PubMed Health⌕ Search

SEARCH · PubMed Health

Results for “multivariate analysis”

Explore indexed PubMed citations for clinical trials, systematic reviews and public health research. Read source abstracts and follow each citation to its original PubMed record.

Quote a phrase for an exact phrase match. Source license links do not imply unrestricted reuse.

At least 397 records · Page 22Linked to original sources

[Predicting recovery of ambulatory function after hypertensive putaminal hemorrhage by multivariate analysis of acute-phase clinical data].

In 66 patients with hypertensive putaminal hemorrhage, several acute-phase clinical parameters were subjected to multivariate analysis and the usefulness of such analysis in predicting the eventual recovery of ambulatory function was evaluated. Seven items were studied: age, laterality of the lesion, computed tomography classification, hematoma volume, level of consciousness on admission, severity of motor impairment of the affected leg on admission, and the treatment employed. A numerical prediction of ambulatory function was derived from an equation in which each item was scored and weighted. This value was compared with that of the actual ambulatory ability several months after onset, as rated on a 5-point scale. In these 66 cases, the predicted and actual outcomes were well correlated (r = 0.871). The results indicate that an accurate prognosis can be made on the basis of clinical data obtained in the acute phase of putaminal hemorrhage.

Acute Disease↗

Thyroid cancer: a multivariate analysis on influence of treatment on long-term survival.

Contemporary management of patients with follicular pattern thyroid cancer remains uncertain. This retrospective multivariate analysis studied 410 such patients treated in a cancer hospital in the years 1932-72 and providing a follow-up of 20 years. In papillary carcinoma thyroxine administration (P < 0.005) and surgery (P < 0.001) improved survival together with youth (P < 0.001) and being female (P < 0.05). In follicular carcinoma, thyroxine therapy (P < 0.001) increased survival as did surgery but it failed to reach significance (P = 0.19); increasing age (P < 0.001), stage M1 (P < 0.05) and 'complete' radiotherapy (P < 0.05) decreased survival. In anaplastic carcinoma survival was improved by thyroxine therapy (P < 0.001), a new finding, but decreased by stages T3 (P < 0.001) and M1 (P < 0.05); however, radiotherapy, the mainstay in control of local disease, did not increase survival. Overall, total thyroidectomy reduced local recurrence with an increase in complications and no operation gained a significant increase in survival. Radio-iodine achieved no benefit in survival which raises the possibility of confounding. Thyroxine therapy is indicated as initial treatment of follicular cell thyroid cancer.

Adenocarcinoma, Follicular↗

Evaluating brain activity in obsessive-compulsive disorder: preliminary insights from a multivariate analysis.

Obsessive-compulsive disorder (OCD) has been linked to a dysfunction of brain corticostriatal networks, although functional imaging studies of OCD rarely apply network-sensitive analysis methods. In this study, we compared a univariate and a multivariate analysis of PET data in OCD patients and healthy subjects; the latter approach was considered more suitable for characterizing functional networks of brain activity. Although both methods suggested there was abnormal corticostriatal activity in OCD patients, the nature, extent and magnitude of this activity was clearly enhanced by the multivariate approach. Implications for the analysis of such studies are discussed.

Adult↗

Surgical treatment of papillary thyroid carcinoma: uni- and multivariate analysis of prognostic factors (TNM staging system included).

Out of 677 patients, who underwent surgery for papillary thyroid carcinoma between '67-'95, we selected for survival uni and multivariate analysis 463 patients with over 5 years of minimal follow up (max 28, mean 11.15 +/- 5.29). Patient's sex, age (over and under 45) tumour size (smaller and larger than 15 mm), stage, any TNM parameter, hystological variety, surgical procedure on the thyroid and nodes were the factors assessed in order to establish the prognosis. Male:female ratio was 1:3, average age 42.2 +/- 0.68; only 25.9% of the patients presented smaller than 15 mm tumors, about 57% positive nodes and 8.85% distant metastases; total or near total thyroidectomy was performed in 86% of the cases and nodal dissection in 68.47%. The 10, 15, 20 year survival rate resulted to be 94.36%, 91.38% and 88.69%; 23 patients (4.96%) died of poorly differentiated and locally advanced carcinoma, but none of them was younger than 45. Age over 45, T4 and M+ stage parameters and dedifferentiated histotype resulted of high value while nodal involvement, interrelated with T and M, showed no independent impact; stage gradually got worse but no difference was found between stage I and II, or T1 and T2. Surgical treatment has not resulted to affect survival, whereas lymphnodes involvement is correlated with complications. Adverse effect of male sex resulted from its interrelation with more advanced stages. A significantly higher relapse rate was found in males and in patients over 45, interrelated with T and N extension: no tumor smaller than 15 mm recurred and no relation was found between recurrence and surgical procedure. Longer follow-up is needed to compare the more conservative treatments with total thyroidectomy and nodal dissection.

