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Results for “Multivariate Analysis”

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PubMed1990

Prognostic factors in anal squamous carcinoma: a multivariate analysis of clinical, pathological and flow cytometric parameters in 235 cases.

Clinical, pathological and flow cytometric parameters have been analysed by univariate and multivariate analysis to define those parameters of important prognostic influence in 235 cases of surgically treated squamous carcinoma of the anus and perianal skin. Patients had been treated by anorectal excision (166 patients) or by local excision (69). Analyses were carried out on five data sets--the two surgical subgroups, two groups distinguished by site of tumour and on all 235 patients. Univariate analysis showed many parameters to be of prognostic influence, although histological typing of tumours into the more common histological subtypes was of no prognostic value. Parameters of independent prognostic significance in multivariate analysis were those indicating depth of spread, inguinal lymph node involvement and DNA-ploidy. In this study the subdivision of the rarer types of anal canal tumour, such as mucoepidermoid carcinoma, microcystic squamous carcinoma and small cell anaplastic carcinoma, was relevant confirming that these tumours have a poor prognosis. It is now felt that surgery should not be employed as primary treatment in most cases of anal cancer and the results of this study have to be interpreted with caution when applied to patients treated with radiotherapy with or without chemotherapy. Nevertheless, our findings suggest that the most useful prognostic information can be gleaned from accurate clinical staging and an assessment of DNA-ploidy status.

Adult↗

PubMed2002

Risk factors for slow graft function after kidney transplants: a multivariate analysis.

BACKGROUND: We previously defined an intermediate group of cadaver kidney transplant recipients who do not have immediate graft function (IGF), but do not have sufficient graft dysfunction to be classified as having delayed graft function (DGF). We showed that this group with slow graft function (SGF) had an increased risk of rejection and inferior long-term results vs. recipients with IGF. The aim of our current study was to determine risk factors for SGF, which have not been well defined (in contrast to risk factors for DGF). METHODS: Between January 1, 1984 and September 30, 1999, we performed 896 adult cadaver kidney transplants at the University of Minnesota. Recipients were analysed in three groups based on initial graft function: IGF [creatinine (Cr) < 3 mg/dL by post-operative day (POD) no. 5], SGF (Cr > 3 mg/dL on POD no. 5, but no need for dialysis), and DGF (need for dialysis in the first week post-transplant). A multivariate analysis looked specifically at risk factors for SGF, as compared with risk factors for DGF. Outcomes with regard to graft survival and acute rejection (AR) rates were determined for the three groups. RESULTS: Of the 896 recipients, 425 had IGF, 238 had SGF, and 233 had DGF. A multivariate analysis of risk factors for SGF showed donor age >50 yr (RR=3.3, p=0.0001) and kidney preservation time >24 h (RR=1.6, p=0.01) to be the most significant risk factors. A multivariate analysis of risk factors for DGF showed similar findings, although high panel-reactive antibodies (PRA) and donor Cr >1.7 mg/dL were also significant risk factors for DGF. Initial function of the graft significantly influenced the subsequent risk of AR: at 12 months post-transplant, the incidence of AR was 28% for those with IGF, 38% for those with SGF, and 44% for those with DGF (p=0.04 for SGF vs. DGF). Initial graft function also significantly influenced graft survival: the 5-yr death-censored graft survival rate was 89% for recipients with IGF, 72% for those with SGF, and 67% for those with DGF (p=0.01 for IGF vs. SGF; p=0.03 for SGF vs. DGF). CONCLUSIONS: SGF represents part of the spectrum of graft injury and post-transplant graft dysfunction. Risk factors for SGF are similar to those seen for DGF. Even mild to moderate graft dysfunction post-transplant can have a negative impact on long-term graft survival.

Female↗

PubMed1999

A prospective multicenter trial evaluating diagnostic validity of multivariate analysis and individual serum marker in differential diagnosis of pancreatic cancer from benign pancreatic diseases.

