male the prevalence was 23.5% and the prevalence was 16.5% among female. In this study hypertension was significantly associated with the age group 51-65 years (OR=1.02; CI 0.557-1.862) , ever smoking (OR= 2.59; CI 1.718-3.917) consume&nbsp; less fruits (OR=3.125; CI 0.839-11.632) and vegetable (OR=2.25; CI 1.364-3.725), physically inactive (OR=1.48;CI 0.973-2.252) overweight (OR=7.98; CI 4.612-13.793) and had diabetes mellitus (0R=2.38; CI 1.213-4.659). Conclusion: The prevalence of hypertension was considerably higher in this study area. Hence, the health care system needs to establish strategies to improve the diagnostic and screening services. Community-level intervention and regular assessment, screening, and diagnosis of behavioral, socio-demographic, and physiological risk factors, screening, should be institutionalized to address the occult burden of hypertension.


Author(s):  
Mark Gilbert ◽  
Hsiu-Ju Chang ◽  
Aidan Ablona ◽  
Travis Salway ◽  
Gina Ogilvie ◽  
...  

Abstract Objectives Initial public health guidance related to sex and COVID-19 infection focused on reducing partner number. We characterized individuals having a higher partner number during the initial phases of the pandemic. Methods In British Columbia, the initial wave of COVID-19 cases was from March 14 to May 19, 2020, followed by gradual lifting of public health restrictions. We conducted an e-mail survey of existing sexual health service clients during the period of July 23 to August 4, 2020. We used bivariate logistic regression to examine the association between the reported number of sexual partners since the start of the pandemic and key variables (level of significance p < 0.01). Results Of the 1196 clients in our final sample, 42% reported 2+ partners since the start of the pandemic, with higher odds among participants who were men who have sex with men, and single or in open relationships prior to the pandemic. This group was more likely to perceive stigma associated with having sex during the pandemic, and had the highest use of strategies to reduce risk of COVID-19 infection during sexual encounters (mainly focused on reducing/avoiding partners, such as masturbation, limiting sex to a “bubble”, and not having sex). Conclusion Sexual health service clients in BC with 2+ partners during the initial phases of BC’s pandemic used strategies to reduce their risk of COVID-19 infection during sex. Our study provides support for a harm reduction approach to guidance on COVID-19 risk during sex, and highlights the need for further research on stigma related to having sex during the COVID-19 pandemic.


2021 ◽  
Vol 8 (Supplement_1) ◽  
pp. S368-S369
Author(s):  
Nouf K Almaghlouth ◽  
Felix Anyiam ◽  
Mohamed Attia ◽  
Matthew Robinson ◽  
Sidra Shah ◽  
...  

Abstract Background Currently, the management of SARS-CoV-2 varies with no definitive clinical guidelines, as scientific evidence across the globe differs in therapeutic options. This study intends to provide some clarity to the insufficient data based on the role of monotherapy with tocilizumab (TCZ) and combination therapy with remdesivir (RDV) and TCZ among patients in El Paso, Texas. Methods 154 SARS-CoV-2-positive patients from four different hospitals in El Paso, Texas, were screened, with 113 eligible for this longitudinal comparative observational study (2/1/2020-10/31/2020). Group 1 (80 patients) were given TCZ within the first 24 hours of hospitalization, followed by methylprednisolone for 72 hours, and Group 2 (33 patients) received TCZ as detailed in the single therapy group, plus RDV within the first 24 hours. Mann Whitney U test assessed Median differences in laboratory biomarkers and Bivariate Logistic Regression assessed the odds of risk. An observation is said to be statistically significant if P-value is ≤ 0.05. Results A statistically significant increased median IL-6 values were noted among those given only TCZ compared to those that received TCZ plus RDV (511.33 vs. 199.0) with a P-value (0.007). Patients in Group 1 had statistically significant lower odds for ventilation use than Group 2 (OR=0.34, 95%CI=0.12-0.95, p=0.034), although no statistically significant difference in mortality outcomes was observed across groups (OR=0.43, 95%CI:0.13-1.39, p=0.269). Table 1. Laboratory biomarkers and treatment groups (Mann Whitney U test) Table 2. Clinical outcomes and treatment groups using the Bivariate Logistic regression (OR) Conclusion This study population is unique as it reflects a predominantly Hispanic demographic population in El Paso with different genetics, background characteristics, and predisposition to diabetes, and obesity than the rest of the United States (US). We concluded that the use of TCZ in SARS-CoV-2 positive patients in El Paso, with or without RDV, reported no mortality benefit. However, some minimal/non-use of ventilation benefit was observed in Group 1. Our study design is considered the first of its kind using TCZ and RDV in a longitudinal comparative observational study. Nonetheless, a randomized controlled trial study is recommended to ultimately determine the combination role of TCZ and RDV among this highly vulnerable group of patients. Disclosures All Authors: No reported disclosures


