$$\rightleftharpoonup{xx}$$
$$\longleftharp{xx}$$,
$$\longrightharp{xx}$$,
This protocol details the methodology for whole-mount immunostaining of mouse retinas, ensuring meticulous tissue preparation, precise antibody incubation, and reliable automated cell counting. The procedure facilitates robust labeling and quantification of retinal ganglion cells (RGCs), enabling accurate assessment of cellular populations in various experimental contexts. The method was used to count RGCs in wild-type and glaucoma-modeled mice, yielding consistent results. A representative result shows that the number of RGCs in a normal adult mouse at 2 months of age is approximately 45,000 (Figure 6).
To evaluate whether the AI software can accurately quantify BRN3a-labeled RGCs in normal and disease models, we generated an N-methyl-D-aspartate (NMDA)-induced mouse model of glaucoma7. The whole-mount retina from this model was immunostained with anti-BRN3A, and the RGCs were quantified using the automatic counting software. The result indicated a relatively high background staining (Figure 7). Nonetheless, the software was able to accurately identify almost all the RGCs. A total of 15,231 RGCs were identified in this retina, compared to approximately 45,000-50,000 RGCs in a normal mouse retina, indicating severe degeneration. Thus, the AI software can also be effectively used to count RGCs in retinas with less optimal staining quality.

Figure 1: Schematic diagram for RGC preparation. (A) The eyeball is removed and placed in 1x PBS. (B) The eyeball is fixed in 4% PFA on ice for 3 h. (C) Removal of the cornea. (D) Extraction of the lens. (E) The eyecup is divided into 4 flaps using scissors. (F) The sclera is peeled off, and debris is gently removed from the retina surface with a soft brush. (G) The retina is immunolabeled with anti-BRN3A. (H) Fluorescent signals are imaged using a confocal microscope. (I) Automatic counting of RGCs. Please click here to view a larger version of this figure.

Figure 2: Isolation of the whole-mount mouse retina. (A) The mouse is euthanized by cervical dislocation. (B) The mouse is placed on a flat surface. (C) The eyeball is carefully removed with scissors. (D) The eyeball is gently placed in 1x PBS. (E) The eyeball is fixed with forceps at the edge of the cornea. (F) A small incision is made on the edge of the cornea with a needle. (G) The bowl-shaped structure is removed after removing the cornea. (H) The lens is carefully removed with forceps. (I) A small incision is made along the edge of the cornea towards the optic nerve on the sclera, avoiding damage to the retina. (J) The sclera is torn open along the incision with forceps. (K) The retina is flattened and cleaned with a paintbrush. (L) The retina is flattened and rapidly fixed with ice-cold methanol. Please click here to view a larger version of this figure.

Figure 3: Immunostaining of the whole-mount mouse retina. (A) After washing with 1x PBS, the retina is blocked with a blocking buffer. (B) The retina is incubated with a primary antibody at 4 °C overnight. (C) The retina is washed with 1x PBS three times. (D) The retina is incubated with a secondary antibody for 2 h at room temperature. (E) The retina is mounted on a glass slide with RGCs facing upwards. (F) Images are acquired using a laser confocal microscope. Please click here to view a larger version of this figure.

Figure 4: Installation of automatic counting software. (A) Step 1 involves updating the file path to the "yolov5_cpu" directory. (B) The graphical interface is launched. (C) Verification of the model file's presence in the root directory of drive C. Please click here to view a larger version of this figure.

Figure 5: Operation of automated RGC counting software. (A) The counting software is opened. (B) The OPEN IMAGE button is clicked to import the image. (C) The RUN button is clicked to initiate automatic counting. (D) The counted cells are marked with a red square box, and the cell number is displayed at the top right corner. Please click here to view a larger version of this figure.

Figure 6: Automated counting of mouse RGCs. Top panel (left) shows representative results of flat-mount retina immunostained with anti-BRN3A; the top panel (right) shows automated counting of RGCs with previously developed software. Scale bar: 100 µm. Insets from the top panels are enlarged and shown in the bottom panel, respectively. Please click here to view a larger version of this figure.

Figure 7: RGC counting in an NMDA-induced mouse model of glaucoma. Left panel: Overview of the whole-mount retina, showing RGCs recognized by the AI software. Right panel: Enlarged view of a partial area of the retina. Please click here to view a larger version of this figure.