CONCLUSION: A multivariate analysis of CAMPAS-PX2 can increase its diagnostic accuracy in differential diagnosis of pancreatic cancer from benign pancreatic or extrapancreatic disease, when compared with CA19-9 alone. However, the improvement in diagnostic accuracy is still not satisfactory in spite of an elaborate combination of serum markers in diagnosis for pancreatic cancer. Optimal combination of a sensitive serum marker and another diagnostic modality, such as ultrasonography, can be a practical way to improve important diagnostic and cost-effectiveness in diagnosis for pancreatic cancer. BACKGROUND: No specific biological test has yet been developed for diagnosis of pancreatic cancer, although increasing numbers of tumor markers become available. For improvement in the diagnostic and cost effectiveness, it is important to select optimal combination of several serum markers relatively independent of each other. METHODS: A new model of discriminant function, computer-aided multivariate and pattern analysis system for pancreatic cancer examination 2 (CAMPAS-PX2), was developed based on the data of the 23 serum tumor markers from the first prospective trial (1) to differentiate between pancreatic cancer and benign pancreatobiliary disease by logistic regression analysis using a stepwise selection method. In 243 patients suspected of having pancreatic pancreatic cancer by a multicenter prospective study, the diagnostic value of the multivariate analysis, CAMPAS-PX2, was compared with the 23 markers. RESULTS: Pancreatic cancer was subsequently identified in 27 patients. Positive in disease, negative in health, and area under receiver operating characteristic curve were significantly higher by CAMPAS-PX2 (89, 87, 91%) than by CA 19-9 (78, 82, 84%), the most sensitive marker among the 23 markers.

Biomarkers, Tumor↗

PubMed2000

Prognostic value of DNA cytometry in 281 premenopausal patients with lymph node negative breast carcinoma randomized in a control trial: multivariate analysis with Ki-67 index, mitotic count, and microvessel density.

BACKGROUND: The clinical relevance of DNA image cytometry (ICM) and flow cytometry (FCM) remains under investigation in breast carcinoma. The objective of the current work was to study the prognostic value of DNA ICM and FCM in a series of patients randomized in a control trial. A multivariate analysis has been performed including other factors still under investigation such as Ki-67 index, mitotic count, microvessel density, and P53 and Bcl-2 expression. METHODS: Two hundred and eighty-one patients were randomized in the European Organization for Research and Treatment of Cancer 10854 trial comparing surgery followed by one course of perioperative chemotherapy versus surgery alone. Tumor parameters studied were pT, multicentricity, tumor grading according to modified Scarff-Bloom-Richardson, estrogen receptors, mitotic count per 1.7 mm(2), MIB-1, and BCL-2 scores, microvessel density, and p53 expression. ICM DNA parameters studied from paraffin embedded specimens, were DNA ploidy, proliferative index, 2c deviation index, malignancy grade, and Auer-Baldetorp typing. FCM DNA parameters analyzed on the same samples were ploidy and S-phase fraction statistics. The influence of tumor parameters, and DNA parameters on overall survival (OS), disease free survival (DFS), and metastasis-free survival (MFS) was evaluated using the Cox model. Median follow-up was 82 months. RESULTS: For OS, the prognostic parameters retained were pathologic tumor size (pT) and mitotic index (MI). Overall survival was 94% and 68% for tumors pT1/MI less than 10 and pT2-3 MI greater than or equal to 10, respectively. For DFS, age, multicentricity, and grading according to modified Scarff and Bloom were predicting factors with the same relative risk. Disease free survival was 96%, 78% and 68% respectively, when 1, 2, or 3 of those factors were present. For MFS, the only retained predicting factor was MI. MFS was 97% and 73% when MI was less than 10 and MI was greater than or equal to 10, respectively. CONCLUSIONS: Evaluation of proliferative compartment was the most important predicting factor for OS and MFS in the current series of premenopausal lymph node negative patients with breast invasive carcinoma. When working on paraffin embedded tissue, the best way of assessing it was MI count. ICM DNA analysis results were not selected in multivariate analysis. DNA analysis by FCM should be considered as an unsuitable technique when working on paraffin embedded tissue.