2021 ◽  
Vol 21 (1) ◽  
Author(s):  
Thomas J. Duszynski ◽  
William Fadel ◽  
Kara K. Wools-Kaloustian ◽  
Brian E. Dixon ◽  
Constantin Yiannoutsos ◽  
...  

Abstract Background Much of what is known about COVID-19 risk factors comes from patients with serious symptoms who test positive. While risk factors for hospitalization or death include chronic conditions and smoking; less is known about how health status or nicotine consumption is associated with risk of SARS-CoV-2 infection among individuals who do not present clinically. Methods Two community-based population samples (including individuals randomly and nonrandomly selected for statewide testing, n = 8214) underwent SARS-CoV-2 testing in nonclinical settings. Each participant was tested for current (viral PCR) and past (antibody) infection in either April or June of 2020. Before testing, participants provided demographic information and self-reported health status and nicotine and tobacco behaviors (smoking, chewing, vaping/e-cigarettes). Using descriptive statistics and a bivariate logistic regression model, we examined the association between health status and use of tobacco or nicotine with SARS-CoV-2 positivity on either PCR or antibody tests. Results Compared to people with self-identified “excellent” or very good health status, those reporting “good” or “fair” health status had a higher risk of past or current infections. Positive smoking status was inversely associated with SARS-CoV-2 infection. Chewing tobacco was associated with infection and the use of vaping/e-cigarettes was not associated with infection. Conclusions In a statewide, community-based population drawn for SARS-CoV-2 testing, we find that overall health status was associated with infection rates. Unlike in studies of COVID-19 patients, smoking status was inversely associated with SARS-CoV-2 positivity. More research is needed to further understand the nature of this relationship.


2021 ◽  
Vol 10 (10) ◽  
pp. 648
Author(s):  
Zilai Zheng ◽  
Takehiro Morimoto ◽  
Yuji Murayama

The site-suitability analysis (SSA) of parcel-pickup lockers (PPLs) is becoming a critical problem in last-mile logistics. Most studies have focused on the site-selection problem to identify the best site from given potential sites in specific areas, while few have solved the site-search problem to determine the boundary of the suitable area. A GIS-based bivariate logistic regression (LR) model using the supervised machine-learning (ML) algorithm was developed for suitability classification in this study. Eight crucial factors were selected from 27 candidate variables using stepwise methods with a training dataset in the best LR model. The variable of the proximity to residential buildings was more important than that to various commercial buildings, transport services, and roads. Among the four types of residential buildings, the most crucial factor was the proximity to residential quarters. A test dataset was employed for the validation process, showing that the best LR model had excellent performance. The results identified the suitable areas for PPLs, accounting for 8% of the total area of Guangzhou (GZ). A decision-maker can focus on these suitable areas as the site-selection ranges for PPLs, which significantly reduces the difficulty of analysis and time costs. This method can quickly decompose a large-scale area into several small-scale suitable areas, with relevance to the problem of selecting sites from various candidate sites.


2021 ◽  
Vol 21 (1) ◽  
Author(s):  
Angelica C. Scanzera ◽  
Arthur Y. Chang ◽  
Nita Valikodath ◽  
Emily Cole ◽  
Joelle A. Hallak ◽  
...  

Abstract Background In response to the COVID-19 pandemic, a web-based tele-triage system was created to prioritize in-person clinic visits and ensure safety at the University of Illinois at Chicago Department of Ophthalmology and Visual Sciences during a statewide shelter-in-place order. The aim of this study is to evaluate the impact of the tele-triage system on urgent visit volume and explore the characteristics of acute visit requests at a tertiary referral eye center. Methods This retrospective study analyzed acute visit requests between April 6, 2020 and June 6, 2020. Descriptive statistics, chi-square tests, ANOVA, and bivariate logistic regression were used to compare variables with a p-value of 0.05. Results Three hundred fifty-eight surveys were completed. Mean age was 49.7 ± 18.8 years (range 2–91). The majority of requests were determined as urgent (63.0%) or emergent (0.8%). Forty-nine patients had recent eye trauma (13.7%), and the most common reported symptoms were new onset eye pain (25.7%) and photophobia (22.9%). Most patients were self-referred (63.7%), though provider referral was more common in patients with symptoms of new onset lid swelling (p < 0.01), diplopia (p < 0.01), flashing lights (p = 0.02), or droopy eyelid (p < 0.01). Patients presenting with symptom onset within 48 h tended to be younger (45.8 years) versus those with symptom duration of 48 h to 1 week (49.6 years), or more than 1 week (52.6 years; p < 0.01). Conclusion This novel tele-triage system screened out one-third of acute visit requests as non-urgent, which limited in-person visits during the initial shelter-in-place period of the pandemic. Tele-triage systems should be implemented in eye care practices for future emergency preparedness.


