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1.
Hong Kong Med J ; 23(3): 239-45, 2017 Jun.
Artículo en Inglés | MEDLINE | ID: mdl-28211358

RESUMEN

INTRODUCTION: Catheter-associated urinary tract infection is a major hospital-acquired infection. This study aimed to analyse the effect of a silver alloy and hydrogel-coated catheter on the occurrence of catheter-associated urinary tract infection. METHODS: This was a 1-year prospective study conducted at a single centre in Hong Kong. Adult patients with an indwelling urinary catheter for longer than 24 hours were recruited. The incidence of catheter-associated urinary tract infection in patients with a conventional latex Foley catheter without hydrogel was compared with that in patients with a silver alloy and hydrogel-coated catheter. The most recent definition of urinary tract infection was based on the latest surveillance definition of the National Healthcare Safety Network managed by Centers for Disease Control and Prevention. RESULTS: A total of 306 patients were recruited with a similar ratio between males and females. The mean (standard deviation) age was 81.1 (10.5) years. The total numbers of catheter-days were 4352 and 7474 in the silver-coated and conventional groups, respectively. The incidences of catheter-associated urinary tract infection per 1000 catheter-days were 6.4 and 9.4, respectively (P=0.095). There was a 31% reduction in the incidence of catheter-associated urinary tract infection per 1000 catheter-days in the silver-coated group. Escherichia coli was the most commonly involved pathogen (36.7%) of all cases. Subgroup analysis revealed that the protective effect of silver-coated catheter was more pronounced in long-term users as well as female patients with a respective 48% (P=0.027) and 42% (P=0.108) reduction in incidence of catheter-associated urinary tract infection. The mean catheterisation time per person was the longest in patients using a silver-coated catheter (17.0 days) compared with those using a conventional (10.8 days) or both types of catheter (13.6 days) [P=0.01]. CONCLUSIONS: Silver alloy and hydrogel-coated catheters appear to be effective in preventing catheter-associated urinary tract infection based on the latest surveillance definition. The effect is perhaps more prominent in long-term users and female patients.


Asunto(s)
Infecciones Relacionadas con Catéteres/prevención & control , Infección Hospitalaria/prevención & control , Cateterismo Urinario/efectos adversos , Infecciones Urinarias/prevención & control , Anciano , Anciano de 80 o más Años , Aleaciones , Infecciones Relacionadas con Catéteres/epidemiología , Catéteres de Permanencia , Infección Hospitalaria/epidemiología , Femenino , Humanos , Hidrogeles , Incidencia , Masculino , Estudios Prospectivos , Factores Sexuales , Plata/química , Factores de Tiempo , Cateterismo Urinario/instrumentación , Infecciones Urinarias/epidemiología
2.
Bioinformatics ; 28(6): 823-30, 2012 Mar 15.
Artículo en Inglés | MEDLINE | ID: mdl-22296787

RESUMEN

MOTIVATION: Selecting a small number of signature genes for accurate classification of samples is essential for the development of diagnostic tests. However, many genes are highly correlated in gene expression data, and hence, many possible sets of genes are potential classifiers. Because treatment outcomes are poor in advanced chronic myeloid leukemia (CML), we hypothesized that expression of classifiers of advanced phase CML when detected in early CML [chronic phase (CP) CML], correlates with subsequent poorer therapeutic outcome. RESULTS: We developed a method that integrates gene expression data with expert knowledge and predicted functional relationships using iterative Bayesian model averaging. Applying our integrated method to CML, we identified small sets of signature genes that are highly predictive of disease phases and that are more robust and stable than using expression data alone. The accuracy of our algorithm was evaluated using cross-validation on the gene expression data. We then tested the hypothesis that gene sets associated with advanced phase CML would predict relapse after allogeneic transplantation in 176 independent CP CML cases. Our gene signatures of advanced phase CML are predictive of relapse even after adjustment for known risk factors associated with transplant outcomes.