Aneuploidy↗

PubMed1990

Prognostic value of the Jass histopathologic classification in left colon and rectal cancer: a multivariate analysis.

Variables correlated to survival were studied in 121 patients who had undergone potentially curative surgery for left colon and rectal cancer. To investigate the prognostic value of the parameters both univariate and multivariate analysis were carried out. Minimum follow-up was 5 years. Multivariate analysis showed that while disease stage (p less than 0.0001) and site of primary tumor (p less than 0.0006) independently influenced survival, type of surgical procedure and histopathologic grade had no impact on survival. Jass histopathologic classification predicted survival for patient group I and IV whereas no significant relationship was observed for group II and III, which, in our series, were the most frequently encountered groups. Of the three parameters considered for Jass classification, tubule configuration, pattern of tumor growth and lymphocytic infiltration, only the latter was significantly correlated to survival (p less than 0.005). Different results were obtained when the prognostic values of Jass group was investigated separately for the 49 patients with adenocarcinoma of the left colon and the 72 patients with rectal cancer. Further investigation is required before routine clinical application of the Jass classification can be recommended.

Adenocarcinoma↗

PubMed1993

Prognostic value of PS2 and cathepsin D in 710 human primary breast tumors: multivariate analysis.

PURPOSE: Evaluation of the prognostic value of cytosolic PS2 (pS2 protein) and cathepsin D in a large series of breast cancer patients by multivariate analysis taking into account steroid receptors and conventional prognostic factors. PATIENTS AND METHODS: Prognostic factors were analyzed in 710 primary breast cancers (median follow-up, 4 years). PS2 and cathepsin D were measured by radiometric immunoassays. Estrogen receptor (ER) and progesterone receptor (PgR) status were assessed by radioligand binding assays and multiple-point Scatchard analysis. RESULTS: The best cutoff point for PS2 to discriminate between positive (61% of the tumors) and negative was 2 ng/mg protein (univariate P value in 5-year relapse-free survival = .003). For cathepsin D, no sensible cutoff point could be chosen, since there was a continuous association between the level of cathepsin D and relapse rate (P = .001). In Cox multivariate analysis, relapse rate decreased with age of premenopausal/perimenopausal patients and with PS2 or steroid receptor positivity, and increased with the size of the tumor, the number of positive lymph nodes, and increasing levels of cathepsin D. In analysis for overall survival, age of both premenopausal/perimenopausal and postmenopausal patients, tumor size, the number of positive lymph nodes, ER/PgR, and PS2 were all independently associated with the rate of death. The level of cathepsin D was positively correlated with the rate of death, but this trend was not statistically significant. Separate Cox multivariate analyses for relapse-free survival in subgroups of patients as defined by nodal status showed that the contribution of PS2 and cathepsin D was the strongest in the node-negative subgroup. Node-negative patients with tumors containing PS2 values < or = 2 ng/mg protein and cathepsin D values more than 70 pmol/mg protein experienced a 4.5-fold increase in relapse rate as compared with those with PS2 levels greater than 2 ng/mg protein and cathepsin D levels < or = 30 pmol/mg protein. CONCLUSION: PS2 and cathepsin D are independent prognostic factors in primary breast cancer and lymph node-negative patients.

Adult↗

PubMed2003

Multivariate analysis of risk factors for development of duodenal ulcer in Helicobacter pylori-infected patients.