2021 ◽  
Vol 50 (Supplement_1) ◽  
Author(s):  
Bewket Tadesse Tiruneh ◽  
Gayle McLelland ◽  
Virginia Plummer

Abstract Background Primary postpartum haemorrhage remains the primary cause of maternal mortality, in low-resource countries such as Ethiopia. National datasets about the incidence of primary postpartum haemorrhage are often limited, incomplete or unavailable. This study was designed to determine the incidence, mortality, and factors associated with primary postpartum haemorrhage following in-hospital births. Methods This was a cross-sectional study design, an audit of 1060 maternity care logbooks of discharged women. The data were abstracted December to May 2018/2019 using systematic random sampling. The tool used was the Facility Based Maternal Death Abstraction Form. Data were entered, cleaned then analysed using SPSS version 25. Bivariate logistic regression was fitted. Adjusted odds ratio with 95% confidence interval was used to determine the statistical significance. Results The incidence of primary postpartum haemorrhage was nearly 9.0% (95% CI: 6.91, 10.73). Of these, there was 7% maternal mortality. Unique to women in Ethiopia health facility referrals of women in labour (AOR: 2.13; 95% CI: 1.19, 3.80), birth attended by final year medical students (AOR: 3.59; 95% CI: 1.89, 6.84), women who were discharged as early as six hours following birth (AOR: 3.50; 95% CI: 1.24, 9.91) were associated with primary postpartum haemorrhage (p &lt; 0.05). Conclusions The reported incidence of primary postpartum haemorrhage was relatively low, however, the associated deaths of women found was comparatively high. Key messages The increased maternal mortality appears to be directly related to the three delays model.


PLoS ONE ◽  
2021 ◽  
Vol 16 (8) ◽  
pp. e0256156
Author(s):  
Ahmed Mohamed Makhlouf ◽  
Mohamed Izham Mohamed Ibrahim ◽  
Ahmed Awaisu ◽  
Saseendran Kattezhathu Vyas ◽  
Kazeem Babatunde Yusuff

Studies focused on comprehensive assessment of self-perceived competency of community pharmacists to manage minor ailments are scanty despite that self-perceived competency is a valid determinant of task performance. The objectives of the study were to assess community pharmacists’ self-perceived competency to manage fourteen common minor ailments in Qatar, and identify its significant predictors. A cross-sectional assessment of 307 community pharmacists was conducted with a pre-tested 20-item questionnaire. Self-perceived competency was assessed with nine elements on a scale of 1–10 (Maximum obtainable score: Each minor ailment = 90; each element = 140). Mann-Whitney U and bivariate logistic regression were used for data analyses. The response rate was 91.9% (282/307). The majority of the respondents were males (68.1%; 192/282), within the age range of 31–40 years (55.3%; 156/282). The minor ailments with the highest median competency score were constipation (76), and cold/catarrh (75) while travel sickness (69), and ringworm (69) had the lowest. The two condition-specific competency elements with the highest median score were recommendation of over-the-counter (OTC) medicines (115), and provision of instructions to guide its use (115). Ability to differentiate minor ailments from other medical conditions had the lowest median competency score (109). The significant predictors self-perceived competency were female gender (OR = 2.39, 95%CI: 1.34–4.25, p = 0.003), and working for chain pharmacies (OR = 2.54, 95%CI: 1.30–4.96, p = 0.006). Overall, Community pharmacists’ self-perceived competency was adequate for majority of the common minor ailments, and it was highest for constipation and cold/catarrh, and specifically for the recommendation of OTC medicines and provision of instructions to guide its use. However, diagnostic ability to differentiate minor ailments from other medical conditions with similar features had the lowest median competency score. Female gender and working in chain pharmacies were the significant predictors of self-perceived competency to manage minor ailments.


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