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1.
Mol Psychiatry ; 23(9): 1900-1910, 2018 09.
Artigo em Inglês | MEDLINE | ID: mdl-28848234

RESUMO

Alcohol use disorder (AUD) is a common and chronic disorder with substantial effects on personal and public health. The underlying pathophysiology is poorly understood but strong evidence suggests significant roles of both genetic and epigenetic components. Given that alcohol affects many organ systems, we performed a cross-tissue and cross-phenotypic analysis of genome-wide methylomic variation in AUD using samples from 3 discovery, 4 replication, and 2 translational cohorts. We identified a differentially methylated region in the promoter of the proprotein convertase subtilisin/kexin 9 (PCSK9) gene that was associated with disease phenotypes. Biological validation showed that PCSK9 promoter methylation is conserved across tissues and positively correlated with expression. Replication in AUD datasets confirmed PCSK9 hypomethylation and a translational mouse model of AUD showed that alcohol exposure leads to PCSK9 downregulation. PCSK9 is primarily expressed in the liver and regulates low-density lipoprotein cholesterol (LDL-C). Our finding of alcohol-induced epigenetic regulation of PCSK9 represents one of the underlying mechanisms between the well-known effects of alcohol on lipid metabolism and cardiovascular risk, with light alcohol use generally being protective while chronic heavy use has detrimental health outcomes.


Assuntos
Alcoolismo/genética , Pró-Proteína Convertase 9/efeitos dos fármacos , Pró-Proteína Convertase 9/genética , Adulto , Alcoolismo/fisiopatologia , Animais , LDL-Colesterol/metabolismo , Metilação de DNA/genética , Epigênese Genética/genética , Epigenômica/métodos , Etanol/efeitos adversos , Etanol/metabolismo , Feminino , Regulação da Expressão Gênica/genética , Humanos , Metabolismo dos Lipídeos/genética , Fígado/metabolismo , Masculino , Camundongos , Fenótipo , Regiões Promotoras Genéticas/genética , Pró-Proteína Convertase 9/fisiologia , Ratos , Ratos Wistar
2.
Mol Psychiatry ; 23(10): 2029-2038, 2018 10.
Artigo em Inglês | MEDLINE | ID: mdl-29133954

RESUMO

Preclinical evidence suggests that ghrelin, a peptide synthesized by endocrine cells of the stomach and a key component of the gut-brain axis, is involved in alcohol seeking as it modulates both central reward and stress pathways. However, whether and how ghrelin administration may impact alcohol intake in humans is not clear. For, we believe, the first time, this was investigated in the present randomized, crossover, double-blind, placebo-controlled, human laboratory study. Participants were non-treatment-seeking alcohol-dependent heavy-drinking individuals. A 10-min loading dose of intravenous ghrelin/placebo (3 mcg kg-1) followed by a continuous ghrelin/placebo infusion (16.9 ng/kg/min) was administered. During a progressive-ratio alcohol self-administration experiment, participants could press a button to receive intravenous alcohol using the Computerized Alcohol Infusion System. In another experiment, brain functional magnetic resonance imaging was conducted while participants performed a task to gain points for alcohol, food or no reward. Results showed that intravenous ghrelin, compared to placebo, significantly increased the number of alcohol infusions self-administered (percent change: 24.97±10.65, P=0.04, Cohen's d=0.74). Participants were also significantly faster to initiate alcohol self-administration when they received ghrelin, compared to placebo (P=0.03). The relationships between breath alcohol concentration and subjective effects of alcohol were also moderated by ghrelin administration. Neuroimaging data showed that ghrelin increased the alcohol-related signal in the amygdala (P=0.01) and modulated the food-related signal in the medial orbitofrontal cortex (P=0.01) and nucleus accumbens (P=0.08). These data indicate that ghrelin signaling affects alcohol seeking in humans and should be further investigated as a promising target for developing novel medications for alcohol use disorder.