BACKGROUND: Although Helicobacter pylori is a significant etiologic factor of peptic ulcer disease, it remains unknown why ulcers develop only in the minority of infected individuals. AIM: The aim of this cross-sectional study was to evaluate the association between the presence of duodenal ulcer in H. pylori-infected patients and different risk factors. METHODS: A total of 122 H. pylori-infected patients were enrolled; 79 had duodenal ulcer and 43 gastritis. Univariate analysis was conducted using either Fisher's exact test or exact Cochrane-Armitage trend test. In multivariate analysis the logistic model was used. RESULTS: Univariate analysis indicated six factors (male sex, smoking, antral H. pylori density, CAGA presence in antrum, and VACA s1a presence in antrum and corpus). Four factors (sex, smoking-alcohol index, H. pylori density index, and CAGA index) were found to be significant in multivariate analysis. The best model predicting duodenal ulcer included male sex, smoking, presence of H. PYLORI on histopathology in antrum and CAGA presence in corpus. CONCLUSION: Although several risk factors were significantly associated with duodenal ulcer, we failed in the identification of either a single risk factor or a set of factors that can unequivocally differentiate patients with ulcer from those with gastritis.

Adolescent↗

PubMed2006

Analysis of European and north american maize inbred and hybrid lines by monolithic and perfusion reversed-phase high-performance chromatography and multivariate analysis.

Monolithic and perfusion RP-HPLC methods have been employed for the separation of maize proteins from several European and North American inbred and hybrid lines in analysis times close to 4 min for the perfusion column and close to 8 min for the monolithic column. A study of the repeatability of the protein extraction conditions and of the perfusion and monolithic RP-HPLC methods was performed, indicating low values of variance for the relative peak areas and for the retention times. On the other hand, a low inter-kernel variability of these chromatographic parameters was also found, confirming the possibility of a variety identification and classification of maize inbred and hybrid lines by using a RP-HPLC analysis of the maize proteins. A multivariate analysis of the chromatographic data was carried out in order to characterize and identify the inbred and hybrid maize lines. Cluster analysis of the data showed how far or closely related were the maize lines. Principal component analysis showed that protein chromatographic data had enough information to distinguish between the different groups of maize lines. Finally, a linear discriminant analysis enabled the correct classification of the inbred and hybrid lines according to their geographical origin showing the best percentage of cases correctly classified for monolithic RP-HPLC.

Chromatography, High Pressure Liquid↗

PubMed2003

[Multivariate analysis of prognosis of patients with clinical stage I and II carcinoma of mobile tongue].

BACKGROUND & OBJECTIVE: There are many factors affecting the prognosis of the patients with clinical stage I and II carcinoma of mobile tongue. This study was designed to analyze the most important factors affecting the prognosis. METHODS: The data of long period follow-up were analyzed retrospectively for 147 patients with clinical stage I and II squamous cell carcinoma of mobile tongue to evaluate the contribution of every factors influencing on survival. Survival analysis was performed by life table method; comparison among/between groups was performed using log-rank test; multivariate analysis was carried out using Cox proportional hazard model and Logistic regression model. RESULTS: Univariate analysis showed that pathological grade (G2 and G3), status of cervical lymph node, pathological stage (stage III and IV), history of alcohol consumption, primary location recurrence, regional recurrence, primary location and regional recurrence, and cancer recurrence were risk factors of the prognosis of the patients (P< 0.05). Multivariate analysis showed that locoregional recurrence (P=0.000) and pathological stage (P=0.045) could predict the prognosis. The result of Logistic regression model indicated that status of cervical lymph node (P=0.003) and history of alcohol consumption (P=0.012) were closely associated with locoregional recurrence. CONCLUSION: Locoregional recurrence and pathological stage(stage III and IV) are the most important factors affecting the prognosis of the patients with clinical stage I and II squamous cell carcinoma of mobile tongue. The risk factors affecting locoregional recurrence of the patients are positive cervical lymph node and history of alcohol consumption.

Adult↗

PubMed1995

[Analysis of risk factors in a group of patients referred for heart transplantation for refractory heart failure: multivariate analysis].