Adolescent↗

[Clinical factors relating to the presence of serum anti-GM1 and GD1b antibodies in demyelinating neuropathy--study using a multivariate analysis].

We studied clinical factors relating to the presence of serum anti-GM1 and GD1b antibodies in patients with demyelinating neuropathy using a multivariate analysis. Sera were obtained from 46 patients with chronic inflammatory demyelinating polyneuropathy (CIDP) and 33 with Guillain-Barré syndrome (GBS) and kept frozen at -20 degrees C until use. Anti-GM1 and GD1b IgM and IgG antibodies were measured by ELISA at serum dilution of 1:100 and considered to be positive when those values were more than the cut off values determined by means and standard deviations in 35 normal controls. Age, sex, duration, prodromal disease, neurological findings, concentration of CSF protein, nerve conduction, treatment, and outcome were investigated in all patients retrospectively. Multivariate logistic models using all those characteristics were used to clarify the clinical factors relating to the presence of anti-GM1 and GD1b antibodies. In CIDP, anti-GM1 antibodies associated with or without anti-GD1b antibodies were frequently seen in patients with motor dominant neuropathy than those with sensory dominant neuropathy (P = 0.007, odds ratio = 11.6). There was significant difference in anti-GM1 IgM antibodies (P = 0.003, odds ratio = 22.2), but no difference in IgG antibodies. Anti-GM1 antibodies were observed 5 (IgM, 5; IgG, 2) of 7 patients with pure motor neuropathy, 9 (IgM, 8; IgG, 4) of 17 with motor dominant neuropathy, 5 (IgM, 2; IgG, 3) of 16 with sensori-motor neuropathy, and none of 6 with sensory dominant neuropathy.(ABSTRACT TRUNCATED AT 250 WORDS)

Adult↗

[A multivariate analysis approach to antineoplastic and antiviral structure-activity relationships to a series of podophyllotoxins].

In this work, the authors have used technics of multivariate analysis to determine the structure-activity relationships of 46 podophyllotoxin derivatives and analogs studied for their antineoplastic and antiviral activities. The obtained results allow to envisage the possible synthesis of more specific molecules by making modifications in the structure of the model molecular archetype.

Animals↗

UV-vis absorption spectroscopy and multivariate analysis as a method to discriminate tequila.

Based on the UV-vis absorption spectra of commercially bottled tequilas, and with the aid of multivariate analysis, it is proved that different brands of white tequila can be identified from such spectra, and that 100% agave and mixed tequilas can be discriminated as well. Our study was done with 60 tequilas, 58 of them purchased at liquor stores in various Mexican cities, and two directly acquired from a distillery. All the tequilas were of the "white" type, that is, no aged spirits were considered. For the purposes of discrimination and quality control of tequilas, the spectroscopic method that we present here offers an attractive alternative to the traditional methods, like gas chromatography, which is expensive and time-consuming.

Alcoholic Beverages↗

Survival of diffuse large cell lymphoma. A multivariate analysis including dose intensity variables.