Asunto(s)
Algoritmos , Trasplante de Células Madre Hematopoyéticas , Leucemia Mielógena Crónica BCR-ABL Positiva/diagnóstico , Leucemia Mielógena Crónica BCR-ABL Positiva/genética , Teorema de Bayes , Progresión de la Enfermedad , Humanos , Leucemia Mielógena Crónica BCR-ABL Positiva/terapia , Leucemia Mieloide de Fase Crónica/genética , Análisis de Secuencia por Matrices de Oligonucleótidos , Reacción en Cadena de la Polimerasa , Recurrencia
3.
Bioinformatics ; 22(14): 1737-44, 2006 Jul 15.
Artículo en Inglés | MEDLINE | ID: mdl-16709591

RESUMEN

MOTIVATION: Identifying groups of co-regulated genes by monitoring their expression over various experimental conditions is complicated by the fact that such co-regulation is condition-specific. Ignoring the context-specific nature of co-regulation significantly reduces the ability of clustering procedures to detect co-expressed genes due to additional 'noise' introduced by non-informative measurements. RESULTS: We have developed a novel Bayesian hierarchical model and corresponding computational algorithms for clustering gene expression profiles across diverse experimental conditions and studies that accounts for context-specificity of gene expression patterns. The model is based on the Bayesian infinite mixtures framework and does not require a priori specification of the number of clusters. We demonstrate that explicit modeling of context-specificity results in increased accuracy of the cluster analysis by examining the specificity and sensitivity of clusters in microarray data. We also demonstrate that probabilities of co-expression derived from the posterior distribution of clusterings are valid estimates of statistical significance of created clusters. AVAILABILITY: The open-source package gimm is available at http://eh3.uc.edu/gimm.


Asunto(s)
Algoritmos , Inteligencia Artificial , Análisis por Conglomerados , Perfilación de la Expresión Génica/métodos , Modelos Biológicos , Familia de Multigenes/fisiología , Reconocimiento de Normas Patrones Automatizadas/métodos , Teorema de Bayes , Simulación por Computador , Interpretación Estadística de Datos , Bases de Datos Factuales , Análisis de Secuencia por Matrices de Oligonucleótidos/métodos
5.
Cell Death Discov ; 2: 16016, 2016.
Artículo en Inglés | MEDLINE | ID: mdl-27551510

RESUMEN

Although mitochondrial DNA has been implicated in diseases such as cancer, its role remains to be defined. Using three models of tumorigenesis, namely glioblastoma multiforme, multiple myeloma and osteosarcoma, we show that mitochondrial DNA plays defining roles at early and late tumour progression. Specifically, tumour cells partially or completely depleted of mitochondrial DNA either restored their mitochondrial DNA content or actively recruited mitochondrial DNA, which affected the rate of tumorigenesis. Nevertheless, non-depleted tumour cells modulated mitochondrial DNA copy number at early and late progression in a mitochondrial DNA genotype-specific manner. In glioblastoma multiforme and osteosarcoma, this was coupled with loss and gain of mitochondrial DNA variants. Changes in mitochondrial DNA genotype affected tumour morphology and gene expression patterns at early and late progression. Importantly, this identified a subset of genes that are essential to early progression. Consequently, mitochondrial DNA and commonly expressed early tumour-specific genes provide novel targets against tumorigenesis.

6.
J Clin Oncol ; 11(10): 1957-68, 1993 Oct.
Artículo en Inglés | MEDLINE | ID: mdl-7691999

RESUMEN

PURPOSE: To evaluate the efficacy of three hormonal manipulations in the palliation of chemoresistant ovarian cancer, and to analyze the results in the light of other clinical trials. PATIENTS AND METHODS: Three sequential phase II trials were performed in patients with refractory epithelial ovarian carcinoma, using high-dose megestrol acetate (800 mg/d for 30 days, then 400 mg/d), high-dose tamoxifen (80 mg/d for 30 days, then 40 mg/d), and aminoglutethimide (1 g/d plus tapering doses of hydrocortisone). Results were compared with those described in the world literature from trials of the same or similar agents. RESULTS: No responses were seen among 30 assessable patients treated with megestrol acetate, and most (but not all) similar trials have reported low response rates. Five responses (17%) were seen among 29 patients treated with tamoxifen. Two responses exceeded 5 years in duration. No responses were seen among 15 patients treated with aminoglutethimide. CONCLUSION: Antiestrogen therapy may offer the possibility of useful and, occasionally, long-term palliation of refractory epithelial ovarian carcinoma, with little toxicity. There may be a trend toward a dose-response effect, which represents a suitable topic for a future prospective trial.


