Multivariate Logistic Model Analysis Research Articles

Association between malaria and malnutrition among children aged under-five years in Adami Tulu District, south-central Ethiopia: a case-control study.

BackgroundMalaria and malnutrition are the major causes of morbidity and mortality in under-five children in developing countries such as Ethiopia. Malnutrition is the associated cause for about half of the deaths that occur among under-five children in developing countries. However, the relationship between malnutrition and malaria is controversial still, and it has also not been well documented in Ethiopia. The aim of this study was to assess whether malnutrition is associated with malaria among under-five children.MethodsA case–control study was conducted in Adami Tulu District of East Shewa Zone in Oromia Regional State, Ethiopia. Cases were all under-five children who are diagnosed with malaria at health posts and health centres. The diagnosis was made using either rapid diagnostic tests or microscopy. Controls were apparently healthy under-five children recruited from the community where cases resided. The selection of the controls was based on World Health Organization (WHO) cluster sampling method. A total of 428 children were included. Mothers/caretakers of under-five children were interviewed using pre-tested structured questionnaire prepared for this purpose. The nutritional status of the children was assessed using an anthropometric method and analyzed using WHO Anthro software. A multivariate logistic analysis model was used to determine predictors of malaria.ResultsFour hundred twenty eight under-five children comprising 107 cases and 321 controls were included in this study. Prevalence of wasting was higher among cases (17.8 %) than the controls (9.3 %). Similarly, the prevalence of stunting was 50.5 % and 45.2 % among cases and controls, respectively. Severe wasting [Adjusted Odds Ratio (AOR) =2.9, 95 % CI (1.14, 7.61)] and caretakers who had no education [AOR = 3, 95 % CI (1.27, 7.10)] were independently associated with malarial attack among under-five children.ConclusionChildren who were severely wasted and had uneducated caretakers had higher odds of malarial attack. Therefore, special attention should be given for severely wasted children in the prevention and control of malaria.

Relation between phalangeal bone mineral density and radiographic knee osteoarthritis: a cross-sectional study.

BackgroundMajor reports have suggested that bone mineral density (BMD) is higher in patients with osteoarthritis (OA), while other studies do not agree. Our aim was to examine the cross-sectional association between phalangeal BMD and radiographic knee OA.MethodsA total of 2855 participants were included in this study. Radiographic knee OA was defined as Kellgren-Lawrence (K-L) Grade ≥ 2 in at least one leg. BMD scans of the middle phalanges of the second, third and fourth digits of the nondominant hand were performed with a compact radiographic absorptiometry system (Alara MetriScan®). A multivariable logistic analysis model was applied to test the relation between phalangeal BMD with radiographic knee OA, the presence of knee osteophytes (OSTs), and knee joint space narrowing (JSN) after adjusting for a number of potential confounding factors.ResultsThe multivariable-adjusted odds ratios with 95 % confidence intervals [ORs (95 % CI)] of radiographic knee OA across phalangeal BMDs were 1.08 (95 % CI 0.89–1.32) and 0.62 (95 % CI 0.45–0.86), respectively. The P for trend was 0.09. For the female population, the multivariable-adjusted ORs (95 % CI) of radiographic knee OA across phalangeal BMD were 1.01 (95 % CI 0.73–1.37) and 0.58 (95 % CI 0.38 − 0.87), respectively. The P for trend was 0.02. This positive finding, however, did not exist in the male subgroup. There was a significantly lower prevalence of OST in the osteoporosis (OP) group than in the normal group (OR = 0.59, 95 % CI 0.40–0.88; P for trend was 0.01). In contrast, the prevalence of JSN was significantly higher in the osteopenia group (OR = 1.22, 95 % CI 1.00–1.48) and the OP group (OR = 1.35, 95 % CI 1.00–1.84) than in the normal group. The P for trend was 0.02.ConclusionsThis study observed lower odds for the presence of radiographic knee OA and OST in OP patients than in normal subjects. The prevalence of JSN was higher in the osteopenia and OP groups than in normal subjects.Electronic supplementary materialThe online version of this article (doi:10.1186/s12891-016-0918-x) contains supplementary material, which is available to authorized users.