Ninety-five newly diagnosed patients with diffuse large cell lymphoma (DLCL) treated by cyclophosphamide (CTX), doxorubicin (ADM), vincristine (VCR), and prednisone (CHOP regimen) chemotherapy were evaluated for survival factors including dose intensity (DI). DI calculations were done for the initial cycles needed to achieve maximal response. The medians of the relative DI for CTX, ADM, and VCR were 0.9, 0.86, and 0.79, respectively. The median of the average relative DI (ARDI) was 0.83 (range, 0.28 to 1.14). The univariate analysis of potential prognostic variables showed that the following significantly decreased the survival rate: age older than 60 years (P = 0.0005), Stage III to IV (P = 0.02), male sex (P = 0.03), and all four DI variables (CTX, ADM, VCR, and ARDI) less than the median (P = 0.01 to 0.0001). A multivariate analysis by the stepwise proportional hazards model of Cox indicated that the factors predicting a poor prognosis were ARDI less than the median (P = 0.0003) and age older than 60 years (P = 0.02). A multivariate survival analysis of those who achieved complete remission showed ARDI less than the median (P = 0.0003), CTX less than the median (P = 0.02), and Stage III to IV (P = 0.02) to be the most negative factors regarding survival. In conclusion, a high DI in the initial cycles of CHOP chemotherapy for DLCL has a significant positive impact on survival.

Adolescent↗

Determination of volatile organic compounds pollution sources in malaysian drinking water using multivariate analysis.

A field investigation was conducted at all water treatment plants throughout 11 states and Federal Territory in Peninsular Malaysia. The sampling points in this study include treatment plant operation, service reservoir outlet and auxiliary outlet point at the water pipelines. Analysis was performed by solid phase micro-extraction technique with a 100 microm polydimethylsiloxane fibre using gas chromatography with mass spectrometry detection to analyse 54 volatile organic compounds (VOCs) of different chemical families in drinking water. The concentration of VOCs ranged from undetectable to 230.2 microg/l. Among all of the VOCs species, chloroform has the highest concentration and was detected in all drinking water samples. Average concentrations of total trihalomethanes (THMs) were almost similar among all states which were in the range of 28.4--33.0 microg/l. Apart from THMs, other abundant compounds detected were cis and trans-1,2-dichloroethylene, trichloroethylene, 1,2-dibromoethane, benzene, toluene, ethylbenzene, chlorobenzene, 1,4-dichlorobenzene and 1,2-dichloro - benzene. Principal component analysis (PCA) with the aid of varimax rotation, and parallel factor analysis (PARAFAC) method were used to statistically verify the correlation between VOCs and the source of pollution. The multivariate analysis pointed out that the maintenance of auxiliary pipelines in the distribution systems is vital as it can become significant point source pollution to Malaysian drinking water.

Chloroform↗

Multivariate analysis of oestrogen receptor alpha, pS2, metallothionein and CD24 expression in invasive breast cancers.

Determination of oestrogen receptor alpha (ER) represents at present the most important predictive factor in breast cancers. Data of ours and of other authors suggest that promising predictive/prognostic factors may also include pS2, metallothionein (MT) and CD24. Present study aimed at determining prognostic and predictive value of immunohistochemical determination of ER, pS2, MT, and CD24 expression in sections originating from 104 patients with breast cancer. An univariate and multivariate analysis was performed. Both univariate and multivariate analyses demonstrated that cytoplasmic-membranous expression of CD24 (CD24c-m) represents a strong unfavourable prognostic factor in the entire group and in most of the subgroups of patients. In several subgroups of the patients also a prognostic value was demonstrated of elevated expression of pS2 and of membranous expression of CD24. Our studies demonstrated that all patients with good prognostic factors (higher ER and pS2 expressions, lower MT expression, CD24c-m negativity) survived total period of observation (103 months). The study documented that cytoplasmic-membranous expression of CD24 represented an extremely strong unfavourable prognostic factor in breast cancer. Examination of the entire panel of the studied proteins permitted to select a group of patients of an exceptionally good prognosis.

Breast Neoplasms↗

A multivariate analysis of prognostic factors in chronic myeloid leukemia.

