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Examination of cyclic changes in bovine luteal echotexture using computer-assisted statistical pattern recognition techniques

机译:使用计算机辅助统计模式识别技术检查牛黄体回声纹理的循环变化

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B-mode sonography is a well-established diagnostic tool for determination of cycle stage in gynaecology. The aim of this study was to determine whether computer-assisted texture analysis of B- mode sonographic images of bovine luteal glands provides further information about the animal's plasma progesterone concentration and cycle stage. Four Simmenthal cows were examined during two consecutive estrous cycles with an ultrasound device equipped with a 7.5MHz microconvex probe. During each examination three B-mode images of the corpus luteum (CL) were digitized and analyzed off-line using a computer-assisted texture analysis program. Size, echogeneity, and echotexture of the CL were characterized by the following texture parameters: area of cross-sectional planes of the CL (A), mean gray level (MGL), correlation (CORR), run percentage (RPERC), and long-run emphasis (LREM). Plasma progesterone levels (P4) were also determined. All parameters showed characteristic changes during the estrous cycle (P <0.05). Variance component estimates for the effect of Day of estrous cycle on A, MGL, CORR, RPERC, and LREM were 56.6%, 64.6%, 77.6%, 89.9%, and 86.0%, respectively, and 20.6%, 24.5%, 7.2%, 0.0%, and 14.0% for the influence of the individual cow. The factor estrous cycle within cows was responsible for 22.8%, 10.9%, 15.2%, 10.1%, and 0.0% of the variability of A, MGL, CORR, RPERC and LREM values, respectively. Cyclic changes were similar in A and P4. In contrast to P4, which decreased already between Days -5 and -3 (Day 0=ovulation), A stayed at constant high values until Day -3. Mean MGL values were higher (P <0.05) on Days 7, 9, and 13 compared to Days 3 and -3. Mean CORR values were constantly high (P >0.05) during the first days after ovulation and decreased continuously (P <0.05) between Days 5 and 13. Thereafter, mean CORR values remained low (P <0.05) until the next ovulation, except on Day -3 (P <0.05). Mean RPERC rose between Days 1 and 9 from low to high values (P <0.0001) remained at these high values (P >0.05) between Days 9 and 15, and decreased (P <0.05) afterwards to baseline values on Day -1. Mean LREM inclined steeply (P <0.0001) from minimum to maximum between Days 1 and 5. From Days 7 to -3, mean LREM remained (P >0.05) at a constant level close below the maximum value, and decreased to baseline values on Day -1. The results of this study show that statistical pattern recognition techniques provide new information about the luteal glands, thus facilitating a more accurate differentiation between different cycle stages in cows.
机译:B型超声检查是确定妇科周期阶段的公认诊断工具。这项研究的目的是确定牛黄体的B型超声图像的计算机辅助纹理分析是否能提供有关动物血浆孕酮浓度和周期阶段的进一步信息。在两个连续的发情周期中,使用配备7.5MHz微凸探头的超声设备检查了四头Simmenthal母牛。在每次检查期间,将黄体(CL)的三个B型图像数字化并使用计算机辅助纹理分析程序进行离线分析。 CL的大小,回声性和回声纹理由以下纹理参数表征:CL的横截面面积(A),平均灰度(MGL),相关性(CORR),运行百分比(RPERC)和长运行强调(LREM)。还测定血浆孕酮水平(P4)。所有参数在发情周期内均表现出特征性变化(P <0.05)。动情周期天对A,MGL,CORR,RPERC和LREM的影响的方差分量估计分别为56.6%,64.6%,77.6%,89.9%和86.0%,以及20.6%,24.5%,7.2% ,0.0%和14.0%(对于单个母牛的影响)。奶牛的因子发情周期分别占A,MGL,CORR,RPERC和LREM值变异性的22.8%,10.9%,15.2%,10.1%和0.0%。 A和P4的周期变化相似。与P4(在-5天到-3天之间已经下降(第0天=排卵))相比,A一直保持恒定的高值,直到-3天为止。与第3天和第3天相比,第7天,第9天和第13天的平均MGL值更高(P <0.05)。在排卵后的第一天,平均CORR值一直很高(P> 0.05),在第5天和第13天之间,平均CORR值持续降低(P <0.05)。此后,直到下一次排卵,平均CORR值一直很低(P <0.05),除非在第二天排卵。第-3天(P <0.05)。第1天和第9天之间的平均RPERC从低值上升到高值(P <0.0001),在第9天和第15天之间保持在这些高值(P> 0.05),然后在第-1天下降到基线值(P <0.05)。第1天和第5天之间,平均LREM从最小值到最大值陡峭地倾斜(P <0.0001)。从第7天到-3天,平均LREM保持(P> 0.05)在接近最大值以下的恒定水平,并在第1天下降到基线值。第-1天。这项研究的结果表明,统计模式识别技术提供了有关黄体腺的新信息,从而促进了母牛不同周期阶段之间更准确的区分。

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