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Results for “multivariate analysis”

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PubMed1992

Prognostic value of pre- and postoperative serum CA 125 levels in ovarian cancer: new aspects and multivariate analysis.

The prognostic significance of the serum CA 125 level was studied in 687 patients with invasive epithelial ovarian malignancies. The samples were collected preoperatively in 200 and postoperatively in 487 patients. Median follow-up was 27 months (range 3-84). The serum CA 125 level was elevated preoperatively in 90% of cases, with a median value of 429 U/mL. In patients with evidence of disease at the time of sampling, the CA 125 serum level correlated directly to tumor stage, tumor load, and histologic grade. Using Cox multivariate analysis, the preoperative serum CA 125 level had no independent prognostic significance, whereas the postoperative level did. In patients without residual disease after primary surgery, histologic type (P less than .0001), postoperative CA 125 level with 35 U/mL as the cutoff value (P = .0009), and tumor grade (P = .034) were independent prognostic factors for survival. For those with residual tumor after primary surgery, histologic type (P less than .0001), postoperative treatment (P = .0002), size of residual disease (P = .0005), and postoperative serum CA 125 level with 65 U/mL as a cutoff (P = .003) were independent prognostic factors.

Adult↗

PubMed2005

Long-term results of adrenalectomy in patients with aldosterone-producing adenomas: multivariate analysis of factors affecting unresolved hypertension and review of the literature.

The long-term surgical cure rate of patients with primary aldosteronism varies widely, and causes of persistent hypertension are not completely established. We reviewed retrospectively charts from 98 patients (range, 19-70 years old) with aldosterone-producing adenomas who underwent unilateral adrenalectomy. At a median follow-up of 81 months (range, 18-186 months), the mean blood pressure values improved in 95 out of 98 (96.9%) patients, although hypertension was cured only in 71 out of 98 (72.4%) patients. Multivariate analysis using a logistic regression model adjusted for duration of follow-up showed that only age of the patients and duration of the disease independently correlated with unresolved hypertension. The cumulative odds ratio (OR), obtained using the logistic regression function, was 5.38 (95% CI 1.78-16.22), and the OR of single variables were 1.32 (95% CI 0.36-19.83) and 4.56 (95% CI 1.41-14.78), respectively. By using discriminant analysis to derive a classification function for the prediction of unresolved hypertension, a maximum predictive power of 75 per cent was achieved. In conclusion, in patients with an aldosterone-producing adenoma undergoing surgery, the combination of age and duration of hypertension gave the best predictive power of a linear classification function and represented the main independent risk factors affecting hypertension cure rate.

Adrenal Cortex Neoplasms↗

PubMed1993

[Uni- and multivariate analysis of prognostic factors in T3 laryngeal cancers].

In 511 patients with T3N0-3M0 laryngeal carcinoma, 24 possible prognostic factors were analysed retrospectively. The factors were age, sex, mode of treatment, duration of several clinical symptoms, the presence of sore throat, otalgia, dyspnoea, and dysphagia, previous tracheotomy, tumour extension, lymph node status (five items), histologic grading, smoking habits, and alcohol intake. For 300 patients in whom surgery was part of the primary treatment, pathologic staging of the primary tumour and of lymph nodes in neck dissection specimens, cartilage invasion, radicality of the operation, differentiation grade, and subglottic extension were also evaluated. Univariate analysis revealed prognostic significance on survival for tumour extension (limited to the glottic region), lymph node status (clinically palpable lymph nodes, cytologically confirmed positive lymph nodes), level of lymph node metastasis (high and midjugular site), histologic grading (poor differentiation grade), and treatment modality (planned combined therapy). In the group that underwent surgery, all factors derived from specimens of the larynx and neck dissections had prognostic significance. Multivariate analysis revealed that the glottic site of the tumour, the presence of cyto- and histopathologically proven metastatic lymph nodes, pretreatment tracheotomy, positive resection margins, and planned combined treatment had a significant influence on corrected actuarial survival.

Adult↗

PubMed1997

[Use of multivariate analysis in medical chemistry].