Assuntos
Consumo de Bebidas Alcoólicas/tratamento farmacológico , Comportamento de Procura de Droga/efeitos dos fármacos , Grelina/farmacologia , Administração Intravenosa , Adulto , Consumo de Bebidas Alcoólicas/fisiopatologia , Alcoolismo/metabolismo , Tonsila do Cerebelo/metabolismo , Encéfalo/metabolismo , Estudos Cross-Over , Método Duplo-Cego , Etanol/administração & dosagem , Feminino , Grelina/administração & dosagem , Grelina/metabolismo , Humanos , Masculino , Pessoa de Meia-Idade , Estudo de Prova de Conceito , Recompensa , Autoadministração
3.
Transl Psychiatry ; 6(11): e953, 2016 11 15.
Artigo em Inglês | MEDLINE | ID: mdl-27845775

RESUMO

The corticotropin releasing factor (CRF) exerts its effects by acting on its receptors and on the binding protein (CRFBP), and has been implicated in alcohol use disorder (AUD). Therefore, identification of the exact contribution of each protein that mediates CRF effects is necessary to design effective therapeutic strategies for AUD. A series of in vitro/in vivo experiments across different species were performed to define the biological discrete role of CRFBP in AUD. First, to establish the CRFBP role in receptor signaling, we developed a novel chimeric cell-based assay and showed that CFRBP full length can stably be expressed on the plasma membrane. We discovered that only CRFBP(10 kD) fragment is able to potentiate CRF-intracellular Ca2+ release. We provide evidence that CRHBP gene loss increased ethanol consumption in mice. Then, we demonstrate that selective reduction of CRHBP expression in the center nucleus of the amygdala (CeA) decreases ethanol consumption in ethanol-dependent rats. CRFBP amygdalar downregulation, however, does not attenuate yohimbine-induced ethanol self-administration. This effect was associated with decreased hemodynamic brain activity in the CRFBP-downregulated CeA and increased hemodynamic activity in the caudate putamen during yohimbine administration. Finally, in alcohol-dependent patients, genetic variants related to the CRFBP(10 kD) fragment were associated with greater risk for alcoholism and anxiety, while other genetic variants were associated with reduced risk for anxiety. Taken together, our data provide evidence that CRFBP may possess both inhibitory and excitatory roles and may represent a novel pharmacological target for the treatment of AUD.


Assuntos
Consumo de Bebidas Alcoólicas/genética , Alcoolismo/genética , Proteínas de Transporte/genética , Consumo de Bebidas Alcoólicas/fisiopatologia , Alcoolismo/fisiopatologia , Tonsila do Cerebelo/fisiopatologia , Animais , Cálcio/metabolismo , Membrana Celular/metabolismo , Regulação para Baixo/genética , Expressão Gênica/genética , Humanos , Sistema Hipotálamo-Hipofisário/fisiopatologia , Imageamento por Ressonância Magnética , Masculino , Camundongos , Camundongos Endogâmicos , Camundongos Knockout , Sistema Hipófise-Suprarrenal/fisiopatologia , Fluxo Sanguíneo Regional/genética , Especificidade da Espécie , Adulto Jovem
4.
Transl Psychiatry ; 5: e583, 2015 Jun 16.
Artigo em Inglês | MEDLINE | ID: mdl-26080318

RESUMO

The hormone glucagon-like peptide-1 (GLP-1) regulates appetite and food intake. GLP-1 receptor (GLP-1R) activation also attenuates the reinforcing properties of alcohol in rodents. The present translational study is based on four human genetic association studies and one preclinical study providing data that support the hypothesis that GLP-1R may have a role in the pathophysiology of alcohol use disorder (AUD). Case-control analysis (N = 908) was performed on a sample of individuals enrolled in the National Institute on Alcohol Abuse and Alcoholism (NIAAA) intramural research program. The Study of Addiction: Genetics and Environment (SAGE) sample (N = 3803) was used for confirmation purposes. Post hoc analyses were carried out on data from a human laboratory study of intravenous alcohol self-administration (IV-ASA; N = 81) in social drinkers and from a functional magnetic resonance imaging study in alcohol-dependent individuals (N = 22) subjected to a Monetary Incentive Delay task. In the preclinical study, a GLP-1R agonist was evaluated in a mouse model of alcohol dependence to demonstrate the role of GLP-1R for alcohol consumption. The previously reported functional allele 168Ser (rs6923761) was nominally associated with AUD (P = 0.004) in the NIAAA sample, which was partially replicated in males of the SAGE sample (P = 0.033). The 168 Ser/Ser genotype was further associated with increased alcohol administration and breath alcohol measures in the IV-ASA experiment and with higher BOLD response in the right globus pallidus when receiving notification of outcome for high monetary reward. Finally, GLP-1R agonism significantly reduced alcohol consumption in a mouse model of alcohol dependence. These convergent findings suggest that the GLP-1R may be an attractive target for personalized pharmacotherapy treatment of AUD.


