College of Artificial Intelligence, Hangzhou Dianzi University, Hangzhou, China.
Arch Insect Biochem Physiol. 2022 Oct;111(2):e21922. doi: 10.1002/arch.21922. Epub 2022 Jun 6.
The decline of Drosophila climbing behavior is one of the common phenomena of Drosophila aging. The so-called negative geotaxis refers to the natural upward climbing behavior of Drosophila melanogaster after it oscillates to the bottom of the test tube. The strength of climbing ability is regarded as the index of aging change of D. melanogaster. At present, many laboratories use the percentage of 10 fruit flies climbing a specific height in 5 s as a general indicator of the climbing ability of fruit flies. This group research index ignores the climbing performance of a single fruit fly, and the climbing height belongs to the concept of vertical distance in physics, which cannot truly and effectively reflect the concept of curve distance in the actual climbing process of fruit flies. Therefore, based on the image processing algorithm, we added an experimental method to draw the climbing trajectory of a single fruit fly. By comparing the differences in climbing behavior of fruit flies under different sex, group or single, oscillation condition or rotation inversion condition, we can find that the K-Nearest Neighbor target detection algorithm has good applicability in fruit fly climbing experiment, and the climbing ability of fruit flies decreases with age. Under the same experimental conditions, the climbing ability of female fruit flies was greater than that of male fruit flies. The climbing track length of a single fruit fly can better reflect the climbing process of a fruit fly.
果蝇攀爬行为的衰退是果蝇衰老的常见现象之一。所谓负趋地性,是指黑腹果蝇在试管底部摆动后自然向上攀爬的行为。攀爬能力的强弱被视为黑腹果蝇衰老变化的指标。目前,许多实验室使用在 5 秒内爬上特定高度的 10 只果蝇的百分比作为果蝇攀爬能力的一般指标。这个组研究指标忽略了单个果蝇的攀爬表现,并且攀爬高度属于物理学中的垂直距离概念,无法真实有效地反映果蝇实际攀爬过程中的曲线距离概念。因此,基于图像处理算法,我们添加了一种实验方法来绘制单个果蝇的攀爬轨迹。通过比较不同性别、群体或个体、摆动条件或旋转反转条件下果蝇攀爬行为的差异,我们可以发现 K-最近邻目标检测算法在果蝇攀爬实验中具有良好的适用性,果蝇的攀爬能力会随着年龄的增长而下降。在相同的实验条件下,雌性果蝇的攀爬能力大于雄性果蝇。单个果蝇的攀爬轨迹长度可以更好地反映果蝇的攀爬过程。