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Journal of Zhejiang University SCIENCE B

ISSN 1673-1581(Print), 1862-1783(Online), Monthly

Cathepsin D knockdown regulates biological behaviors of granulosa cells and affects litter size traits in goats

Abstract: Cathepsin D (CTSD), the major lysosomal aspartic protease that is widely expressed in different tissues, potentially regulates the biological behaviors of various cells. Follicular granulosa cells are responsive to the increase of ovulation number, hence indirectly influencing litter size. However, the mechanism underlying the effect of CTSD on the behaviors of goat granulosa cells has not been fully elucidated. This study used immunohistochemistry to analyze CTSD localization in goat ovarian tissues. Moreover, western blotting was applied to examine the differential expression of CTSD in the ovarian tissues of monotocous and polytocous goats. Subsequently, the effects of CTSD knockdown on cell proliferation, apoptosis, cell cycle, and the expression of candidate genes of the prolific traits, including bone morphogenetic protein receptor IB (BMPR-IB), follicle-stimulating hormone (FSHR), and inhibin α (INHA), were determined in granulosa cells. Results showed that CTSD was expressed in corpus luteum, follicle, and granulosa cells. Notably, CTSD expression in the monotocous group was significantly higher than that in the polytocous group. In addition, CTSD knockdown could improve granulosa cell proliferation, inhibit cell apoptosis, and significantly elevate the expression of proliferating cell nuclear antigen (PCNA) and B cell lymphoma 2 (Bcl-2), but it lowered the expression of Bcl-2-associated X (Bax) and caspase-3. Furthermore, CTSD knockdown significantly reduced the ratios of cells in the G0/G1 and G2/M phases but substantially increased the ratio of cells in the S phase. The expression levels of cyclin D2 and cyclin E were elevated followed by the obvious decline of cyclin A1 expression. However, the expression levels of BMPR-IB, FSHR, and INHA clearly increased as a result of CTSD knockdown. Hence, our findings demonstrate that CTSD is an important factor affecting the litter size trait in goats by regulating the granulosa cell proliferation, apoptosis, cell cycle, and the expression of candidate genes of the prolific trait.

Key words: Cathepsin D (CTSD); Litter size trait; Granulosa cells; Cell apoptosis; Cell cycle; Cell proliferation

Chinese Summary  <26> 针对水下作业的新型机器人视觉感知框架

鲁岳1,陈星宇2,吴正兴1,喻俊志1,3,文力4
1中国科学院自动化研究所复杂系统管理与控制国家重点实验室,中国北京市,100190
2快手科技Ytech,中国北京市,100085
3北京大学工学院先进制造与机器人系湍流与复杂系统国家重点实验室,中国北京市,100871
4北京航空航天大学机械工程及自动化学院,中国北京市,100191
摘要:水下机器人操作通常需要视觉感知(如目标检测和跟踪),但水下场景视觉质量较差,且代表一种特殊分布,会影响视觉感知的准确性。同时,检测的连续性和稳定性对机器人感知也很重要,但常用的基于静态精度的评估(即平均精度(average precision))不足以反映检测器的时序性能。针对这两个问题,本文提出一种新型机器人视觉感知框架。首先,研究不同质量的数据分布与视觉恢复在检测性能上的关系。结果表明虽然分布质量对分布内检测精度几乎没有影响,但是视觉恢复可以通过缓解分布漂移,从而有益于真实海洋场景的检测。此外,提出基于目标轨迹的检测连续性和稳定性的非参考评估方法,以及一种在线轨迹优化(online tracklet refinement,OTR)来提高检测器的时间性能。最后,结合视觉恢复,建立精确稳定的水下机器人视觉感知框架。为了将视频目标检测(video object detection,VID)方法扩展到单目标跟踪任务,提出小交并比抑制(small-overlap suppression,SOS)方法,实现目标检测和目标跟踪之间的灵活切换。基于ImageNet VID数据集和真实环境下的机器人任务进行了大量实验,实验结果验证了所作分析的正确性及所提方法的优越性。代码公开在https://github.com/yrqs/VisPerception。

关键词组:水下作业;机器人感知;视觉恢复;视频目标检测


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DOI:

10.1631/jzus.B2100366

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On-line Access:

2024-08-27

Received:

2023-10-17

Revision Accepted:

2024-05-08

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