Assuntos
Alcoolismo/genética , Globo Pálido/fisiopatologia , Receptor do Peptídeo Semelhante ao Glucagon 1/agonistas , Receptor do Peptídeo Semelhante ao Glucagon 1/genética , Adulto , Consumo de Bebidas Alcoólicas , Alcoolismo/tratamento farmacológico , Alcoolismo/fisiopatologia , Alelos , Animais , Comportamento Animal/efeitos dos fármacos , Encéfalo/fisiopatologia , Estudos de Casos e Controles , Depressores do Sistema Nervoso Central/administração & dosagem , Modelos Animais de Doenças , Etanol/administração & dosagem , Feminino , Neuroimagem Funcional , Estudos de Associação Genética , Genótipo , Humanos , Imageamento por Ressonância Magnética , Camundongos , Pessoa de Meia-Idade , Terapia de Alvo Molecular , Testes Neuropsicológicos , Peptídeos/farmacologia , Autoadministração , Adulto Jovem
5.
Biol Psychiatry ; 50(9): 685-90, 2001 Nov 01.
Artigo em Inglês | MEDLINE | ID: mdl-11704075

RESUMO

BACKGROUND: Brain volume decreases with normal aging. We sought to determine whether, in addition to age, individual differences in stress reactivity (i.e., neuroticism) would also predict reductions in brain volume. METHODS: Brain volume ratios were calculated for a sample of 86 healthy volunteers, based on segmented brain volumes taken from T(1)-weighted magnetic resonance imaging and corrected for intracranial volume. Standardized self-reported measures of dispositional neuroticism were concurrently obtained by administering the Revised NEO Personality Inventory. RESULTS: After statistically controlling for age and sex, neuroticism showed a significant negative association with the ratio of brain to the remainder of the intracranial volume, but was not related to intracranial volume itself. In particular, subfactors of neuroticism related to the chronic experience of arousing negative emotions were associated with reduced brain ratio. CONCLUSIONS: These results suggest that individual differences in stress reactivity contribute to reductions in brain volume observed during adulthood.


Assuntos
Encéfalo/anatomia & histologia , Transtornos Neuróticos/etiologia , Adulto , Feminino , Humanos , Imageamento por Ressonância Magnética , Masculino , Transtornos Neuróticos/diagnóstico , Determinação da Personalidade
6.
Alcohol Clin Exp Res ; 25(5 Suppl ISBRA): 104S-109S, 2001 May.
Artigo em Inglês | MEDLINE | ID: mdl-11391058

RESUMO

This article represents the proceedings of a symposium at the 2000 ISBRA Meeting in Yokohama, Japan. The co-chairs were Karl Mann and Ingrid Agartz. The presentations were (1) Neuropathological changes in alcohol-related brain damage, by Clive Harper; (2) Regional brain volumes including the hippocampus and monoamine metabolites in alcohol dependence, by Ingrid Agartz, Susan Shoaf, Robert R, Rawlings, Reza Momenan, and Daniel W Hommer; (3) Diffusion tensor abnormalities in imaging of white matter alcoholism, by Adolf Pfefferbaum and Edith V. Sullivan; (4) Use of functional MRI to evaluate brain activity during alcohol cue exposure in alcoholics: Relationship to craving, by Raymond F. Anton, David J. Drobes, and Mark S. George; and (5) mu-Opiate receptor availability in alcoholism: First results from a positron emission tomography study, by Karl Mann, Roland Bares, Hans-Juergen Machulla, Goetz Mundle, Matthias Reimold, and Andreas Heinz.


Assuntos
Alcoolismo/patologia , Comportamento Aditivo/fisiopatologia , Dano Encefálico Crônico/patologia , Encéfalo/fisiopatologia , Alcoolismo/metabolismo , Comportamento Aditivo/metabolismo , Encéfalo/metabolismo , Dano Encefálico Crônico/metabolismo , Sinais (Psicologia) , Síndrome de Korsakoff/patologia , Hepatopatias Alcoólicas/patologia , Imageamento por Ressonância Magnética/métodos , Receptores Opioides mu/metabolismo , Tomografia Computadorizada de Emissão/métodos
7.
Am J Psychiatry ; 158(2): 198-204, 2001 Feb.
Artigo em Inglês | MEDLINE | ID: mdl-11156801