Asunto(s)
Aminoglutetimida/uso terapéutico , Megestrol/análogos & derivados , Neoplasias Ováricas/tratamiento farmacológico , Cuidados Paliativos , Tamoxifeno/uso terapéutico , Adenocarcinoma/tratamiento farmacológico , Carcinoma/tratamiento farmacológico , Resistencia a Medicamentos , Quimioterapia Combinada , Femenino , Humanos , Hidrocortisona/uso terapéutico , Megestrol/uso terapéutico , Acetato de Megestrol
7.
Arch Intern Med ; 139(5): 552-4, 1979 May.
Artículo en Inglés | MEDLINE | ID: mdl-220925

RESUMEN

Despite frequent metastatic involvement of the pancreas at postmortem examination in patients with small cell lung cancer, clinically observed pancreatitis due to metastatic pancreatic tumor rarely has been reported. This communication describes three cases of clinical acute pancreatitis occurring in a consecutive series of 40 patients with oat cell lung cancer. This complication may appear either as the initial manifestation of the neoplasm or during a recrudescent phase of the malignant growth. The diagnosis should be suspected in the presence of the clinical, laboratory, and radiologic features of acute pancreatitis in patients with known small cell carcinoma of the lung, especially if there is evidence of progression of the neoplastic disease elsewhere and no response to conservative medical management. Aggressive treatment with polychemotherapy can produce rapid clinical improvement and useful prolongation of survival.


Asunto(s)
Carcinoma Broncogénico/complicaciones , Carcinoma de Células Pequeñas/complicaciones , Neoplasias Pulmonares/complicaciones , Pancreatitis/etiología , Enfermedad Aguda , Adulto , Carcinoma Broncogénico/patología , Carcinoma de Células Pequeñas/patología , Femenino , Humanos , Neoplasias Pulmonares/patología , Masculino , Persona de Mediana Edad , Metástasis de la Neoplasia , Pancreatitis/patología
8.
Hum Mutat ; 17(5): 436, 2001 May.
Artículo en Inglés | MEDLINE | ID: mdl-11317367

RESUMEN

Heterozygous truncating mutations in the RP1 gene cause approximately 7% of autosomal dominant retinitis pigmentosa (RP) cases. To examine the role of RP1 mutations in RP, we screened 101 unrelated Chinese RP patients (unselected for mode of inheritance) and 190 elderly normal control subjects for sequence changes in the coding exons for the 2156 amino acid RP1 protein. One patient had a mutation, thus RP1 mutations cause about 0.0% to 5.4% (95% confidence interval) of all RP among Chinese. The mutation was R677X, the most common found in Americans. Five other known sequence changes were found. In addition, nine novel sequence alterations were identified: 746G>A (R249H), 1437G>T (M479I), 2116G>C (G706R), 3024G>A (Q1008Q), 3188G>A (Q1063R), 5797C>T (R1933X), 6423A>G (I2141M), and the variants 6542C>T and 6676T>A, both in the 3' untranslated region. One control subject and three members of a non-RP family were heterozygous for R1933X, which is therefore likely to be a non-disease-causing variant. The most C-terminal truncation previously reported was due to Tyr1053 (1-bp del) and occurred in RP patients. Thus the presence of a normal level of at least part of RP1 between amino acids 1052 and 1933 appears necessary to prevent RP. Hum Mutat 17:436, 2001.


