<meta charset="utf8"></head><body>Immunostaining and AI-based Counting of RGCs in mouse whole-mount retina(마우스 전체 장착 망막에서 망막 신경절 세포의 면역염색 및 AI 기반 계수 분석)

<ol>
	<li>Quigley, H. A., Broman, A. T. <a target="_blank" href="http://www.ncbi.nlm.nih.gov/entrez/query.fcgi?db=PubMed&cmd=Search&doptcmdl=Citation&defaultField=Title+Word&term=The+number+of+people+with+glaucoma+worldwide+in+2010+and+2020.">The number of people with glaucoma worldwide in 2010 and 2020.</a> Br J Ophthalmol. 90 (3), 262-267 (2006).</li><li>Gallo Afflitto, G., Swaminathan, S. S. <a target="_blank" href="http://www.ncbi.nlm.nih.gov/entrez/query.fcgi?db=PubMed&cmd=Search&doptcmdl=Citation&defaultField=Title+Word&term=Racial-ethnic+disparities+in+concurrent+rates+of+peripapillary+&amp;+macular+OCT+parameters+among+a+large+glaucomatous+clinical+population.">Racial-ethnic disparities in concurrent rates of peripapillary &amp; macular OCT parameters among a large glaucomatous clinical population.</a> Eye. , (2024).</li><li>Atkinson, M. J., et al. <a target="_blank" href="http://www.ncbi.nlm.nih.gov/entrez/query.fcgi?db=PubMed&cmd=Search&doptcmdl=Citation&defaultField=Title+Word&term=A+new+measure+of+patient+satisfaction+with+ocular+hypotensive+medications:+the+Treatment+Satisfaction+Survey+for+Intraocular+Pressure+(TSS-IOP).">A new measure of patient satisfaction with ocular hypotensive medications: the Treatment Satisfaction Survey for Intraocular Pressure (TSS-IOP).</a> Health Qual Life Outcomes. 1, 67 (2003).</li><li>Guo, J., et al. <a target="_blank" href="http://www.ncbi.nlm.nih.gov/entrez/query.fcgi?db=PubMed&cmd=Search&doptcmdl=Citation&defaultField=Title+Word&term=A+new+mouse-fixation+device+for+IOP+measurement+in+awake+mice.">A new mouse-fixation device for IOP measurement in awake mice.</a> Vision Res. 219, 108397 (2024).</li><li>Almasieh, M., Wilson, A. M., Morquette, B., Cueva Vargas, J. L., Di Polo, A. <a target="_blank" href="http://www.ncbi.nlm.nih.gov/entrez/query.fcgi?db=PubMed&cmd=Search&doptcmdl=Citation&defaultField=Title+Word&term=The+molecular+basis+of+retinal+ganglion+cell+death+in+glaucoma.">The molecular basis of retinal ganglion cell death in glaucoma.</a> Prog Retin Eye Res. 31 (2), 152-181 (2012).</li><li>Jeon, C. J., Strettoi, E., Masland, R. H. <a target="_blank" href="http://www.ncbi.nlm.nih.gov/entrez/query.fcgi?db=PubMed&cmd=Search&doptcmdl=Citation&defaultField=Title+Word&term=The+major+cell+populations+of+the+mouse+retina.">The major cell populations of the mouse retina.</a> J Neurosci. 18 (21), 8936-8946 (1998).</li><li>Zhang, J., et al. <a target="_blank" href="http://www.ncbi.nlm.nih.gov/entrez/query.fcgi?db=PubMed&cmd=Search&doptcmdl=Citation&defaultField=Title+Word&term=Automatic+counting+of+retinal+ganglion+cells+in+the+entire+mouse+retina+based+on+improved+YOLOv5.">Automatic counting of retinal ganglion cells in the entire mouse retina based on improved YOLOv5.</a> Zool Res. 43 (5), 738-749 (2022).</li><li>Al-Khindi, T., et al. <a target="_blank" href="http://www.ncbi.nlm.nih.gov/entrez/query.fcgi?db=PubMed&cmd=Search&doptcmdl=Citation&defaultField=Title+Word&term=The+transcription+factor+Tbx5+regulates+direction-selective+retinal+ganglion+cell+development+and+image+stabilization.">The transcription factor Tbx5 regulates direction-selective retinal ganglion cell development and image stabilization.</a> Curr Biol. 32 (19), 4286-4298 (2022).</li><li>Claes, M., Moons, L. <a target="_blank" href="http://www.ncbi.nlm.nih.gov/entrez/query.fcgi?db=PubMed&cmd=Search&doptcmdl=Citation&defaultField=Title+Word&term=Retinal+ganglion+cells:+Global+number,+density+and+vulnerability+to+glaucomatous+injury+in+common+laboratory+mice.">Retinal ganglion cells: Global number, density and vulnerability to glaucomatous injury in common laboratory mice.</a> Cells. 11 (17), 2689 (2022).</li><li>Zhang, N., Wang, Z., Lin, P., Xing, Y., Yang, N. <a target="_blank" href="http://www.ncbi.nlm.nih.gov/entrez/query.fcgi?db=PubMed&cmd=Search&doptcmdl=Citation&defaultField=Title+Word&term=Methanol-based+whole-mount+preparation+for+the+investigation+of+retinal+ganglion+cells.">Methanol-based whole-mount preparation for the investigation of retinal ganglion cells.</a> J Vis Exp. (194), e65222 (2023).</li></ol>