BACKGROUND: In the absence of evident clinical controindication heart transplantation can be performed in patients with critical degree of cardiac failure. The choice of adequate candidates for transplantation is frequently based on clinical severness but also influenced by factors as body size, blood group and so on. METHODS: To identify the presence of prognostic factors for patients with high risk of death, clinical, hemodynamic and therapeutic features of 70 patients (mean age 44.8 +/- 13.8) with critical cardiac failure (64 patients in IV class N.Y.H.A.) have been reviewed. Most of them were affected by dilated or ischemic cardiomyopathy. RESULTS: All patients were admitted to Cardiac Intensive Care Unit, 13 patients received transplantation, 24 were discharged and 33 died. Univariate analysis evidenced, that in the group of patients who died, sepsis (p = 0.0003), renal (p = 0.04) and liver function impairment (P = 0.007) occurred significantly more frequent. The differentiated use of catecholamines (P = 0.0007) and of vasodilators (P = 0.007), the need of mechanical ventilation (P = 0.0001) and the need of hemodialysis (P = 0.02) resulted significantly higher in the group of dead patients where mean arterial pressure (p = 0.01) and mean systemic resistances (P = 0.04) resulted significantly lower. With multivariate analysis were identified following independent risk factors of death: male sex, infections, mechanical ventilation, differentiated use of vasodilators, mean arterial pressure and mean pressure in pulmonary artery. CONCLUSIONS: As predictive risk factors of death in patients with critical cardiac failure and awaiting transplantation resulted: sex, the presence of infection, mechanical ventilation and differentiated use of vasodilators whereas hemodynamic parameters did not result of important predictive value.

Adult↗

PubMed1991

Prognostic flow cytometric information in cervical squamous cell carcinoma: a multivariate analysis of 307 patients.

In a prospective study of 307 patients with invasive squamous cell carcinoma of the uterine cervix, the prognostic impact of flow cytometric parameters (ploidy level and the fraction of S-phase cells) and clinical variables was evaluated using univariate and multivariate analyses (Cox model). Mean follow-up time as 39 (4-84) months. A total of 93 patients died from their disease during the follow-up. The S-phase fraction was evaluable in 242 cases. By means of univariate models, lethality rate was found to increase significantly with increasing age, postmenopausal status, advancing stage, and increasing S-phase fraction. In a multivariate analysis of the clinical variables of age, stage, and grade, only clinical stage was prognostic. The inclusion of ploidy level in the analysis gave no additive prognostic information. In a multivariate analysis including all variables mentioned above, stage was the strongest predictor of survival. S-phase fraction was significantly related to survival both when studied as a continuous variable (P = 0.006) and when studied as a categorized variable (10, 15, 20% as cutoff points), and in this special analysis ploidy level was of prognostic interest with a poorer survival for near-diploid cases. The outcome was poorer with increasing age. The prognostic impact of the S-phase fraction remained highly significant in separate analyses of the clinically interesting stages Ib-IIb (P less than 0.001). We conclude that measurement of the S-phase fraction is of prognostic interest and may be used for the identification of high-risk patients within a given stage, whereas ploidy level yields little information.

Adult↗

PubMed1995

Thymoma: a multivariate analysis of factors predicting survival.

BACKGROUND: Despite complete surgical excision, malignant thymomas often recur with resultant death. We reviewed our series to determine which factors independently predict survival after surgical resection. METHODS: A retrospective analysis of patients operated on for thymoma between 1949 and 1993 at Memorial Sloan-Kettering Cancer Center was performed. Clinical data were collected from chart review. Only patients with a pathology report confirming the diagnosis of thymoma were included in this analysis. Kaplan-Meier survival curves were generated and comparisons of survival analyzed by log rank test. Multivariate analysis was performed by the Cox proportional hazard model. RESULTS: One hundred eighteen patients with thymoma underwent operation. There were 86 complete resections (73%), 18 partial resections (15%), and 14 biopsies (12%). By Masaoka staging, 25 patients were stage I (21%), 41 stage II (35%), 43 stage III (36%), and 9 stage IVa (8%). Overall survival was 77% at 5 years and 55% at 10 years. Tumor recurred in 25 (29%) of 86 completely resected thymomas. Stage of disease (p = 0.03) was the only independent prognostic factor affecting recurrence. By multivariate analysis, stage (p = 0.003), tumor size (p = 0.0001), histology (p = 0.004), and extent of surgical resection (p = 0.0006) were independent predictors of long-term survival. CONCLUSIONS: Patients with stage I disease require no further therapy after complete surgical resection. Neoadjuvant therapy should be considered for patients with large tumors and invasive disease.