The prognostic value of different clinical and laboratory findings at diagnosis of chronic myeloid leukemia (CML) was analyzed in a series of 121 cytogenetically studied patients. From the univariate and multivariate analysis of the whole series it was apparent that the minority of Ph1-negative patients (11.5%) could be considered as a poor prognosis group. The analysis was then restricted to the Ph1-positive patients. From a multivariate survival analysis (Cox's regression model) of the latter group the following poor prognosis factors emerged: splenomegaly, hepatomegaly, presence of erythroid precursors in peripheral blood, and bone marrow myeloblasts over 5%. From the contribution of each one of these factors to the regression model, a clinical staging of Ph1-positive CML was derived: stage I (low risk, 32% of patients), including patients with one or no factors; stage II (intermediate risk, 38%), including cases with two factors; and stage III (high risk, 30%), including patients with three or four factors. The difference in survival of the patients at different stages was highly significant (p less than 0.001).

Adolescent↗

Identical independent sites for dye ligand on bovine serum albumin demonstrated by multivariate analysis.

The most fundamental parameters concerning an interaction between a ligand and a protein are equilibrium constants and the number of binding sites. The Scatchard plot has for a long time been widely used to obtain those parameters. However, controversy in 1982-1983 over the reliability of this plot (the graphical estimation of the number of identical independent sites from the x-intercept) indicated that some methodologies other than the Scatchard plot are expected. Over the past decade, we have developed a method for applying multivariate analysis to the problem of determining spectral features of a ligand associated with a protein molecule. In principle, this method is based mainly on the computer-assisted adjustment of dissociation constants to an assumed reaction model. We discovered in this process that an n-parameter, introduced into an equation for calculating the amount of dye ligand bound to a protein, coincided with the number of identical independent sites, under a certain condition in principal factor analysis calculation. In this study, we established a new methodology for determining the number of identical independent sites using synthesized spectral series, and we then applied this method to a simple reaction system composed of bovine serum albumin (BSA) and bromocresol purple (BCP) anions. BSA was found to have two identical independent sites for BCP anions at pH 8.8.

Animals↗

Multivariate analysis of clinicopathologic parameters for the insular subtype of differentiated thyroid carcinoma.

HYPOTHESIS: Insular carcinoma represents a more aggressive subtype of differentiated thyroid cancer on multivariate analysis after controlling for various clinicopathologic parameters. DESIGN: Retrospective analysis. SETTING: Tertiary referral center at a university hospital. PATIENTS: One hundred twenty-seven consecutive patients having a histological diagnosis of the follicular variant of papillary thyroid carcinoma or follicular thyroid carcinoma. MAIN OUTCOME MEASURE: A logistic regression model was used to examine the relationship between various clinicopathologic parameters and the insular subtype. RESULTS: The insular subtype involved 14 of 127 tumors. Unlike extrathyroidal extension and nodal metastasis, primary tumor diameter (> 40 mm vs < or = 40 mm; P = .008) and distant metastasis (P = .003) correlated with the insular subtype. Both parameters were interrelated since tumors greater than 40 mm displayed distant metastasis more often (30% vs 8%; P = .008) than tumors measuring 40 mm or less. CONCLUSIONS: These findings suggest that an unidentified somatic event may induce an accelerated proliferation of the transformed thyrocytes, which may ultimately result in enhanced rates of distant metastasis with increasing tumor volume.

Adult↗

[Multivariate analysis of recurrence in T1 bladder transitional cell carcinoma].

OBJECTIVE: To investigate the prognostic value of some clinicopathologic indexes and biologic tumor markers in predicting recurrence in T1 transitional cell carcinoma (TCC) of the bladder. METHODS: The expressions of p53, E-cadherin and VEGF of 75 patients with T1 primary bladder TCC were detected by streptabitin peroxidase (SP) immunohistochemical methods. The effects of clinicopathologic indexes and biologic tumor markers on recurrence were assessed by Kaplan-Meier and Cox proportional hazards model. RESULTS: The 1-, 3-, and 5-year recurrence- free survival rates were 68.0%, 45.3% and 20.9%. In Kaplan-Meier analysis, tumor mutifocality and the expression of p53, E-cadherin and VEGF were associated with recurrence. In multivariate analysis, the independent recurrence variables were tumor mutifocality, the expression of p53 and E-cadherin. CONCLUSION: Tumor mutifocality and the abnormal expression of p53 and E-cadherin are the variables that independently predict recurrence in T1 transitional cell carcinoma of the bladder.