<table border="1" fo:keep-together.within-page="1" fo:keep-with-next.within-page="always">
	<tbody>
		<tr>
			<td>1&#215; PBS</td>
			<td>Servicebio</td>
			<td>G4202</td>
			<td></td>
		</tr>
		<tr>
			<td>Alexa594-conjugated Goat Anti-Rabbit IgG&#160; (H+L)</td>
			<td>ThermoFisher</td>
			<td>A-11012</td>
			<td></td>
		</tr>
		<tr>
			<td>Anti-BRN3A antibody [EPR23257-285]</td>
			<td>Abcam</td>
			<td>ab245230</td>
			<td></td>
		</tr>
		<tr>
			<td>AutoCount software</td>
			<td></td>
			<td></td>
			<td>https://github.com/MOEMIL/Intelligent-quantifying-RGCs</td>
		</tr>
		<tr>
			<td>Cloud disk</td>
			<td>Google drive link</td>
			<td></td>
			<td>https://drive.google.com/file/d/1yOEsBvil6KEdZFa5ENQxB6&#160;</td>
		</tr>
		<tr>
			<td>Cloud disk</td>
			<td>Baidu link</td>
			<td>Extraction code: g44k</td>
			<td>https://pan.baidu.com/s/1lccg1OVbeudsp2VtnqxWZg&#160;</td>
		</tr>
		<tr>
			<td>Marker</td>
			<td>Sharpie</td>
			<td></td>
			<td></td>
		</tr>
		<tr>
			<td>Normal Donkey Serum</td>
			<td>Biosharp, Labgic</td>
			<td>25030081</td>
			<td></td>
		</tr>
		<tr>
			<td>Paraformaldehyde</td>
			<td>Macklin</td>
			<td>P804536</td>
			<td></td>
		</tr>
		<tr>
			<td>ProClean 300</td>
			<td>Beyotime</td>
			<td>ST853</td>
			<td></td>
		</tr>
		<tr>
			<td>Sucrose</td>
			<td>BBI, Sangon</td>
			<td>A610498</td>
			<td></td>
		</tr>
		<tr>
			<td>Triton X-100</td>
			<td>BioFroxx, neoFroxx</td>
			<td>1139ML100</td>
			<td></td>
		</tr>
	</tbody>
</table>

whole-mount immunostaining and automatic counting of mouse retinal ganglion cells

