Results and Discussion

It has been reported that OS shows developmental and motor retardation3. In this study, the body weight and the weight of various organs of Mid1-/y were tested, and it was found that the average body weight of Mid1-/y were lower than that of Mid1+/y during growth, but there was no significant difference (Supplementary Fig. S1a), and there was no significant difference in the weight of liver, lung, kidney and brain in Mid1-/y (Supplementary Fig. S1b-e). Monitoring the movement behavior of Mid1-/y within 24h showed that the total movement distance, average movement speed and number of standing were decreased (Supplementary Fig. S1f-k). In order to further study the effect of Mid1 on nervous system, we first carried out elevated plus maze, open field and tail suspension tests, and found no negative effect of Mid1-/y on anxiety and depression. (Supplementary Fig. S2). However, in the Y-maze experiment, the spontaneous alternation score of Mid1-/y was significantly reduced by 21.0±9.5% (Fig. 1a). In the morris water maze, it was found that after the fifth day of continuous training, the time required for Mid1-/y to find the platform was significantly increased by 81.4±38.2%. (Fig. 1b; Supplementary Fig. S3a). On the sixth day of the test, it was found that the total distance, staying time and crossing times of Mid1-/y in the platform area decreased (Fig. 1c, d; Supplementary Fig. S3b-e). These results show that Mid1-/y will lead to the decline of learning and memory ability.

X-linked microtubule-associated protein Mid1 regulates hippocampal development affects neural rhythm, learning and memory.

a The spontaneous alternate scores of Mid1+/y and Mid1-/y in Y maze test (n = 6 mice). b The time required to find the platform by training Mid1+/y and Mid1-/y for five consecutive days in the water maze test (n = 6 mice). c The total distance of Mid1+/y and Mid1-/y moving in the platform area in water maze test (n = 6 mice). d Images of representative tracks of the Mid1+/y and Mid1-/y tested on the sixth day of the water maze test. e Time-frequency coherence between HPC and PFC in Mid1+/y and Mid1-/y (n = 6 mice). f-g The synchrony between the PFC and HPC in the frequency range of 0-100 Hz in Mid1+/y and Mid1-/y (n = 6 mice). h θ-γ cross-frequency coupling in HPC-PFC in Mid1+/y and Mid1-/y, respectively (n = 6 mice). i Power data of individual rhythms in HPC of Mid1+/y and Mid1-/y under different rhythms (δ:0.5∼3.5 Hz, θ:4∼12 Hz, α:8∼13 Hz, β:14∼35 Hz, γ:30∼90 Hz, Low-γ:30∼55 Hz) (n = 5-6 mice). j The representative signals of α and β rhythm frequencies in the HPC of Mid1+/y and Mid1-/y. k Representative pictures of HE staining of brain tissue of Mid1+/y and Mid1-/y. l The ventricle area, HPC area and the number of HPC pyramidal neurons in Mid1+/y and Mid1-/y were counted (n = 6 mice). f Representative pictures of golgi staining in Mid1+/y and Mid1-/y. g Changes of the number of dendritic spines, the length of dendritic spines, the number of dendritic spines per unit length and the number of intersections between dendrites and concentric circles in Mid1+/y and Mid1-/y (n = 5 mice). o Venn diagram of common and specific genes detected by transcriptome of Mid1+/y and Mid1-/y HPC. p Differential gene volcano map. The abscissa represents the change of gene expression multiple in Mid1+/y and Mid1-/y, and the ordinate represents the significant level of gene expression difference between the two groups. q Sankey and bubble diagram reflects the main pathways enriched by KEGG, and the significant differential genes contained in each pathway. r The mRNA levels of gene in the HPC were tested via RT-qPCR by normalization to the level of β-actin (n = 6 mice). s Western Blot results of protein in HPC of Mid1+/y and Mid1-/y (n = 6 mice). t Pairwise comparisons of important genes in the pathway are shown, with a color gradient denoting Spearman’s correlation coefficients. Different rhythms (θ, α, β) of HPC was was related to the effect of different genes by partial Mantel tests. Edge width corresponds to the Mantel’s r statistic for the corresponding distance correlations, and edge color denotes the statistical significance based on permutations. * indicates highly significant correlation (P < 0.05), ** indicates highly significant correlation (P < 0.01), *** indicates highly significant correlation (P < 0.001).

Neuroelectrophysiological technology provdes a more detailed and in-depth method for studying learning and memory ability through its advantages of direct measurement of neural activity, high time sequence resolution and objectivity4. There is a strong neural synchronization between HPC and PFC to regulate various cognitive functions5. But we found that the time-frequency correlation between the two brain regions of Mid1-/y decreased (Fig. 1e), and the coherence between HPC and PFC at 0-100 Hz frequency was also weakened, in which the γ correlation was significantly decreased by 33.2±16.0% (Fig. 1f, g). The cross-coupling degree of θ-γ rhythm in HPC and PFC related to learning and memory also decreased (Fig. 1h)6. We analyzed the neural rhythms in the HPC and PFC of Mid1-/y, respectively, to determine the important brain regions affected by Mid1. Through time-frequency analysis and power spectral density quantitative analysis, it was found that the HPC power of Mid1-/y decreased at 0-100 Hz (Supplementary Fig. S4a, b). Among them, the power density of α and β rhythm in HPC decreased significantly by 83.3±10.9% and 57.7±30.9%, respectively (Fig. 1i), and the representative waveform diagram is shown in Fig. 1j. However, no significant changes were found in the PFC (Supplementary Fig. S4c, d). To sum up, the results of this part show that Mid1-/y have decreased synchronization between HPC-PFC of 30-90 Hz, and abnormal neural rhythm in HPC of 8-35 Hz.