Alternations in trace elements concentrations are intensively studied because of their possible role in pathogenesis and progress of diseases. Three groups of patients were investigated: haemodialysis patients (HD) (n = 17), continual ambulatory peritoneal dialysis patients (CAPD) (n = 11), and control group of blood donors (n = 12). They were analyzed for Se, Zn and Cu concentration in plasma and erythrocytes by inductively--coupled plasma mass spectroscopy. Distribution of analyzed elements between these blood compartments was found different in all groups of studied patients. Erythrocytes were enriched by Se (twofold higher concentration compared to plasma) and by Zn (10-20 fold higher concentrations compared to plasma). On the other hand, human plasma was enriched by Cu (approximately twofold higher concentration then in erythrocytes). Results of analyses were processed by multivariate analysis of variance (MANOVA). When only results of plasma analysis were involved into MANOVA, differences between HD patients and other two groups were found whereas CAPD and control group were not distinguished each other. However, these two groups were mutually differenced when MANOVA comprised all trace elements concentrations: both plasma and erythrocytes. Methods of multivariate statistic are able to study not only the individual variables but even their mutual relations and their medical applications are very useful.

Blood Donors↗

PubMed2005

Presentation, treatment, and multivariate analysis of risk factors for obstructive and perforative colorectal carcinoma.

BACKGROUND: It is known that emergency surgery for colorectal cancer is associated with high morbidity and mortality. The aim of this study was to assess the presentation, treatment, and outcome of patients with complicated colorectal cancer. Risk factors for morbidity and mortality were also evaluated. METHODS: From 1991 to 2002, the medical records of 107 consecutive patients undergoing emergency surgery for obstructing or perforating colorectal carcinoma were retrospectively reviewed. Information regarding patient and tumor characteristics, treatment, and outcome was recorded. Risk factors were assessed by multivariate analysis. RESULTS: Eighty-three patients (78%) had complete obstruction and 24 (22%) had perforation. Overall and major complications occurred in 70% and 34%, respectively. The mortality rate was 15%. Independent risk factors for major morbidity were perioperative blood transfusion and high American Society of Anesthesiologists (ASA) class, whereas those for mortality were older age and high Acute Physiology and Chronic Health Evaluation II (APACHE II) score. CONCLUSIONS: Emergency surgery for complicated colorectal carcinoma carries high rates of morbidity and mortality. To achieve improvements in outcome, intensive treatment after surgery in patients with risk factors is recommended.

Adult↗

PubMedDate not supplied

Immunohistochemical study of MT-MMP tissue status in gastric carcinoma and correlation with survival analyzed by univariate and multivariate analysis.

Matrix metalloproteinase (MMP) expression is associated with advanced-stage cancer and contributes to tumor progression, invasion, and metastasis. Membrane type matrix metalloproteinase (MT-MMP) has a potential transmembrane domain at the C terminus and activates pro-MMP-2, which is mainly produced from interstitial fibroblasts. Its expression on the membrane of invasive tumor cells results in the pericellular space degradation at cell-matrix contact sites and renders cancer cells more invasive at the migration front. To elucidate the relationship between MT-MMP expression and metastasis and prognosis in gastric cancer patients, MT-MMP expression was analyzed immunohistochemically in 127 primary tumors and results were correlated with several prognostic parameters and patient's survival. MT-MMP immunoreactivity was stained on the cell membrane of cancer cells and fibroblasts in the invasion front. MT-MMP was detected in 72 tumors (57%) (MT-MMP-positive). MT-MMP expression was closely associated with macroscopically invasive type, nodal involvement, lymphatic invasion, vessel invasion, and peritoneal dissemination. Patients with MT-MMP-positive tumor had a significantly worse prognosis than those with MT-MMP-negative tumor (p<0.001). Multivariate analysis showed MT-MMP overexpression as an independent prognostic factor in gastric cancer patients. Immunohistochemical analysis for MT-MMP may be an indicator of metastatic potential or the prognosis of gastric cancer patients.

Adult↗

PubMed1997

Determination of reference intervals for 13 plasma proteins based on IFCC international reference preparation (CRM470) and NCCLS proposed guideline (C28-P, 1992): a strategy for partitioning reference individuals with validation based on multivariate analysis.