Association between high-sensitivity C-reactive protein and hyperuricemia.

The aim of the study was to examine the cross-sectional association between high-sensitivity C-reactive protein (hsCRP) and hyperuricemia (HU). The hsCRP was measured by latex turbidity method. Uric acid was detected on Beckman Coulter AU 5800. HU was defined as uric acid ≥416μmol/L for the male population and ≥360μmol/L for the female population. A multivariable logistic analysis model was applied to test the association after adjusting for a number of potential confounding factors. A total of 1935 subjects were included in this study. According to the multivariable regression model, the relative odds of the prevalence of HU were increased by 0.56 times in the third quintile (OR 1.56, 95% CI 1.03-2.38, P=0.04), 0.55 times in the fourth quintile (OR 1.55, 95% CI 1.01-2.36, P=0.04) and 0.96 times in the fifth quintile (OR 1.96, 95% CI 1.29-2.98, P<0.01) of hsCRP comparing with the lowest quintile, and P for trend was smaller than 0.01. In the male population, a positive association existed in the highest quintile of hsCRP (OR 1.66, 95% CI 1.04-2.66, P=0.04), and P for trend was 0.07. In the female population, the multivariable-adjusted ORs (95% CI) of HU in the fourth and fifth quintile of hsCRP were 3.02 (95% CI 1.09-8.35, P=0.03) and 3.66 (95% CI 1.36-9.89, P=0.01), respectively, and P for trend was smaller than 0.01. The findings of this cross-sectional study suggest that the hsCRP level is positively associated with the prevalence of HU. Level of evidence Cross-sectional study, Level III.

Association between dietary iron intake and bone mineral density: A cross‐sectional study in Chinese population

AbstractAimThe incidence of osteoporosis is rising continuously along with the ageing process in the Chinese population. Iron is an important trace element for bone growth, development and maintenance. However, the association of dietary iron with bone mineral density has not been widely investigated. The present study examined the cross‐sectional association between dietary iron intake and phalangeal osteoporosis in the Chinese population.MethodsA total of 1870 subjects were included. Dietary intake was assessed using a semi‐quantitative food frequency questionnaire. Bone mineral density scans were performed at the middle phalanges of the second, third and fourth fingers of the non‐dominant hand. Then, a multivariable logistic analysis model was adopted to test the relationship between dietary iron intake and phalangeal osteoporosis after adjusting a number of potential confounding factors.ResultsA modest inverse association between dietary iron intake and phalangeal osteoporosis was observed in the model adjusted by a set of factors, including sex, age, body mass index, smoking status, alcohol drinking status, exercise intensity, waist circumference, total energy intake, calcium intake, fibre intake, nutrient supplementation, history of hypertension and history of diabetes. This association existed both in the total subjects and in the female subgroup, especially in the postmenopausal female subgroup, but not in the male subgroup.ConclusionsThe findings of the present study indicated that proper dietary iron intake may play a positive role in the prevention of osteoporosis in the female subgroup, especially in the postmenopausal female subgroup.

Associations between dietary antioxidants intake and radiographic knee osteoarthritis.