Combined Modality Therapy↗

PubMed2003

Anterior skull base surgery for malignant tumors: a multivariate analysis of 27 years of experience.

INTRODUCTION: Few studies have examined prognostic factors that have an impact on outcomes in anterior skull base surgery by multivariate analysis. METHODS: We retrospectively examined our institution's skull base experience from 1973-2000. RESULTS: During this time, 166 patients underwent an anterior skull base resection for malignancy (median age, 53 years; range, 6-92 years). The 5-year relapse-free and disease-specific survival was 41% and 57% (median follow-up, 53 months). Multivariate analysis found that dural invasion, primary histologic diagnosis, and margin status had a significant impact on relapse-free and disease-specific survival. CONCLUSIONS: These data indicate that patients with anterior skull base malignancies are treated successfully with skull base surgery. Patients demonstrating adverse prognostic variables such as dural invasion, adverse histologic findings, and/or positive margins should be considered for the addition of adjuvant therapy or innovative therapies as they become available in the future.

Adenocarcinoma↗

PubMedDate not supplied

Combining near infrared spectroscopy and multivariate analysis as a tool to differentiate different strains of Saccharomyces cerevisiae: a metabolomic study.

Near-infrared (NIR) spectroscopy has gained wide acceptance within the food and agriculture industries as a rapid analytical tool. NIR spectroscopy offers the advantage of rapid, non-destructive analysis and routine operation is simple and opens the possibility of using spectra to obtain the 'fingerprint' of a sample. The aim of this study was to explore the potential of combining visible (VIS) and near-infrared (NIR) spectroscopy, together with multivariate analysis, in establishing the function of genes, by investigating the metabolic profiles produced by Saccharomyces cerevisiae deletion strains sourced from the EUROSCARF yeast collection. Spectra (400-2500 nm) were acquired with a FOSS NIRSystems6500 (Foss NIRSystems), in transmittance mode. Principal component analysis (PCA) and linear discriminant analysis (LDA) were used in order to visualize graphically the relative differences and similarities of yeast deletion strains. VIS and NIR spectroscopy showed great promise as a screening tool for both discriminating between yeast strains and grouping strains with deletions in genes that disturb similar metabolic pathways. These results indicate that the methods may be useful in defining the function of genes that produce no obvious phenotype.

Discriminant Analysis↗

PubMed1989

Superficial bladder cancer treated with bacillus Calmette-Guerin: a multivariate analysis of factors affecting tumor progression.

A multivariate analysis was performed on data from 221 patients with superficial bladder tumors (papilloma in 30, grade II to III stage Ta in 51, grade II to III stage Tis in 111 and grade II to III stage T1 in 29) who were treated with intravesical bacillus Calmette-Guerin and followed for a minimum of 24 months or until progression. The purpose of this analysis was to identify prognostic variables predictive of tumor progression defined as muscle invasion, metastasis or endoscopically uncontrolled superficial bladder carcinoma involving the bladder and/or prostatic urethra. Variables examined before bacillus Calmette-Guerin, and at 3 and 6 months after bacillus Calmette-Guerin included age, sex, race, purified protein derivative reaction, duration of disease, tumor category, tumor grade, multifocality, results of cytology, flow cytometry, cystoscopy, biopsy, prior chemotherapy and bacillus Calmette-Guerin treatment regimen. Significant variables (Cox regression analysis, p less than 0.07) for tumor progression were before bacillus Calmette-Guerin--stage T1 tumors and duration of disease less than 1 year, at 3 months after bacillus Calmette-Guerin--stage T1 tumor, duration of disease less than 1 year, positive cytology studies and multifocality, and at 6 months after bacillus Calmette-Guerin--stage T1 tumor, positive cytology and positive biopsy other than stage T1 tumors. Prognostic risk groups were best defined at 6 months after bacillus Calmette-Guerin, the probability of tumor progression thereafter being at 1, 3 and 5 years, respectively, as follows: for risk group 1 (T1 tumor)--71, 100 and 100 per cent, for risk group 2 (positive biopsy other than T1 plus positive cytology)--25, 79 and 100 per cent, for risk group 3 (either positive biopsy other than stage T1 or positive cytology studies)--18, 40 and greater than 81 per cent, and for risk group 4 (negative biopsy and negative cytology studies)--2, 11 and 26 per cent, respectively. Evaluation of patients with superficial bladder carcinoma at 6 months after intravesical bacillus Calmette-Guerin therapy identifies the probability of tumor progression. Patients at high risk for tumor progression require alternative treatment strategies, whereas low risk patients can be observed for further therapy if necessary.

