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计算机辅助定量核分级在区分正常尿路上皮细胞与低级别和高级别移行细胞癌中的价值。

Value of computer-assisted quantitative nuclear grading in differentiation of normal urothelial cells from low and high grade transitional cell carcinoma.

作者信息

Wojcik E M, Miller M C, O'Dowd G J, Veltri R W

机构信息

UroCor, Inc., Oklahoma City, Oklahoma, USA.

出版信息

Anal Quant Cytol Histol. 1998 Feb;20(1):69-76.

PMID:9513693
Abstract

OBJECTIVE

To evaluate the ability of computer-assisted quantitative nuclear grading (QNG) using a microspectrophotometer and morphometry software to differentiate Feulgen-stained nuclei captured from normal urothelium, low grade transitional cell carcinoma (LG-TCC) and high grade transitional cell carcinoma (HG-TCC) cytology specimens.

STUDY DESIGN

Feulgen-stained nuclei from a series of normal volunteers (urologic disease-free history) and from biopsy-confirmed cases of LG-TCC and HG-TCC were evaluated using a CAS-200 image analysis system. Thirty-eight nuclear morphometric descriptors (NMDs) were measured for each nucleus using a software conversion system. Backwards stepwise logistic regression analysis was applied to assess which of the NMDs contributed to QNG statistical models that could differentiate between nuclei from normals vs. LG-TCC, normals vs. HG-TCC, and LG-TCC vs. HG-TCC. Receiver operating characteristic curves and areas under the curve (AUC), as well as cell classification accuracy, were used to assess these differences.

RESULTS

Statistically significant differences (P < .0001) were observed between all three categories. In the LG-TCC vs. normals, the QNG solution model required 16/38 features, with an AUC = 93%, a sensitivity = 85%, specificity = 86%, positive predictive value (PPV) = 87% and negative predictive value (NPV) = 84%. The QNG solution model for normals vs. HG-TCC required 12/38 nuclear features yielding an AUC = 99%, sensitivity = 99%, specificity = 98%, PPV = 98% and NPV = 99%. The QNG solution model for LG-TCC vs. HG-TCC required 17/38 nuclear features, with an AUC = 99%, sensitivity = 96%, specificity = 97%, PPV = 97% and NPV = 96%.

CONCLUSION

Computer-assisted QNG cell classifiers based upon the measurement of 38 nuclear features, including size, shape and chromatin organization, are capable of differentiating normal urothelial nuclei from LG-TCC and HG-TCC nuclei as well as LG-TCC from HG-TCC nuclei. The QNG cell classifier has shown conclusively that there are morphometric differences between normal urothelial and LG-TCC nuclei that may not be apparent to the naked eye and that it may be useful in helping the pathologist determine the presence or absence of LG-TCC in bladder cytology specimens.

摘要

目的

评估使用显微分光光度计和形态测量软件的计算机辅助定量核分级(QNG)区分从正常尿路上皮、低级别移行细胞癌(LG-TCC)和高级别移行细胞癌(HG-TCC)细胞学标本中获取的福尔根染色细胞核的能力。

研究设计

使用CAS-200图像分析系统对一系列正常志愿者(无泌尿系统疾病病史)以及活检确诊的LG-TCC和HG-TCC病例的福尔根染色细胞核进行评估。使用软件转换系统对每个细胞核测量38个核形态测量描述符(NMD)。应用向后逐步逻辑回归分析来评估哪些NMD有助于建立可区分正常细胞核与LG-TCC细胞核、正常细胞核与HG-TCC细胞核以及LG-TCC细胞核与HG-TCC细胞核的QNG统计模型。使用受试者工作特征曲线和曲线下面积(AUC)以及细胞分类准确性来评估这些差异。

结果

在所有三个类别之间观察到具有统计学意义的差异(P <.0001)。在LG-TCC与正常细胞核的比较中,QNG解决方案模型需要16/38个特征,AUC = 93%,灵敏度 = 85%,特异性 = 一、选择题(每题3分,共30分)

  1. 下列函数中,是二次函数的是( )

A. (y = 2x + 1) B. (y=(x - 1)^2 - x^2) C. (y = 2x^2 - 7) D. (y = -\frac{1}{x^2})

  1. 抛物线(y = 3(x - 2)^2 + 5)的顶点坐标是( )

A. ((-2,5)) B. ((-2,-5)) C. ((2,5)) D. ((2,-5))

  1. 二次函数(y = -x^2 + 2x + 4)的最大值是( )

A. 3 B. 4 C. 5 D. 6

  1. 抛物线(y = x^2 - 4x + 3)与(x)轴的交点坐标是( )