Glaucoma is characterized by&#160;the progressive death of ganglion cells, which&#160;poses a significant challenge for sight&#160;restoration1,2. This disease is a major focus of ophthalmic research due to its prevalence and impact on vision3. Mouse models are indispensable in glaucoma 
research due to&#160;their homogeneous genetic background, high&#160;reproductive capacity, and the similarity of&#160;their ganglion cell properties to humans4. The primary goal of this method is to accurately quantify retinal ganglion cells (RGCs) in mouse models, which is essential for understanding the pathogenesis of glaucoma and developing relevant treatments.
The rationale behind developing this technique stems from the need for a reliable and efficient method to assess RGC degeneration in mouse models. Traditional methods, such as labeling RGCs in retinal sections, often provide unreliable results due to the non-uniform distribution of RGCs in the retina5. Quantifying RGCs across the entire retina better reflects changes in their numbers and is crucial for evaluating disease progression and therapeutic interventions.
This method offers several advantages over alternative techniques. For instance, manual counting of retinal ganglion cells (RGCs) in a normal adult mouse retina, which contains 40,000 to 60,000 RGCs, can be time-consuming and error-prone6,7,8. The software for automatic RGC counting that we developed allows for accurate counting in less than 3 min, potentially saving researchers a significant amount of time. Additionally, the AI-based software used&#160;for automatic counting minimizes bias and&#160;enhances reproducibility.
Furthermore, this technique provides a standardized approach to assess RGC degeneration across different mouse models and experimental conditions, contributing valuable data to the field of glaucoma research. The method aligns with other studies that emphasize the importance of whole-mount retina analysis for understanding retinal changes in diseases9.
To help readers determine whether this method is suitable for their application, it is important to note that this technique is particularly advantageous for researchers studying retinal ganglion cell (RGC) degeneration in mouse models of glaucoma or other retinal diseases. The method is adaptable to various experimental setups and offers a high degree of accuracy and efficiency in RGC counting, making it ideal for both small-scale and large-scale studies. Additionally, the protocol&#39;s straightforward design and the availability of user-friendly software make it accessible to researchers with varying levels of expertise in retinal analysis.

<meta charset="utf8"></head><body>저자 스포트라이트: 치료 평가를 위한 녹내장 마우스 모델의 효율적인 망막 신경절 세포 계수

Whole-Mount Immunostaining and Automatic Counting of Mouse Retinal Ganglion Cells(전체 마운트 면역염색 및 마우스 망막 신경절 세포의 자동 계수)

Our research scope is to use the mouse as an animal model for studies of glaucoma. To precise assess the disease condition of glaucoma in the mouse retina, we need to determine how many retinal ganglion cells are in the retina. There around the 50, 000 retinal ganglion cells in an entire mouse retina.If we count them manually, it may take up to eight to 10 hours. Automatic counting methods can get it done in minutes and save people lots of time and effort. In the future, our lab will focus on glaucoma treatment study.We are going to use different mouse models for glaucoma to test a variety of treatment methods. The method described in this protocol is particularly useful for treatment evaluation.

Glaucoma is a leading cause of blindness globally, characterized by a complex pathogenic mechanism that makes vision restoration challenging. Mice serve ...

whole-mount-immunostaining-automatic-counting-mouse-retinal-ganglion

Research

JoVE Journal

Neuroscience

Whole-Mount Immunostaining and Automatic Counting of Mouse Retinal Ganglion Cells

492 조회수.  University of Electronic Science and Technology of China. 우리의 연구 범위는 쥐를 녹내장 연구를 위한 동물 모델로 사용하는 것입니다. 생쥐 망막의 녹내장 질환 상태를 정확하게 평가하려면 망막에 얼마나 많은 망막 신경절 세포가 있는지 확인해야 합니다. 약 50,000개의 망막 신경절 세포가 전체 생쥐 망막에 있습니다.수동으로 계산하면 최대 8시간에서 10시간이 걸릴 수 있습니다. 자동 계산 방법은 ?...

비디오: 저자 스포트라이트: 치료 평가를 위한 녹내장 마우스 모델의 효율적인 망막 신경절 세포 계수

Glaucoma is a leading cause of blindness globally, characterized by a complex pathogenic mechanism that makes vision restoration challenging. Mice serve as valuable animal models for studying the pathogenesis and treatment of glaucoma due to their relatively homogenous genetic background and retinal ganglion cells (RGCs), which structurally resemble those in humans. Accurate assessment of RGC damage and treatment outcomes in mouse glaucoma models requires determining the RGC number across the entire retina. This protocol outlines a comprehensive method involving the isolation of the whole retina, labeling RGCs with specific antibodies, and rapid, accurate automatic counting of RGCs using an AI-based program. The streamlined approach allows for efficient and precise quantification of RGC numbers in mouse retinas, facilitating the evaluation of RGC degeneration and potential therapeutic interventions. By enabling researchers to assess the extent of RGC damage, this protocol contributes to a deeper understanding of glaucoma pathogenesis and aids in developing effective treatment strategies to manage and prevent vision loss.