Adult↗

[Multivariate analysis of prognostic factors in renal cell carcinoma].

OBJECTIVE: To assess the effect of prognostic factors on renal cell carcinoma (RCC). METHODS: 316 cases of RCC were reviewed retrospectively. Their survival rates were calculated by Kaplan-Meier method and statistical differences were determined by Log-rank test. Significant prognostic factors were evaluated by Cox's multivariate proportional hazard model. RESULTS: After 40.3 +/- 18.5 month follow-up, the overall 5-year survival rate was 62.3%. By multivariate analysis, nine factors were included in Cox's multivariate proportional hazard model. M was the most important prognostic factor in RCC (P = 0.0013), and the others in turn were T (P = 0.0182), age (P = 0.0347), performance status (P = 0.0423), N (P = 0.0471), lymphadenectomy (P = 0.0542), grade (P = 0.0775), serum albumin (P = 0.1536), and serum creatinine (P = 0.4543). CONCLUSIONS: The significant prognostic factors in RCC were T, N, and M. Age and performance status showed the effect on prognosis of RCC. Lymph-node dissection also revealed a meaningful effect on relative lower stage of RCC.

Adult↗

Clinical, histologic and quantitative angiographic predictors of restenosis after directional coronary atherectomy: a multivariate analysis of the renarrowing process and late outcome.

OBJECTIVES: To characterize predictors of restenosis after successful directional atherectomy, we reviewed the clinical, angiographic and procedural data obtained during 132 consecutive procedures. METHODS: Clinical and angiographic follow-up data were obtained in a prospectively collected and consecutive series of 125 patients who underwent 132 atherectomy procedures for de novo (89%) or restenotic (11%) lesions in native coronary arteries. Restenosis was assessed clinically and by quantitative coronary angiography. A dual approach to data analysis was taken to gain insight into factors affecting the clinical outcome and vessel wall healing response. Therefore, multivariate analysis was performed to 1) determine the correlates of residual lumen diameter at follow-up (angiographic outcome), and 2) characterize the determinants of the late lumen loss (renarrowing process). RESULTS: Clinical and angiographic follow-up data after successful atherectomy were obtained in 100% and 95%, respectively. Atherectomy achieved an acute lumen gain of 1.28 +/- 0.48 mm (mean +/- SD), resulting in a minimal lumen diameter of 2.44 +/- 0.47 mm. At follow-up, the minimal lumen diameter decreased to 1.78 +/- 0.64 mm. The angiographic restenosis rate was 28% if the traditional 50% stenosis cutoff criterion was applied. Larger vessel size and postatherectomy minimal lumen diameter and right coronary or left circumflex artery lesions were independent predictors of a larger minimal lumen diameter (angiographic outcome). Lumen loss during follow-up (renarrowing process) was independently predicted by relative lumen gain and preprocedural minimal lumen diameter. CONCLUSIONS: In analyzing the long-term results of new interventional techniques such as directional atherectomy, the late lumen loss during follow-up (renarrowing process), which is characterized by the vessel wall healing response after an intervention, should be considered together with the residual lumen diameter at follow-up (clinical outcome). It is clear that whereas improved clinical outcome is associated with larger vessel size and postprocedural lumen diameter and non-left anterior descending artery location, greater relative gain at intervention is predictive of more extensive lumen renarrowing.

Aged↗

Relationships between social and health factors and depression in old age in a multivariate analysis.

This community-based epidemiological survey concerns relationships between social and health factors and depression in a Finnish population aged 60 years or over. A multivariate analysis based on log-linear models is used in this study. The log-linear model showed five interactions for the depressed men and eight for the depressed women surveyed. These indicated that the depressive persons had experienced detrimental events either of an interpersonal nature or concerning health status more often than those who were not depressed. A positive connection between life stress and depression was found even though no cause-and-effect relationship could be defined. Social stress factors seemed somewhat important prior to the onset of depression in the women studied, whereas stressful health factors played a significant role for the men. Despite this, the log-linear models for the selected variables used here did not point to a combination of interactions between a high incidence of current social stress factors and a high incidence of stressful health factors during the six-month period prior to the onset of depression.

Activities of Daily Living↗