A. ((1,0)),((3,0)) B. ((-1,0)),((-3,0)) C. ((0,1)),((0,3)) D. ((0,-1)),((0,-3))

  1. 已知二次函数(y = ax^2 + bx + c)的图象如图所示,则下列结论正确的是( )

A. (a > 0) B. (c < 0) C. (b^2 - 4ac < 0) D. (a + b + c > 0)

  1. 将抛物线(y = 2x^2)向左平移1个单位,再向下平移3个单位后得到的抛物线解析式为( )

A. (y = 2(x + 1)^2 - 3) B. (y = 2(x - 1)^2 - 3) C. (y = 2(x + 1)^2 + 3) D. (y = 2(x - 1)^2 + 3)

  1. 二次函数(y = x^2 + bx + c)的图象经过点((1,0))和((2,5)),则这个二次函数的解析式为( )

A. (y = x^2 + 2x - 3) B. (y = x^2 - 2x - 3) C. (y = x^2 + 2x + 3) D. (y = x^2 - 2x + 3)

  1. 如图,二次函数(y = ax^2 + bx + c)的图象与(x)轴交于点(A(-1,0)),(B(3,0)),与(y)轴交于点(C(0,3)),则下列说法错误的是( )

A. (abc < 0) B. (2a + b = 0) C. (a - b + c = 0) D. 当(x > 1)时,(y)随(x)的增大而增大

  1. 某商品的进价为每件40元,售价为每件50元,每个月可卖出210件;如果每件商品的售价每上涨1元,则每个月少卖10件(每件售价不能高于65元)。设每件商品的售价上涨(x)元((x)为正整数),每个月的销售利润为(y)元。则(y)与(x)的函数关系式为( )

A. (y = -10x^2 + 110x + 2100) B. (y = -10x^2 + 100x + 2100) C. (y = -10x^2 + 110x + 210) D. (y = -10x^2 + 100x + 210)

  1. 已知二次函数(y = ax^2 + bx + c)的图象如图所示,对称轴为直线(x = 1),则下列结论:①(abc > 0);②(2a + b = 0);③(4a + 2b + c > 0);④(a - b + c < 0)。其中正确的有( )

A. (1)个 B. (2)个 C. (3)个 D. (4)个

二、填空题(每题3分,共15分)

  1. 二次函数(y = 3(x - 1)^2 + 2)的图象的开口方向是______,对称轴是______,顶点坐标是______。

  2. 抛物线(y = -2x^2 + 8x - 6)的对称轴是______,顶点坐标是______。

  3. 已知二次函数(y = x^2 - 4x + k)的图象与(x)轴有两个交点,则(k)的取值范围是______。

  4. 若二次函数(y = ax^2 + bx + c)的图象经过点((-1,0)),((3,0)),则此二次函数图象的对称轴是______。

  5. 某公司的一种产品,每件成本为2元,售价为3元,年销售量为10万件。为了获得更好的效益,公司准备拿出一定的资金做广告。根据经验,每年投入的广告费用为(x)(万元)时,产品的年销售量将是原销售量的(y)倍,且(y = -\frac{1}{10}x^2 + \frac{7}{10}x + 1)。如果把利润看作是销售总额减去成本费和广告费,则当每年投入的广告费用为______万元时,公司所获利润最大,最大利润为______万元。

三、解答题(共55分)

  1. (8分)已知二次函数(y = 2x^2 - 4x + 3),求:

(1)该二次函数图象的顶点坐标;

(2)当(x)取何值时,(y)随(x)的增大而增大;

(3)当(x)取何值时,(y = 3)。

  1. (9分)已知二次函数(y = ax^2 + bx + c)的图象经过点(A(-1,0)),(B(3,0)),(C(0,3))。

(1)求二次函数的解析式;(86%),阳性预测值(PPV) = (87%),阴性预测值(NPV) = (84%)。在正常细胞核与HG-TCC细胞核的比较中,QNG解决方案模型需要12/38个核特征,AUC = (99%),灵敏度 = (99%),特异性 = (98%),PPV = (98%),NPV = (99%)。在LG-TCC与HG-TCC细胞核的比较中,QNG解决方案模型需要17/38个核特征,AUC = (99%),灵敏度 = (96%),特异性 = (97%),PPV = (97%),NPV = (96%)。

结论

基于对包括大小、形状和染色质组织在内的38个核特征的测量的计算机辅助QNG细胞分类器能够区分正常尿路上皮细胞核与LG-TCC和HG-TCC细胞核以及LG-TCC与HG-TCC细胞核。QNG细胞分类器已确凿表明正常尿路上皮和LG-TCC细胞核之间存在形态测量差异,这些差异可能肉眼难以察觉,并且它可能有助于病理学家确定膀胱细胞学标本中是否存在LG-TCC。

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