The aim of the study is to examine the cross-sectional associations between dietary antioxidants (carotenoid, vitamin C, E, and selenium) intake and radiographic knee osteoarthritis (OA). A total of 4685 participants were included in this study. Dietary intake was assessed using a validated semi-quantitative food frequency questionnaire. Radiographic knee OA was defined as Kellgren-Lawrence (K-L) grade 2 in at least one leg. A multivariable logistic analysis model was established to test the relationship between dietary antioxidants (carotenoid, vitamin C, E, and selenium) intake and radiographic knee OA with adjustment of a number of potential confounding factors. A significant positive association between dietary vitamin C intake (P value for trend was 0.04 in multivariable adjusted analysis) and radiographic knee OA was observed. The relative odds of radiographic knee OA were increased by 0.39 times in the third quintile (OR 1.39, 95% CI 1.11-1.73), 0.42 times in the fourth quintile (OR 1.42, 95% CI 1.13-1.79), and 0.33 times in the fifth quintile (OR 1.33, 95% CI 1.03-1.71). However, radiographic knee OA was not significantly associated with dietary carotenoid, vitamin E, and selenium. Among dietary antioxidants, dietary vitamin C intake was positively correlated with the prevalence of radiographic knee OA, while no significant association was found between dietary intake of carotenoid, vitamin E, and selenium and the prevalence of radiographic knee OA.

The associations of serum uric acid level and hyperuricemia with knee osteoarthritis.

To examine the cross-sectional associations of the serum uric acid level and hyperuricemia (HU) with the radiographic features of osteoarthritis (OA), including osteophytes (OST) and joint space narrowing (JSN), a total of 4685 subjects were included in this study. Blood samples were drawn from all subjects. Serum uric acid and some other indexes were detected. OST and JSN were assessed for each subject according to the Osteoarthritis Research Society International (OARSI) atlas. A multivariable logistic analysis model was applied to test the target associations after adjusting a number of potential confounding factors. The prevalence of OST was increased in the highest tertile of uric acid compared to the lowest in female subjects (OR 1.46, 95% CI 1.07-1.99, P for trend=0.02). Meanwhile, a positive association between OST and HU was observed in female subjects (OR 1.43, 95% CI 1.01-2.03, P=0.05). However, serum uric acid and HU were not significantly associated with JSN in male subjects. The findings of this study indicated that the serum uric acid concentration and prevalence of HU are positively associated with OST of the knee in the female population. Level of evidence Cross-sectional study, Level III.

Vancomycin serum trough concentration vs. clinical outcome in patients with gram-positive infection: a retrospective analysis.

Vancomycin is still the first-line treatment for resistant gram-positive infections, particularly for methicillin-resistant Staphylococcus aureus (MRSA) infections. The vancomycin treatment guideline is based on the association between vancomycin trough concentration and clinical outcome. We here present a retrospective analysis of whether the trough level of vancomycin is associated with clinical outcome in Chinese patients with gram-positive infections. Clinical data were collected retrospectively from patients under vancomycin therapeutic drug monitoring in Huashan Hospital from March 2004 to September 2014. A total of 148 inpatients with gram-positive infection were identified and data on their corresponding vancomycin serum trough concentration retrieved. A total of 113 strains of gram-positive bacteria were isolated from 111 patients, including 90 strains of MRSA. Vancomycin was used for 11 to 13 days on average. The overall bacterial eradication rate was 67·3% (76/113), including 61·1% (55/90) for MRSA and 91·3% (21/23) for Enterococcus. Multivariate logistic model analysis showed that vancomycin trough concentration was not associated with clinical outcome (OR: 1·0; 95% CI: 0·92, 1·08, P = 0·9613). The incidence of adverse drug reactions was low and not related to vancomycin trough concentration. This retrospective analysis failed to demonstrate an association between vancomycin trough concentration and the clinical and microbiological response. Prospective controlled studies are necessary to further establish the need for the higher trough concentrations normally cited for clinical efficacy.

Association between low serum magnesium concentration and hyperuricemia.