Asunto(s)
Pueblo Asiatico/genética , Codón sin Sentido/genética , Proteínas del Ojo/química , Proteínas del Ojo/genética , Variación Genética/genética , Retinitis Pigmentosa/genética , Retinitis Pigmentosa/fisiopatología , Regiones no Traducidas 3'/genética , Adolescente , Adulto , Anciano , Niño , Análisis Mutacional de ADN , Exones/genética , Proteínas del Ojo/metabolismo , Femenino , Frecuencia de los Genes , Pruebas Genéticas , Genotipo , Hong Kong , Humanos , Masculino , Proteínas Asociadas a Microtúbulos , Persona de Mediana Edad , Linaje , Fenotipo , Sitios de Empalme de ARN/genética , Eliminación de Secuencia/genética
9.
Am J Med ; 59(4): 568-74, 1975 Oct.
Artículo en Inglés | MEDLINE | ID: mdl-810022

RESUMEN

Described here is a case of multiple myeloma in a patient with sickle cell anemia. Viscometric studies were made by comparing the patient's whole blood, plasma and washed red blood cells with those of a normal control subject and a patient with sickle cell anemia. Results showed that the increased viscosity of the patient's whole blood as compared with that of the control patient with sickle cell anemia was mainly due to erythrocytic interaction with the circulating abnormal immunoglobulin. It is postulated that the increased frequency of vaso-occlusive crisis that occurred in our patient in the months before the diagnosis and treatment of multiple myeloma, was due to this cell-protein interaction with the resulting enhancement of whole blood viscosity and the sickling phenomena.


Asunto(s)
Anemia de Células Falciformes/complicaciones , Viscosidad Sanguínea , Neoplasias Óseas/complicaciones , Mieloma Múltiple/complicaciones , Adulto , Anemia de Células Falciformes/sangre , Anemia de Células Falciformes/inmunología , Neoplasias Óseas/sangre , Neoplasias Óseas/inmunología , Eritrocitos/análisis , Hemoglobinas/análisis , Humanos , Inmunoglobulina A/análisis , Inmunoglobulina G/análisis , Inmunoglobulina M/análisis , Cadenas kappa de Inmunoglobulina/análisis , Masculino , Mieloma Múltiple/sangre , Mieloma Múltiple/inmunología , Proteínas de Mieloma/sangre
10.
Am J Med ; 67(2): 325-30, 1979 Aug.
Artículo en Inglés | MEDLINE | ID: mdl-313709

RESUMEN

Three different neoplasms of B cell lineage, chronic lymphocytic leukemia, immunoglobulin A (IgA) myeloma and immunoglobulin G (IgG) myeloma were detected in three patients who had heavy occupational exposure to asbestos dust. Two of the patients had coexistent pulmonary asbestosis, whereas the third patient had a pleural mesothelioma subsequent to his initial presentation with myeloma. Defective cell-mediated immunity and hyperactivity of B cell function have previously been noted in patients with asbestosis. We suggest the possibility that these asbestos-related immunologic derangements may predispose to the development of immunoproliferative and lymphoproliferative neoplasms, since such tumors have been observed in a variety of other settings, characterized by protracted hyperactivity of the immune system.


Asunto(s)
Amianto/efectos adversos , Asbestosis/complicaciones , Linfocitos B/inmunología , Leucemia Linfoide/etiología , Mieloma Múltiple/etiología , Anciano , Exposición a Riesgos Ambientales , Humanos , Inmunidad Celular , Inmunoglobulina A/análisis , Inmunoglobulina G/análisis , Masculino , Mesotelioma/etiología , Persona de Mediana Edad , Neoplasias Pleurales/etiología
11.
Clin Chim Acta ; 313(1-2): 209-15, 2001 Nov.
Artículo en Inglés | MEDLINE | ID: mdl-11694261

RESUMEN

BACKGROUND: At least 1 million people worldwide have retinitis pigmentosa (RP), making it relatively common among the inherited forms of blindness. Mutations in many genes may cause RP. The most common known mutation, Pro347Leu in rhodopsin, is found in no more than about 1% of unrelated patients, implying the impracticality of a diagnostic test which would screen only for a few, common mutation sites. CONCLUSIONS: Ongoing discovery and study of RP genes makes it feasible to consider a molecular diagnostic test which would screen coding regions of all known RP genes by a mutation detection method such as conformation-sensitive gel electrophoresis followed by sequencing. The parallel development of RP genetic knowledge and treatments such as gene therapy will make such tests both possible and necessary.