In our recent project of establishing reference intervals for 13 plasma proteins following the NCCLS proposed guideline (C28-P, 1992), confounding and interacting relationships were found among criteria for partitioning reference individuals. Therefore, we found it necessary to test for the validity of the criterion by multivariate analysis so that such relationships could be revealed. Meanwhile, to find difference appropriate for the partition, sex- and age-related differences were examined in common screening tests whose reference intervals (RI) were conventionally set for each subgroup. The result led to our standard for partitioning when the difference between subgroups exceed 10% of the span of a RI derived without partitioning. Among the 13 plasma proteins, the multivariate analyses and the standard indicated gender-based RI was for IgM, alpha 1 acid glycoprotein, alpha 2 macroglobulin, and transferrin, transthyretin. None of the age-related differences were large enough. In serum IgM, ceruloplasmin, and transferrin, however, females tended to have larger differences between ages, exemplifying interaction of gender on age-related changes of the analytes. Smoking-related differences were > 10% in IgG and transthyretin. However, differences in the latter proved to be spurious multivariately. These results suggest a necessity for additional descriptions on the validity of the partitioning criterion in the NCCLS proposed guideline.

Adult↗

PubMedDate not supplied

Invasive node-negative breast carcinoma: multivariate analysis of the prognostic value of peritumoral vessel invasion compared with that of conventional clinico-pathologic features.

The prognostic value of the determination of peritumoral vessel invasion (PVI) in node-negative breast cancer (NNBC) patients is still controversial. This is mainly related to the subjective criteria of evaluation of this histologic finding using morphological methods only. In this study, to assess PVI by stricter criteria, we used both conventional morphological and immunocytochemical techniques, using antibodies specific to endothelial cells (i.e. factor VIII-related antigen and the CD-31 antibody). In a series of 233 evaluable NNBC, with a median follow-up of 5 years, we found that 11% of the tumors (25 out of 233) were PVI-positive. A weak association was observed only between PVI and tumor size (p = 0.076). In univariate analysis PVI significantly predicted relapse-free survival (p = 0.0009), but not overall survival (p = 0.1208). The odds of relapse and death for patients with PVI-positive carcinomas were 4.36 and 2.24 times higher than for those with PVI-negative tumors. As far as relapse-free survival is concerned, tumor size (p = 0.0012), histologic grading (p = 0.022), estrogen receptor (p = 0.016) and progesterone receptor expression (p = 0.017) also had a significant prognostic value. Only tumor size significantly predicted overall survival (p = 0.0038) in this series. For 5-year relapse-free survival both PVI (p = 0.014) and tumor size (p = 0.017) were significant and independent prognostic variables by multivariate analysis. Our results demonstrate that PVI and tumor size are important histological features to identify high-risk NNBC patients. Further studies are needed to compare the prognostic significance of PVI and tumor size with that of novel biological prognostic indicators of emerging importance in this neoplasia.

Adult↗

PubMed2005

[Multivariate analysis of prognostic factors in colorectal cancer patients with different ages].

OBJECTIVE: To investigate the prognostic factors of young, middle-age and old-age colorectal cancer patients in order to improve the treatment in the future. METHODS: Colorectal cancer patients (n = 842) who had undergon curative resection were divided into three groups according their age: young group (< or = 40 years), middle-age group (41 to 64 years) and old group (> o = 65 years). Thirty-five clinical factors in the three groups were analyzed and compared by univariate survival and multivariate analysis. Cox proportional hazards regression model was used with SPSS statistic software. RESULTS: The overall 5-, 10- and 15-year survival rates were 66.3%, 54.2% and 48.5% respectively. The 5- and 10-year survival rates were 53.0% and 42.7% in the young group, which were lower than those in the other two groups. Cox proportional hazards regression model demonstrated that Dukes stage and family history of cancer were common prognostic factors in both young and middle-age groups; chronic constipation was an independent prognostic factor in middle-age group; bowel obstruction, length of operating time and number of metastatic lymph nodes were prognostic factors in the older group. In the young group, the symptomatic duration was not demonstrated as a prognostic factor. The 5- and 10-year survival rates were 82.6% and 64.5% in Dukes A stage; 73.3% and 67.4% in B stage; 37.3% and 27.0% in C stage; 33.3% and 22.2% in D stage. The survival rates in Dukes A and B stages were similar, but in Dukes C and D stages they were lower than those of the middle-age and older groups if the patient had the same stage of disease. In the young colorectal cancer patients with family cancer history, the 5- and 10-year survival rates were 73.1% and 64.5%, which were better than those of patients without it (48.1% and 37.3%). CONCLUSION: In young colorectal cancer patients, the survival rate is lower than those in the middle-age and old patients. Family cancer history and/or advanced Dukes stage are poor prognostic factors, whereas the symptomatic duration is not demonstrated as a poor prognostic factor. The prognostic factors affecting the survival after surgical treatment may be different in different age groups of colorectal cancer patients.