To examine the cross-sectional associations between serum magnesium (Mg) and hyperuricemia (HU). 2904 subjects were included in this study. HU was defined as uric acid ≥416 μmol/L for the male population and ≥360 μmol/L for the female population. A multivariable logistic analysis model was applied to test the associations after adjusting for a number of potential confounding factors. The relative odds of the prevalence of HU were significantly decreased by 0.65 times in the third quintile of serum Mg (OR 0.65, 95% CI 0.47-0.89), and 0.61 times in the fifth quintile (OR 0.61, 95% CI 0.45-0.83), compared with the lowest quintile: P for trend was 0.002. For males, the relative odds for HU were significantly decreased by 0.61 times in the third quintile of serum Mg (OR 0.61, 95% CI 0.42-0.89), 0.68 times in the fourth quintile (OR 0.68, 95% CI 0.47-0.97), and 0.59 times in the fifth quintile (OR 0.59, 95% CI 0.41-0.84) compared with the lowest quintile: P for trend was 0.003. However, no significant association was observed between serum Mg and HU for females. Serum Mg is inversely associated with HU. This association remains valid for the male subgroup, but not for the female subgroup.

Association between Dietary Magnesium Intake and Radiographic Knee Osteoarthritis.

ObjectiveTo examine the cross-sectional associations between dietary magnesium (Mg) intake and radiographic knee osteoarthritis (OA), joint space narrowing (JSN), and osteophytes (OST) respectively.MethodsA total of 1626 subjects were included in the study. Dietary intake was assessed using a validated semi-quantitative food frequency questionnaire. Radiographic knee OA was defined as Kellgren-Lawrence (K-L) Grade 2 in at least one leg. JSN and OST were assessed individually according to the Osteoarthritis Research Society International (OARSI) atlas. A multivariable logistic analysis model was applied to test the various associations after adjusting for potentially confounding factors.ResultsThe relative odds of radiographic knee OA were decreased by 0.53 times in the third quintile of Mg intake [odds ratio (OR) 0.53, 95% confidence interval (CI) 0.28–1.01], 0.40 times in the fourth quintile (OR 0.40, 95% CI 0.17–0.94) and 0.34 times in the fifth quintile (OR 0.34, 95% CI 0.11–1.00) compared with those in the lowest quintile, while P for trend was 0.111. The relative odds of JSN were decreased by 0.49 times in the third quintile of Mg intake (OR 0.49, 95% CI 0.28–0.88) and 0.37 times in the fifth quintile (OR 0.37, 95% CI 0.14–0.98) compared with those in the lowest quintile, while P for trend was 0.088. There was no significant relationship between dietary Mg intake and the presence of OST.ConclusionsThe findings of this cross-sectional study indicate that Mg intake is inversely associated with radiographic knee OA and JSN. It supports potential role of Mg in the prevention of knee OA.Level of EvidenceLevelIII, cross-sectional study.

The Diagnostic Value of a Multivariate Logistic Regression Analysis Model with Transvaginal Power Doppler Ultrasonography for the Prediction of Ectopic Pregnancy

A multivariate logistic regression analysis model for predicting ectopic pregnancy in women with pregnancy of unknown location was designed and evaluated clinically. Endometrial thickness, symmetry, resonance, pattern of echogenicity, helicine artery blood flow and blood flow resistance index (RI) in 129 patients with suspected early ectopic pregnancy were assessed by transvaginal power Doppler ultrasonography. Variables significant in univariate logistic regression analysis were included in a multivariate predictive logistic regression analysis model. The final predictive model included three factors: endometrial thickness≤9 mm; a multilayered endometrial echogenicity pattern with prominent outer and midline hyperechogenic lines and an inner hypoechogenic region; and visible endometrial arterial blood flow. The area under the receiver operating characteristic curve of the model was 0.980. When RI was >0.65 and the predictive probability>0.50, diagnostic accuracy was high. The model correctly diagnosed 52/55 (94.5%) clinically confirmed ectopic pregnancy cases. This multivariate predictive logistic regression analysis model has clinical value for the differential diagnosis of early ectopic pregnancy when the pregnancy location is unknown.