Asunto(s)
Mutación , Retinitis Pigmentosa/diagnóstico , China , Predisposición Genética a la Enfermedad , Terapia Genética , Humanos , Retinitis Pigmentosa/etnología , Retinitis Pigmentosa/genética , Retinitis Pigmentosa/terapia
12.
Br J Ophthalmol ; 85(9): 1046-8, 2001 Sep.
Artículo en Inglés | MEDLINE | ID: mdl-11520753

RESUMEN

AIM: To determine the pattern of rhodopsin mutations in Chinese retinitis pigmentosa (RP) patients. METHODS: The rhodopsin gene was examined in 101 RP patients and 190 controls from Hong Kong. RESULTS: Three coding changes were identified: Pro347Leu, Ala299Ser, and 5211delC. Each protein sequence alteration was found in one patient. Ala299Ser also existed in two controls. CONCLUSION: The C-terminal nonsense mutation may cause mis-sorting of rhodopsin protein. The finding of controls with Ala299Ser suggests this is only the third missense alteration reported that does not cause RP. The expected frequency of rhodopsin mutations in RP is <7% (2/101=2.0%, 95% confidence interval: 0.2%-7.0%).


Asunto(s)
Mutación , Retinitis Pigmentosa/genética , Rodopsina/genética , Adulto , Secuencia de Aminoácidos , Secuencia de Bases , Codón sin Sentido , Femenino , Humanos , Persona de Mediana Edad , Datos de Secuencia Molecular
13.
Postgrad Med ; 61(3): 167-71, 174-5, 1977 Mar.
Artículo en Inglés | MEDLINE | ID: mdl-840802

RESUMEN

The following is an example of a typical case of Hodgkin's disease, which illustrates the use of clinical and pathologic staging procedures. A 40-year-old man had fever and swelling of the left side of the neck for two weeks. Physical examination showed enlargement of the left supraclavicular and left axillary lymph nodes but no hepatosplenomegaly. Biopsy of the affected lymph nodes showed Hodgkin's disease, mixed cellularity type. A chest roentgenogram, lymphangiogram. 67Ga scan, and results of bone marrow biopsy of the right iliac crest were normal. The clinical stage was classified as IIB2. (Subscript 2 indicates the number of regions of lymph node involvement. The patient subsequently underwent laparotomy. The spleen weighed 150 gm and contained microfoci of Hodgkin disease. Biopsy of an upper para-aortic lymph node at the L-1 showed involvement by Hodgkin disease, but specimens from either lobe of the liver, lower para-aortic and iliac lymph nodes, and left iliac crest did not. The pathologic stage was therefore classified as IIIN+H-S+M- Polychemotherapy was prescribed.


Asunto(s)
Enfermedad de Hodgkin/diagnóstico , Adolescente , Adulto , Femenino , Enfermedad de Hodgkin/patología , Enfermedad de Hodgkin/cirugía , Humanos , Ganglios Linfáticos/patología , Masculino , Persona de Mediana Edad , Pronóstico
14.
Postgrad Med ; 61(3): 179-82, 185, 1977 Mar.
Artículo en Inglés | MEDLINE | ID: mdl-840803

RESUMEN

Non-Hodgkin lymphoma is a heterogenous group of lymphoreticular malignancies that can be classified into six major cell types. In comparison with Hodgkin disease, non-Hodgkin lymphoma is more common and tends to occur in older persons. The investigative procedures for clinical and pathologic staging are similar to those used in Hodgkin disease, except that staging laparotomy is performed less frequently. Results of biopsy reflect a high incidence of bone marrow, liver, and splenic hilar and mesenteric lymph node involvement in Non-Hodgkin lymphoma than in Hodgkin disease.