RESUMO

OBJECTIVE: The goal of this study was to compare brain volumes of alcoholic and nonalcoholic men and women and determine if the magnitudes of differences in brain volumes between alcoholic women and nonalcoholic women are greater than the magnitudes of the differences between alcoholic men and nonalcoholic men. METHOD: The study group included 118 subjects: 79 inpatients 30-60 years of age who were alcohol dependent but had no clinically apparent cognitive impairment or medical illness (43 men and 36 women) and 39 healthy comparison subjects of similar age who were not alcoholic (20 men and 19 women). The volume of intracranial contents was segmented into gray matter, white matter, sulcal CSF, and ventricular CSF from a T(1)-weighted magnetic resonance image obtained after the alcoholic subjects had attained 3 weeks of sobriety. RESULTS: Alcoholic women had significantly smaller volumes of gray and white matter as well as greater volumes of sulcal and ventricular CSF than nonalcoholic women. The differences in gray and white matter volumes between alcoholic and nonalcoholic men were significant, but the significance of these differences was of a smaller magnitude than the significance of the differences between alcoholic and nonalcoholic women. Direct comparisons of alcoholic men and women showed that the proportion of intracranial contents occupied by gray matter was smaller in alcoholic women than in alcoholic men. The magnitudes of differences in brain volumes adjusted for intracranial size between alcoholic women and nonalcoholic women were greater than the magnitudes of the adjusted differences between alcoholic men and nonalcoholic men. CONCLUSIONS: These results are consistent with greater sensitivity to alcohol neurotoxicity among women.


Assuntos
Consumo de Bebidas Alcoólicas/efeitos adversos , Alcoolismo/diagnóstico , Encéfalo/anatomia & histologia , Encéfalo/efeitos dos fármacos , Etanol/efeitos adversos , Etanol/farmacologia , Adulto , Fatores Etários , Alcoolismo/complicações , Feminino , Humanos , Masculino , Fatores Sexuais , Crânio/anatomia & histologia
9.
Arch Gen Psychiatry ; 56(4): 356-63, 1999 Apr.
Artigo em Inglês | MEDLINE | ID: mdl-10197833

RESUMO

BACKGROUND: Smaller hippocampal volumes have been reported in the brains of alcoholic patients than in those of healthy subjects, although it is unclear if the hippocampus is disproportionally smaller than the brain as a whole. There is evidence that alcoholic women are more susceptible than alcoholic men to liver and cardiac damage from alcohol. It is not known whether the hippocampi of the female brain are more vulnerable to alcohol. METHODS: We compared the hippocampal volumes in 52 hospitalized alcoholic men and women with those of 36 healthy nonalcoholic men and women. All subjects were between 27 and 53 years of age. The hippocampal volumes were measured from sagittal T-weighted high-resolution magnetic resonance images. RESULTS: The alcoholic women had less lifetime drinking and a later age at onset of heavy drinking than alcoholic men. Both alcoholic men and women had significantly smaller right hippocampi and larger cerebrospinal fluid volumes than healthy subjects of the same sex. Only among women were the left hippocampus and the nonhippocampal brain volume also significantly smaller. The proportion of hippocampal volume relative to the rest of the brain volume was the same in alcoholic patients and healthy subjects, in both men and women. The right hippocampus was larger than the left among all subjects. Women demonstrated larger hippocampal volumes relative to total brain volume than men. Psychiatric comorbidity, including posttraumatic stress disorder, did not affect hippocampal volume. CONCLUSIONS: In chronic alcoholism, the reduction of hippocampal volume is proportional to the reduction of the brain volume. Alcohol consumption should be accounted for in studies of hippocampal damage.


Assuntos
Alcoolismo/diagnóstico , Hipocampo/anatomia & histologia , Imageamento por Ressonância Magnética , Adulto , Consumo de Bebidas Alcoólicas/psicologia , Alcoolismo/epidemiologia , Alcoolismo/psicologia , Índice de Massa Corporal , Líquido Cefalorraquidiano/fisiologia , Comorbidade , Feminino , Lateralidade Funcional , Humanos , Masculino , Transtornos Mentais/epidemiologia , Fatores Sexuais
10.
J Neurosci ; 17(8): 2796-806, 1997 Apr 15.
Artigo em Inglês | MEDLINE | ID: mdl-9092601