Outcomes Associated With Spirometry for Pediatric Asthma in a Managed Care Organization

The National Heart, Lung and Blood Institute asthma guidelines recommend that children with asthma receive spirometry testing "at least every 1 to 2 years to assess the maintenance of airway function." The purpose of this work was to describe: (1) how often children with asthma receive spirometry testing, (2) what factors are associated with receipt of spirometry testing, and (3) the impact of spirometry testing on subsequent emergency department visits for asthma. We analyzed all pediatric asthma claims data from a university-based managed care organization for a 3-year period (January 2001 to December 2003). We included all of the continuously enrolled patients with active asthma between 7 and 21 years of age. Our outcomes of interest were the presence of > or = 1 claim for spirometry testing (Common Procedural Terminology 94010-6, 94060, 94070, or 94150) and the time to emergency department visit. We used multivariate logistic regression to determine factors associated with receipt of spirometry and survival analyses techniques to assess the association between receipt of spirometry with the likelihood of an emergency department asthma visit in the next year, controlling for patient age, gender, severity of illness, and type of insurance. There were 2688 eligible children of whom 1509 (56%) were male, 324 (12%) had Medicaid insurance, and 624 (24%) had persistent asthma in the initial year. Of the 2688 children, only 612 (23%) had > or = 1 claim for spirometry testing during the study period. In all of the multivariate logistic analysis models, increased severity of illness was consistently associated with increased likelihood of receiving spirometry testing. Compared with patients without Medicaid insurance, children with Medicaid insurance were consistently less likely to receive spirometry testing. After adjusting for age, gender, severity, and insurance type, receipt of spirometry did not affect the likelihood of future emergency department asthma use. Children with Medicaid insurance are less likely to receive spirometry testing. Reasons may be because of access to care, inadequate provider referral for testing, or patient preferences. Objective lung function tests, such as spirometry, are a potentially important component of monitoring chronic disease status. However, it is not clear whether spirometry testing by itself, completed every 1 to 2 years, helps prevent the likelihood of emergency department asthma visits. Compared with guideline recommendations, spirometry is underused; however, additional work is needed to understand how to best integrate such testing to improve asthma outcomes.

Induction therapy with twice-daily interferon-beta does not improve the therapeutic efficacy of consensus interferon monotherapy for chronic hepatitis C

We examined therapeutic superiority of induction therapy with twice-daily IFN-beta (3X2=6 million units/day) onto 6-months consensus interferon monotherapy for chronic hepatitis C. Patients were randomly assigned to monotherapy without (group I, n=16) and with induction therapy (group II, n=12). The mean age of group II was older than that of group I, and other baseline condition was not statistically significant. Sustained virological response (SVR) rates of group I and II were 81.3% (13/16) and 58.3% (7/12), respectively (p=0.365). SVR rates in patients with genotype 1b were 66.7% (4/6) and 0% (0/2, because of drop-out), and those with high viral load were 70% (7/10) and 75% (6/8) in group I and II, respectively (p=1.000). Drop-out rates during therapy were 6.3% (1/16) and 33.3% (4/12) in group I and II, respectively (p=0.176). Age less than 50 years was the only independent factor that was shown by multivariate logistic model analysis to be associated with a sustained virological response. Although randomization failed to produce and equal age distribution in the two groups in this study, our results suggest that induction therapy with twice-daily IFN-beta has no beneficial effect on the efficacy of monotherapy with consensus interferon, probably because of the higher drop-out rates and incidence of adverse reactions with induction therapy.

Nuclear and environment morphometric profile in tumor size and nodal metastasis of resected typical pulmonary carcinoid