Asunto(s)
Linfoma/patología , Humanos , Linfoma/clasificación , Linfoma/diagnóstico
15.
Cell Death Differ ; 20(12): 1644-53, 2013 Dec.
Artículo en Inglés | MEDLINE | ID: mdl-23995230

RESUMEN

As stem cells undergo differentiation, mitochondrial DNA (mtDNA) copy number is strictly regulated in order that specialized cells can generate appropriate levels of adenosine triphosphate (ATP) through oxidative phosphorylation (OXPHOS) to undertake their specific functions. It is not understood whether tumor-initiating cells regulate their mtDNA in a similar manner or whether mtDNA is essential for tumorigenesis. We show that human neural stem cells (hNSCs) increased their mtDNA content during differentiation in a process that was mediated by a synergistic relationship between the nuclear and mitochondrial genomes and results in increased respiratory capacity. Differentiating multipotent glioblastoma cells failed to match the expansion in mtDNA copy number, patterns of gene expression and increased respiratory capacity observed in hNSCs. Partial depletion of glioblastoma cell mtDNA rescued mtDNA replication events and enhanced cell differentiation. However, prolonged depletion resulted in impaired mtDNA replication, reduced proliferation and induced the expression of early developmental and pro-survival markers including POU class 5 homeobox 1 (OCT4) and sonic hedgehog (SHH). The transfer of glioblastoma cells depleted to varying degrees of their mtDNA content into immunocompromised mice resulted in tumors requiring significantly longer to form compared with non-depleted cells. The number of tumors formed and the time to tumor formation was relative to the degree of mtDNA depletion. The tumors derived from mtDNA depleted glioblastoma cells recovered their mtDNA copy number as part of the tumor formation process. These outcomes demonstrate the importance of mtDNA to the initiation and maintenance of tumorigenesis in glioblastoma multiforme.


Asunto(s)
Neoplasias Encefálicas/genética , Variaciones en el Número de Copia de ADN/genética , ADN Mitocondrial/genética , Glioblastoma/genética , Animales , Biomarcadores de Tumor/genética , Neoplasias Encefálicas/patología , Diferenciación Celular/genética , Línea Celular Tumoral , Núcleo Celular/genética , Respiración de la Célula/genética , Replicación del ADN/genética , Regulación Neoplásica de la Expresión Génica , Proteína Ácida Fibrilar de la Glía/metabolismo , Glioblastoma/patología , Humanos , Ratones , Células-Madre Neurales/metabolismo , Regulación hacia Arriba/genética
16.
Int J Tuberc Lung Dis ; 16(11): 1498-504, 2012 Nov.
Artículo en Inglés | MEDLINE | ID: mdl-23006834

RESUMEN

SETTING: A US clinic treating patients entering the continuation phase of treatment for Mycobacterium tuberculosis. OBJECTIVE: To compare the costs of direct confirmation of treatment using wirelessly observed therapy (WOT) vs. standard of care utilizing World Health Organization-recommended 7-day and 3-day directly observed therapy (DOT). DESIGN: A model was created comparing the costs between the two types of DOT and WOT, using data from public sources of treatment, personnel costs, patient spending, and interview responses. The model considered public health facility's cost-to-treat and patient's cost-to-be-treated. Cost drivers for M. tuberculosis treatment monitoring were identified, and four univariate sensitivity analyses were conducted on selected variables. RESULTS: The cost of WOT was estimated to be 36% of 7-day DOT, and 71% of 3-day DOT in public health facility's cost-to-treat. The patient's cost-to-be-treated with WOT was estimated to be 4% of 7-day DOT and 8% of 3-day DOT. Sensitivity analyses indicated that WOT was likely to provide immediate cost savings over a range of WOT costs, time spent on WOT monitoring, WOT-related treatment failure rates and clinician compensations. CONCLUSION: Under several potential cost scenarios, the immediate cost of M. tuberculosis treatment by WOT appears to be substantially less than DOT. Further WOT development for M. tuberculosis treatment appears warranted.