RESUMO

m-Chlorophenylpiperazine (mCPP) is a mixed serotonin agonist/antagonist used extensively in psychiatric research. Alcoholics show blunted neuroendocrine responses to mCPP, and in some settings mCPP can induce craving for alcohol, particularly among early onset alcoholics. We used 2-[18F]-2-deoxy-D-glucose positron emission tomography to examine the effects of intravenously administered mCPP (0.08 mg/kg) on brain glucose utilization in a group of 18 male alcoholics and 12 healthy male control subjects. Differences between two sequential scans (the first followed placebo and the second followed mCPP) were evaluated statistically with a Gaussian random field-based method. Among healthy volunteers mCPP significantly increased brain glucose metabolism in the right medial and posterior orbital gyrus, the cerebellar hemispheres bilaterally, the left nucleus accumbens, the head of the caudate nucleus bilaterally, the anterior and medial-dorsal nuclei of the thalamus bilaterally, the middle frontal gyrus, the left insular cortex, the left middle temporal gyrus, and the posterior cingulate gyrus. Among alcoholic subjects mCPP significantly increased brain glucose metabolism in larger areas of the cerebellum and posterior cingulate than it did in healthy volunteers, but compared with the healthy volunteers, alcoholics showed a smaller area of mCPP-induced activation in the thalamus, almost no activation in the orbital cortices, and no activation at all in the head of the caudate nucleus or the middle frontal gyrus. These results suggest that a serotoninergic challenge activates basal ganglia circuits involving orbital and prefrontal cortices among healthy volunteers but that the response of these circuits is blunted among alcoholics.


Assuntos
Alcoolismo/metabolismo , Encéfalo/metabolismo , Desoxiglucose/análogos & derivados , Radioisótopos de Flúor , Glucose/metabolismo , Piperazinas/farmacologia , Agonistas do Receptor de Serotonina/farmacologia , Adulto , Encéfalo/diagnóstico por imagem , Encéfalo/efeitos dos fármacos , Desoxiglucose/farmacocinética , Radioisótopos de Flúor/farmacocinética , Fluordesoxiglucose F18 , Humanos , Imageamento por Ressonância Magnética , Masculino , Pessoa de Meia-Idade , Valores de Referência , Análise de Regressão , Tomografia Computadorizada de Emissão
11.
Hum Brain Mapp ; 5(3): 194-205, 1997.
Artigo em Inglês | MEDLINE | ID: mdl-20408215

RESUMO

A procedure for segmentation of intracranial tissues, including cerebrospinal fluid surrounding the brain, cortical and subcortical gray matter, and white matter, in a T1-weighted magnetic resonance image of the brain, has been developed. The proposed method utilizes information from the histogram of pixel intensities of the intracranial image. Based on this information, an unsupervised K-means clustering procedure separates various tissue regions. Information about the approximate location of anatomical regions within the intracranial space is used to detect ventricles and the caudate nuclei. First a description and justification for the procedure is presented. Then the performance of the procedure is evaluated by analysis of variance. In conclusion, the results of applying this procedure to 31 healthy subjects are presented and future improvements are discussed.

12.
Comput Biomed Res ; 29(6): 438-65, 1996 Dec.
Artigo em Inglês | MEDLINE | ID: mdl-9012568

RESUMO

A mathematical model, for which rigorous methods of statistical inference are available, is described and techniques for image enhancement and linear discriminant analysis of groups are developed. Since the gray values of neighboring pixels in tomographically produced medical images are spatially correlated, the calculations are carried out in the Fourier domain to insure statistical independence of the variables. Furthermore, to increase the power of statistical tests the known spatial covariance was used to specify constraints in the spectral domain. These methods were compared to statistical procedures carried out in the spatial domain. Positron emission tomography (PET) images of alcoholics with organic brain disorders were compared by these techniques to age-matched normal volunteers. Although these techniques are employed to analyze group characteristics of functional images, they provide a comprehensive set of mathematical and statistical procedures in the spectral domain that can also be applied to images of other modalities, such as computed tomography (CT) or magnetic resonance imaging (MRI).