This protocol describes the procedure for isolating the whole-mount mouse retina and performing immunostaining to label all retinal ganglion cells (RGCs). The process is followed by imaging and automatically counting RGCs using AI-based software, providing a simple, fast, and accurate method for quantifying RGCs in the entire mouse retina.

연구

신경과학

Isolation and Processing of Whole-Mount Retinas for Immunostaining of Mouse Retinal Ganglion Cells

After euthanizing the mouse using cervical dislocation for enucleation and eyeball processing, mark the edge of the cornea on the dorsal side of the eyeball using a blue marker to ensure orientation during dissection. Using scissors, remove residual muscle tissues attached to the eyeball. Then transfer the enucleated eyeball into a two milliliter round bottom micro centrifuge tube filled with PBS.Now, place the eyeball into another two milliliter tube containing freshly prepared 4%paraformaldehyde for fixation at four degrees Celsius for 10 minutes. Under a dissecting microscope, use fine forceps to make a small incision on the cornea. Place the eyeball back into the fixative and incubate at four degrees Celsius for three hours to preserve tissue morphology.To remove the cornea and lens, using fine surgical scissors make a small incision of approximately one millimeter around the corneal limbus, the border between the cornea and the sclera. Carefully cut around the circumference of the cornea, excising it entirely to expose the underlying structures. Next, using fine forceps, gently grasp and carefully lift the lens from the surrounding tissues to avoid damaging the retina.For scleral incision, cut a precise slit in the sclera with fine ophthalmic scissors to facilitate subsequent dissection. Next, for retinal separation, insert toothed forceps into the incision between the sclera and the retina. Gently grasp the edge of the sclera, avoiding excessive force to prevent tearing the tissue.Gradually enlarge the incision by moving the forceps along the boundary between the sclera and the retina. Use the tooth part of the forceps to carefully separate the sclera from the retina without damaging it. Now, using sharp scissors, divide the retina into four roughly equal sized flaps.Gently unfold the dissected retina with a soft bristle brush and meticulously removed debris from its surface.

Isolation and Processing of Whole-Mount Retinas for Immunostaining of Mouse Retinal Ganglion Cells(마우스 망막 신경절 세포의 면역염색을 위한 전체 마운트 망막의 분리 및 처리)

Immunostaining and Automated Counting of Mouse Retinal Ganglion Cells Using an AI-Based Program

After isolating the whole mount retina from the mouse, wash the retina in PBS with gentle agitation for five minutes. Immerse the washed retina in a blocking buffer for 30 minutes. After incubation, replace the blocking buffer with the primary antibody BRN3A.Incubate the retina overnight at four degrees Celsius to allow specific antigen antibody binding. The next day, wash the retina three times with PBS for five minutes each before incubating with Alexa 594 or Alexa 488 conjugated anti-rabbit secondary antibody for two hours to visualize target antigens. After washing the immunostained retina with PBS, gently transfer it onto a glass microscope slide.Flatten the retina to minimize folding or distortion. Position a cover slip over the mounted retina ensuring no air bubbles form. Download the code from the GitHub link.Then download the necessary files from the cloud disc and unzip them. Locate the Config. ini file and modify its content to point to the yolov5_cpu path.Then click on Userinterface. exe to open the graphical interface. Check whether the pmse_plus.pt model file is in the root directory of drive C.If not, copy it from the weights folder of the yolov5 folder. Open the cell counting software. Click on Open Image to import the image, then click on Run to allow the software to automatically count the cells.The automated cell counting software accurately identified 15, 231 retinal ganglion cells in the N-methyl-D-aspartate induced glaucoma mouse model, showing significant cell loss compared to approximately 45, 000 to 50, 000 RGCs in a normal retina.