Asunto(s)
Antituberculosos/administración & dosificación , Terapia por Observación Directa/economía , Cumplimiento de la Medicación , Modelos Económicos , Tuberculosis/tratamiento farmacológico , Instituciones de Atención Ambulatoria/economía , Instituciones de Atención Ambulatoria/organización & administración , Antituberculosos/economía , Antituberculosos/uso terapéutico , Ahorro de Costo , Terapia por Observación Directa/métodos , Costos de la Atención en Salud , Humanos , Mycobacterium tuberculosis/efectos de los fármacos , Salud Pública/economía , Salud Pública/métodos , Factores de Tiempo , Tuberculosis/economía , Estados Unidos , Tecnología Inalámbrica , Organización Mundial de la Salud
19.
Cancer ; 39(5): 2286-9, 1977 May.
Artículo en Inglés | MEDLINE | ID: mdl-322855

RESUMEN

Six months after right-sided spontaneous pneumothorax developed in a 56-year-old man, squamous cell carcinoma was discovered in the ipsilateral lung. Fifteen cases of bronchogenic carcinoma presenting as spontaneous pneumothorax have been reported in the English language literature. Possible pathogenetic mechanisms include: direct tumor invasion of pleura; rupture of a subpleural bleb (in an area of obstructive emphysema) or an emphysematous bulla (in an overexpanded portion of the lung associated with lobar or segmental collapse); or unknown. Patients with spontaneous pneumothorax who fail to achieve complete expansion after three weeks of therapy or who have persistent roentgenographic pulmonary infiltration should undergo further investigation for bronchogenic carcinoma.


Asunto(s)
Carcinoma Broncogénico/complicaciones , Carcinoma de Células Escamosas/complicaciones , Neoplasias Pulmonares/complicaciones , Neumotórax/etiología , Adulto , Anciano , Carcinoma Broncogénico/diagnóstico por imagen , Carcinoma de Células Escamosas/diagnóstico por imagen , Femenino , Humanos , Neoplasias Pulmonares/diagnóstico por imagen , Masculino , Persona de Mediana Edad , Neumotórax/diagnóstico por imagen , Neumotórax/terapia , Radiografía
20.
Bioinformatics ; 17(9): 763-74, 2001 Sep.
Artículo en Inglés | MEDLINE | ID: mdl-11590094

RESUMEN

MOTIVATION: There is a great need to develop analytical methodology to analyze and to exploit the information contained in gene expression data. Because of the large number of genes and the complexity of biological networks, clustering is a useful exploratory technique for analysis of gene expression data. Other classical techniques, such as principal component analysis (PCA), have also been applied to analyze gene expression data. Using different data analysis techniques and different clustering algorithms to analyze the same data set can lead to very different conclusions. Our goal is to study the effectiveness of principal components (PCs) in capturing cluster structure. Specifically, using both real and synthetic gene expression data sets, we compared the quality of clusters obtained from the original data to the quality of clusters obtained after projecting onto subsets of the principal component axes. RESULTS: Our empirical study showed that clustering with the PCs instead of the original variables does not necessarily improve, and often degrades, cluster quality. In particular, the first few PCs (which contain most of the variation in the data) do not necessarily capture most of the cluster structure. We also showed that clustering with PCs has different impact on different algorithms and different similarity metrics. Overall, we would not recommend PCA before clustering except in special circumstances.


Asunto(s)
Expresión Génica/genética , Genes , Análisis de Secuencia por Matrices de Oligonucleótidos/estadística & datos numéricos , Algoritmos , Análisis por Conglomerados , Femenino , Genes/genética , Genes Fúngicos/genética , Genes Relacionados con las Neoplasias/genética , Genes cdc , Humanos , Modelos Estadísticos , Análisis de Secuencia por Matrices de Oligonucleótidos/métodos , Neoplasias Ováricas/genética , Ovario/química , Ovario/metabolismo , Saccharomyces cerevisiae/genética
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