As the biologic behavior in lung tumors with neuroendocrine differentiation is highly dependent on cell death (apoptosis) and extracellular matrix invasion, Bcl2 and extracellular matrix density have been targeted as potentially useful tumor markers. In this study, we sought to validate the importance of Bcl2 and ECM density and to study the relationships of Bcl2 and ECM density with clinical factors and other tumor or stromal markers. We examined Bcl2 and several other markers in tumor tissues from 55 patients with surgically excised pulmonary typical carcinoid. We used histochemistry, immunohistochemistry, and morphometry to evaluate the amount of tumor staining for Bcl2 and ECM; the surrogate markers for aggressive potential for our study were tumor size and lymph node metastasis determined at diagnosis. Multivariate logistic model analysis demonstrated that after surgical excision control, tumor size was significantly related to nodal metastasis ( P=0.01), but quantitative staining of the tumor for Bcl2 and ECM added prognostic information and was as strongly prognostic as tumor size ( P<0.01). Cutpoints at the median staining of 3.1% and 9.8 μm 2 for Bcl2 and ECM, respectively, divided patients into two groups with distinctive risk for nodal metastasis. Those with Bcl2>3.1% and ECM<9.8 μm 2 had high risk for nodal metastasis. We concluded that tumor staining for Bcl2 and ECM in resected PTC is strongly related to tumor size and nodal metastasis. Patients with >3.1% and <9.8 μm 2 staining in their tumors comprise a subset with a high hazard for nodal metastasis and may be an appropriate target for prospective studies of adjuvant chemotherapy after surgical resection.

Impact of enucleation versus plaque radiotherapy in the management of juxtapapillary choroidal melanoma on patient survival.

The records of 265 consecutive patients with juxtapapillary choroidal melanoma were reviewed and a statistical non-randomised retrospective study was performed to evaluate the risk for metastasis and compare the survival rate of patients treated with plaque radiotherapy or enucleation. To obtain sufficient overlap between the enucleation and plaque radiotherapy, the statistical analysis was limited to an adjusted subgroup of 127 patients who met eligibility criteria for plaque radiotherapy and who had a minimum of 3 years of follow up after treatment. In the adjusted subgroup of 127 patients, 92 patients (72%) were initially treated with enucleation and 35 (28%) with plaque radiotherapy. In both univariate and multivariate logistic analysis models, the age of the patient (> 50 years), tumour thickness (> 3 mm), and treatment by age interaction were found to be significant factors for development of distant metastasis. In patients younger than 50 years, the method of treatment (enucleation versus plaque radiotherapy) did not significantly affect the risk of metastasis. For those older than 50 years, there was a non-significant trend for patients in the enucleation group to be at a higher risk for metastasis than those in the plaque group. In the enucleation group, patients older than 50 years had a significantly higher incidence of distant metastasis than those younger than 50 years. In the plaque radiotherapy group, there was no significant higher incidence of metastasis in patients younger than 50 years than in those older than 50 years. When a Cox proportional hazards model was used to evaluate the survival rate, there was the same statistically significant effect of treatment by age interaction as was found in the multivariate logistic model on survival time. Moreover, there was a significant effect of treatment by tumour thickness interaction on survival time. Patients in the enucleation group had a better survival rate when the thickness of the tumour was less than 3 mm compared with a tumour of more than 3 mm. There were no apparent effects of tumour thickness on survival for patients treated with plaque radiotherapy. From these results, the authors currently recommend plaque radiotherapy as a viable option to enucleation in patients with juxtapapillary choroidal melanoma.

Prediction of survival from resuscitation: a prognostic index derived from multivariate logistic model analysis

Despite advances in resuscitation, the ability to predict survival at cardiac arrests remains unsophisticated. We identified the factors determining outcome of all cardiopulmonary resuscitations performed at our institution over a 4-year period, and used a Cox multivariate regression model to design prognostic indices to assess the probability of successful resuscitation and hospital discharge. Cardiac arrests (710) were studied, and 193 (28%) were successfully resuscitated. The most influential variables judged by the size and significance of their logistic regression coefficients, were rhythm, resuscitation delay, and age (for successful resuscitation), and rhythm, performance of intubation and defibrillation, defibrillation delay, and age (for survival until discharge). The combination of these in a prognostic index reliably predicted both outcome (area under the receiver operating curve of 0.78), and survival until discharge (area under the curve of 0.80).