Assuntos
Encefalopatias/diagnóstico por imagem , Aumento da Imagem/métodos , Modelos Estatísticos , Idoso , Alcoolismo/complicações , Encefalopatias/complicações , Estudos de Casos e Controles , Análise Discriminante , Análise de Fourier , Humanos , Masculino , Computação Matemática , Pessoa de Meia-Idade , Tomografia Computadorizada de Emissão
13.
Arch Neurol ; 53(4): 359-63, 1996 Apr.
Artigo em Inglês | MEDLINE | ID: mdl-8929159

RESUMO

BACKGROUND: Although females appear to be more sensitive to the hepatic consequences of alcoholism, it is not clear if women are more sensitive to the effects of excessive alcohol consumption on the brain than men. SUBJECTS AND METHODS: We compared the cross-sectional area of the corpus callosum in a group of 14 hospitalized alcoholic women and 13 hospitalized alcoholic men with a group of nine nonalcoholic women and 10 nonalcoholic men. All subjects were between the ages of 30 and 50 years. The cross-sectional areas of the corpus callosum and the inner table of the skull were measured on midsagittal T1-weighted magnetic resonance images. RESULTS: Females had smaller intracranial areas than males, but there was no difference in intracranial area between the alcoholics and nonalcoholics. The corpus callosum area was significantly smaller among the alcoholic women compared with either the control women or the alcoholic men. Alcoholic men did not differ from control men in the corpus callosum area. These results did not change when the corpus callosum area was adjusted for intracranial area by analysis of covariance. When the corpus callosum was divided into four segments of equal length, the reduction in area was not localized to any particular region. CONCLUSION: These results suggest an increased sensitivity to alcohol-induced brain damage among alcoholic women compared with alcoholic men.


Assuntos
Alcoolismo/patologia , Corpo Caloso/patologia , Caracteres Sexuais , Adulto , Idoso , Análise de Variância , Feminino , Humanos , Imageamento por Ressonância Magnética , Masculino , Valores de Referência
14.
IEEE Trans Med Imaging ; 13(1): 37-47, 1994.
Artigo em Inglês | MEDLINE | ID: mdl-18218482

RESUMO

The covariance matrices associated with each state of health or disease from a previous study are used as the basis of an image staining display technique for aid in quantitative differential diagnosis. A state of health or disease is chosen by the clinician: this selects the covariance matrix from the data base. A region of interest (ROI) is then scrolled through an abdominal B-scan. For each position of the ROI a point in the four-dimensional feature space is calculated. A natural measure of the distance of this point from the center of mass (multivariate mean) of the disease class is calculated in terms of the covariance matrix of this class; this measure is the Mahalanobis distance. The confidence level for acceptance or rejection of the hypothesized disease class is obtained from the probability distribution of this distance, the T(2) probability law. This confidence level is color coded and used as a color stain that overlays the original scan at that position. The variability of the calculated features is studied as a function of ROI size, or the spatial resolution of the color coded image, and it is found that for an ROI in the neighborhood of 4 cm(2) most of the variability due to the finite number of independent samples (speckles) is averaged out, leaving the "noise floor" associated with inter- and intra-patient variability. ROIs on the order of 1 cm(2) may result with technical advances in B-scan resolution. A small number of points on organ boundaries are entered by the user, to fit with arcs of ellipses to be used to switch between organ (liver and kidney) data bases as the ROI encounters the boundary. By selecting in turn various state-of-health or state-of-disease databases, such images of confidence levels may be used for quantitative differential diagnosis. The method is not limited to ultrasound, being applicable in principle to features obtained from any modality or multimodality combination.

15.
Ultrason Imaging ; 8(3): 165-80, 1986 Jul.
Artigo em Inglês | MEDLINE | ID: mdl-3548001

RESUMO

Described is a supervised parametric approach to the detection and classification of disease from acoustic data. Statistical pattern recognition techniques are implemented to design the best ultrasonic tissue signature from a set of measurements and for a given task, and to rate its performance in a way that can be compared with other diagnostic tools. In this paper, we considered combinations of four ultrasonic tissue parameters to discriminate, in vivo, between normal liver and chronic active hepatitis. The separation between normal and diseased samples was made by application of the Bayes decision rule for minimum risk which includes the prior probability for the presence of disease and the cost of misclassification. Large differences in classification performance of various tissue parameter combinations were demonstrated using the Hotelling trace criterion (HTC) and receiver operating characteristic (ROC) analysis. The ability of additional measurements to increase or decrease discriminability, even measurements from other diagnostic modalities, can be evaluated directly in this manner.


Assuntos
Interpretação de Imagem Assistida por Computador , Hepatopatias/patologia , Ultrassonografia/métodos , Humanos , Fígado/patologia
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