BCG Vaccine↗

PubMed1982

Neonatal seizures. II. A multivariate analysis of factors associated with outcome.

A multivariate analysis of perinatal events occurring in infants with neonatal seizures who were enrolled in the National Collaborative Perinatal Project allowed prediction of outcome. This prediction of death or of mental retardation, cerebral palsy, or epilepsy was empirically confirmed 64% to 83% of the time. In an infant with neonatal seizures, a five-minute Apgar score of less than 7, the need for resuscitation after 5 minutes of age, the onset time of the seizures, and a seizure lasting more than 30 minutes are the best early predictors of which infants will die or will have significant neurologic sequelae. It is hypothesized that neonatal seizures may be a better indicator of the severity or duration of intrauterine asphyxia than the Apgar score. In the neonate with seizures, the use of the formula may allow identification of infants at high risk for adverse outcomes.

Apgar Score↗

PubMed1980

[Prediction of labor onset and difficulty by the multivariate analysis (author's transl)].

Based on the multivariate analysis, we analysed the weekly change of the antepartum cervical ripe (consistency, effacement, dilatation, position) and the station, then predict the labor onset and difficulty retrospectively. 1) According to longterm observation of the internal examination of 210 primipara, in third trimester, the ripe type increased, and the unripe type decreased are found. Because of the intermediate type increased and unmovable in incidence relatively, so based on the former scoring method of mere addition of scores, it appears ineffective to predict the labor onset. 2) We studied primipara 385 and multipara 434 from 6 weeks before labor. Based on the multiple regression analysis, we could predict the labor onset. The predict value is higher in multipara than primipara, on the primipara, 78.2% antepartum 6 weeks, 82.2% 4 weeks, 92.6% 2 weeks, and on the multipara 84.6%, 82.2%, 96.2% respectively. 3) Based on the method of Mahalanobis' generalized distance, we could predict the labor difficulty in the primipara and multipara. Accuracy of abnormal prediction are 77.1% at 4 weeks formula, 77.2% at 2 weeks formula on primipara; 69.0%, 69.2% respectively on multipara. Accuracy of normal prediction 53.3%, 56.9% on primipara; 30.9% (4 weeks formula) on multipara are found. The abnormal prediction is better than the normal prediction. This method can early predict the labor onset and difficulty than the former scoring method of mere additional scores.

Analysis of Variance↗

PubMed1979

Risk assessment of pulmonary embolism by multivariate analysis.

A prospective study of 6,527 hospitalized patients was performed to evaluate the effectiveness of multivariate analysis of risk factors to correctly designate risk for pulmonary embolism. History of previous pulmonary embolism was the single most important factor. In patients without prior history, five factors emerged: inactivity, congestive heart failure, Doppler ultrasound evidence of deep-vein occlusion, female sex, and black race. Used together, these factors permitted a discrimination of risk such that 68.7% of pulmonary embolization was found to occur in 32.2% of the population designated as showing increased risk. Multivariate analysis of clinical factors improved assessment of risk, compared to the use of lower extremity findings alone, and proved to be useful in identifying individuals at increased risk for pulmonary embolism.

Analysis of Variance↗