Adult↗

PubMed1983

Multivariate analysis. Some guidelines for physicians.

"Mystified" best characterizes the feeling of many physicians as they read the results of a multivariate analysis. Much of the mystery disappears when two items are shown: (1) explicit tabulations revealing how each factor selected by the analysis relates to outcome, both singly and jointly with other factors; and (2) alternative models generated by repeating the analysis after removing the most important variables one by one from the list of factors that was initially analyzed. In this way, one can determine which variables are good stand-ins or substitutes for the best variables in the initial analysis. Showing these substitutes may expose exaggerations in benefits attributed to a particular therapy (ie, elective regional node dissection for clinical stage I malignant melanoma). We have applied these guidelines to examples in the literature, particularly studies of malignant melanoma.

Humans↗

PubMed2004

High apoptotic index correlates to p21 and p27 expression indicating a favorable outcome of primary breast cancer patients, but lacking prognostic significance in multivariate analysis.

This study was performed in order to investigate the role of the apoptotic index (AI) as a prediction parameter for the prognosis of patients with primary breast cancer. AI was determined by DNA fragmentation on 298 primary breast cancer samples and compared to clinically established breast cancer parameters. Additionally, we determined the expression of functional parameters including proliferating cell nuclear antigen, p21waf and p27kip by immunohistochemistry. The mean AI was found to be 11.9% (range, 0-90%). 189 tumors (63.4%) were negative for apoptosis, while 109 tissue samples (36.6%) were apoptotic with >5% positive cells. Using univariate analysis (chi2 test), the AI did not show any significant correlation to one of the established prognostic parameters of primary breast cancer (p > 0.05). In contrast, we found a significant positive correlation to the expression of the cell cycle inhibitors p21waf (p = 0.04) and p27kip (p = 0.024). During the clinical follow-up (median observation time for disease-free survival 87 months), several clinically established prognostic parameters including menopausal status, nodal status, tumor size, tumor grade, and hormone receptor expression could be confirmed and were analyzed with respect to the AI in the tumor. Furthermore, AI displayed a significant positive correlation to disease-free survival using Kaplan-Meier survival analysis (log-rank test, p = 0.04). However, AI lost its prognostic significance in multivariate analysis based on the Cox proportional hazard model (relative risk 0.8, confidence interval 0.52-1.33, p = 0.44). Our data indicate that high apoptotic rates in cancer tissues are indicative of a favorable patient outcome. However, the AI was not an independent factor. The study provides indirect evidence that this process may involve cell cycle inhibitors physiologically.

Apoptosis↗

PubMed1988

Multivariate analysis of dermatoglyphics of severe mental retardates: an application of the constellation graphical method for discriminant analysis.

We studied the dermatoglyphics of 353 severe mental retardates (excluding those with chromosomal abnormalities and major limb malformations), using multivariate analysis, to determine how early intrauterine factors are related to the etiology of mental retardation. First, dermatoglyphics were compared between 140 individuals with undefined prenatal factors and 700 normal controls. After 6 and 9 dermatoglyphic traits were chosen as discriminative variables for males and females, respectively, the data were subjected separately for each sex to the constellation graphical method for discriminant analysis. The same formula as obtained in the idiopathic group was subsequently applied to data from cases in other etiological categories. When the misclassification rate was 0.03, the rates of correct classification of the male patients into the etiological categories of undefined prenatal, defined prenatal, perinatal, postnatal and unknown (no anamnestic data available) categories were 19.7% (13/66), 20.0% (3/15), 8.8% (5/57), 5.0% (1/20) and 7.7% (2/26), while the correct classification rates of females were 24.3% (18/74), 42.1% (8/19), 18.9% (7/37), 5.1% (1/16) and 13.0% (3/23), respectively. The results suggest that early intrauterine factors such as those producing dermatoglyphic deviations may contribute to the pathogenesis of severe mental retardation not only in patients with undefined prenatal etiological factors but also in those with perinatal factors, especially those of the female sex.

Adolescent↗

PubMedDate not supplied

Postoperative adjuvant chemotherapy is effective in gastric cancer with serosal invasion: significance in patients chosen for multivariate analysis.

There are few reports on overall usefulness of adjuvant chemotherapy in gastric cancer patients. We tried to clarify, using multivariate analysis, usefulness of postoperative adjuvant oral chemotherapy in advanced gastric cancer patients after curative resection. Four hundred and eighty-two gastric cancer patients enrolled in a randomized controlled trial were classified into 2 groups based on postoperative chemotherapeutic regimen: oral doxifluridine (5'-DFUR, an intermediate metabolite of capecitabine) (n=245) or oral 5-fluorouracil (5-FU) (n=237). The significant prognostic factors in patients with serosal invasion were chemotherapeutics (5'-DFUR vs. 5-FU) (risk ratio 1.649; 95% CI, 1.112-2.437), lymph node metastasis (no vs. yes) (2.823; 1.422-5.604), and tumor differentiation (differentiated vs. undifferentiated) (1.727; 1.068-2.791). Significant factors influencing peritoneal recurrence time were chemotherapeutics (1.756; 1.063-2.902), serosal invasion (no vs. yes) (2.237; 1.264-3.961), lymph node metastasis (2.541; 1.267-5.095), tumor differentiation (2.656; 1.374-5.136), and tumor location (others vs. total) (3.595; 2.006-6.443). There were no differences in the overall survival between chemotherapy. However, 5'-DFUR produced a better survival time of patients with serosal invasion than 5-FU, that might be attributed to the prevention of peritoneal recurrence in this subset.

Aged↗

PubMed1994

[Multivariate analysis of the impact of surgical complications in renal transplant].

We analyzed 307 cadaver kidney transplantations performed since 1976 at the University Hospital of the University of Navarra. Two series, the historical and the current one, are presented. In the former, cyclosporine A was not included in the immunosuppressor protocol. The surgical complications were evaluated in both series and their influence on the survival of the allograft. The current series showed a significant decrease in surgical complications. Allograft survival in the historical series was influenced by surgical complications in general, and vascular and other complications in particular. The current series was influenced by surgical complications in general, and urinary and vascular complications in particular. The multivariate analysis showed that surgical complications were one of the most important prognostic factor in both series.

Cyclosporine↗

PubMed2001

A multivariate analysis of biophysical parameters of tallgrass prairie among land management practices and years.

Six treatments of eastern Kansas tallgrass prairie--native prairie, hayed, mowed, grazed, burned and untreated--were studied to examine the biophysical effects of land management practices on grasslands. On each treatment, measurements of plant biomass, leaf area index, plant cover, leaf moisture and soil moisture were collected. In addition, measurements were taken of the Normalized Difference Vegetation Index (NDVI), which is derived from spectral reflectance measurements. Measurements were taken in mid-June, mid-July and late summer of 1990 and 1991. Multivariate analysis of variance was used to determine whether there were differences in the set of variables among treatments and years. Follow-up tests included univariate t-tests to determine which variables were contributing to any significant difference. Results showed a significant difference (p < 0.0005) among treatments in the composite of parameters during each of the months sampled. In most treatment types, there was a significant difference between years within each month. The univariate tests showed, however, that only some variables, primarily soil moisture, were contributing to this difference. We conclude that biomass and % plant cover show the best potential to serve as longterm indicators of grassland condition as they generally were sensitive to effects of different land management practices but not to yearly change in weather conditions. NDVI was insensitive to precipitation differences between years in July for most treatments, but was not in the native prairie. Choice of sampling time is important for these parameters to serve effectively as indicators.

Agriculture↗

PubMed1997

Perinatal asphyxia: multivariate analysis of risk factors in hospital births.

OBJECTIVE: To determine risk factors for perinatal asphyxia. DESIGN: Cohort study. SETTING: Teaching hospital. METHODS: All consecutive hospital births were evaluated during the study period. Asphyxia was defined on intrapartum and neonatal resuscitation criteria. Maternal, intrapartum and neonatal variables were recorded in all births. Data was analyzed after stratifying for live and stillbirths by univariate and logistic regression analyses. RESULTS: Amongst 2371 births (55 fetal deaths and 2316 live births), there were 86 cases of perinatal asphyxia (35 fetal deaths and 51 live births), providing an asphyxia rate of 36.3/1000 births. On multivariate analysis, risk factors significantly associated with asphyxia included prolonged second stage labor (OR 9.4), vaginal breech delivery (OR 6.6), elective cesarean delivery (OR 4.6), pregnancy induced hypertension (PIH) (OR 2.7) and fetal growth retardation (SFD) (OR 2.4). Amongst stillborn, the significant univariate factors associated with asphyxia were prolonged second stage labor (RR 1.7) and cord prolapse (RR 1.7). CONCLUSIONS: There is a need to strengthen intrapartum management and early identification of mothers with PIH or intrauterine growth retardation to reduce asphyxial morbidity and mortality.

Asphyxia Neonatorum↗

PubMed1997

Multivariate analysis of the prognostic factors of patients with unresectable synchronous liver metastases from colorectal cancer.

PURPOSE: It frequently is observed that widely varying prognoses are given for patients with the same extent of liver metastases from colorectal cancer, even though the same treatment is performed on these patients. One of the reasons for this variance is that prognostic factors for these patients have not been defined. This study was designed to elucidate which clinicopathologic factors were the most important in the prognosis of 73 patients with unresectable synchronous liver metastasis from colorectal cancer. METHODS: Univariate and multivariate analysis of 11 clinicopathologic factors were performed using the Cox proportional hazard model. Survival curves were generated using the Kaplan-Meier method. RESULTS: Extent of liver metastases was the most significant variable in this survival analysis, although the extent of lymph node metastases of the primary lesion also was significant. However, the method of treatment was not a significant determinant in the survival for patients with unresectable liver metastases. Median survival of patients with H1, H2, and H3 was 13, 12, and 6 months, respectively, and there was a significant difference between survival curves for patients with H1 and patients with H3. Median survival of patients with n0, n1, and n2 was 13, 7, and 7 months respectively, and there was a significant difference between survival curves for patients with n0 and patients with n2. Median survival of 6 patients with H1 and n0 and of 17 patients with H3 and n2 was 28 and 4 months, respectively. There was a significant difference in survival curves between these two groups. CONCLUSION: Longevity of patients with unresectable synchronous liver metastases from colorectal cancer is affected adversely by the presence of nodal metastases and extent of liver metastases. This should be considered in the planning treatment.

Adult↗

PubMed2001

[Secondary biological recurrence after radical prostatectomy: multivariate analysis of prognostic clinical, biological, and histologic factors].

OBJECTIVES: To define the clinical, laboratory and histological variables associated with secondary elevation, after an undetectable phase, of PSA after radical prostatectomy. MATERIALS AND METHODS: This was a prospective study of 83 consecutive patients undergoing retropubic radical prostatectomy with an undetectable postoperative PSA at 3 months. The predictive value of five preoperative criteria (age, total PSA, Gleason score on biopsies, positive apical biopsies, clinical stage) and four postoperative criteria (pathological stage, Gleason score on the operative specimen, positive margins, follow-up) for secondary laboratory progression was studied by univariate and multivariate analysis. RESULTS: With a median follow-up of 36 months, the laboratory recurrence rate was 19%. Laboratory recurrence was associated with a biopsy Gleason score greater than or equal to 7 (p = 0.04), a high pathological stage (p = 0.03), a high histological score (Gleason > or = 7) (p < 0.01) and positive margins (p = 0.04). Logistic regression identified a Gleason score on the operative specimen greater than or equal to 7 to be the only element predictive of secondary laboratory progression. CONCLUSION: The concept of positive margins or high pathological stage is insufficient to identify the risk of laboratory progression after radical prostatectomy. The Gleason score, which evaluates tumour aggressiveness, the risk of micrometastases or periprostatic extension, therefore appears to be more useful.

Adenocarcinoma↗