To further explore the physiological and pathological effects of Mid1 on HPC, hematoxylin-eosin staining results showed that the area of ventricles in Mid1-/y were significantly increased by 3.5±1.5 times and the area of HPC were significantly decreased by 15.1±6.6%, but the number of HPC pyramidal neurons did not change significantly (Fig. 1k, l). In order to determine whether the abnormality of brain tissue structure and motor behavior in Mid1-/y were related to inflammation, we tested the whole body thermal imaging of Mid1-/y, and there was no significant change (Supplementary Fig. S5a). The analysis of whole blood showed that the contents of red blood cells and white blood cells (neutrophils, lymphocytes, eosinophils, basophils and monocytes) had no obvious change (Supplementary Fig. S5b-i). These results suggest that the abnormalities in physiological structure and motor behaviour seen in Mid1-/y are not related to inflammation and may be closely related to their own development. Learning and memory are complex processes of neural activity, involving information transmission and synaptic connections. Golgi staining showed that although the number of dendritic spines per unit length in the HPF of Mid1-/y did not change significantly, the total number and the length of dendritic spines decreased significantly by 30.3±18.0% and 26.8±11.8% respectively, and the intersection points of dendrites and concentric circles decreased (Fig. 1m, n). Immunofluorescence staining showed that the positive signals of synapse markers Syn and Psd95 in Mid1-/y were obviously weakened, and there was no obvious change in microglia labeled with Iba1 (Supplementary Fig. S5a-c).

In order to fully understand the changes of HPC gene level in Mid1-/y, we carried out RNA-seq analysis. The results showed that Mid1+/y and Mid1-/y detected the same 12,417 genes (Fig. 1o), including 838 genes significantly up-regulated and 767 genes down-regulated (Fig. 1p). Gene annotation analysis enriched by the kyoto encyclopedia of genes and genomes (KEGG) pathway shows that the neuroactive ligand-receptor interaction, cAMP signaling pathway, calcium signaling pathway and other pathways have changed significantly (Fig. 1q). Then, we examined the changes of mRNA levels of genes in the cAMP pathway. The results showed that the mRNA levels of HPC adenosine A2a receptor (Adora2a), luteinizing hormone (Lhcgr) and G protein subunit α I2 (Gnai2) in Mid1-/y increased significantly, while the mRNA levels of brain-derived neurotrophic factor (Bdnf), fos proto-oncogene (Fos) and jun proto-oncogene (Jun) decreased significantly (Fig. 1r). Many studies have proved that Mid1 knockdown will increase the accumulation of protein of PP2Ac2,7. However, PP2Acα promoter defines a cAMP response element (CRE) site flanked by CpG motifs and that methylation controls the binding of p-CREB and the activity of the promoter8, thus regulating gene transcription and widely participating in the learning and memory process of the nervous system9. Therefore, we further verified at the protein level that the deletion of Mid1 gene significantly increased the accumulation of Pp2ac protein and inhibited the activity of p-Creb, which led to the decrease of Bdnf protein expression level in the downstream cAMP pathway, and finally affected the growth, morphology and function of axons and dendrites of hippocampal neurons, resulting in the decrease of synaptic density (Fig. 1s, Supplementary Fig. S5d). In addition, we analysed the correlation between rhythms in different brain regions and behavioural alterations in Mid1-/y and found that HPC θ, α, β were significantly correlated with abnormal behavioural changes (Supplementary Fig. S6). Mantel tests were performed on the genes that changes in the pathway and found that the series of alterations caused by Mid1 gene deletion correlated most significantly with HPC α rhythm changes (Fig. 1t).

Generally speaking, our research shows that Mid1-/y are characterized by a significant decrease in HPC α rhythm and a significant decrease in γ correlation betweenHPC and PFC. The main reason is that the deletion of Mid1 gene will increase the accumulation of Pp2ac protein, inhibit the activity of p-Creb, affect the downstream cAMP pathway, lead to the decrease of synaptic density and plasticity, and ultimately affect the learning and memory ability. This is helpful to understand the causes of mental retardation in OS and is of great significance for the diagnosis and treatment of the disease.

Materials and methods

Mid1 KO mice, a kind gift from Zhiqi Xiong and Yiguo Wang, were genotyped as described previously1. Mid1+/y and Mid1-/y mouse genotyping results are showed in SI Appendix, Fig. S7. All the animal experiments conducted in this work gained the approval of the Animal Ethics Committee of Tianjin University (Approval No. TJUE-2024-164).

Neuroelectro physiological experiment. In prefrontal cortex and hippocampus (PFC-HPC), in vivo field potentials were recorded simultaneously. The mice were placed in a stereotactic frame and treated with isoflurane. When the 1 cm long skin incision was generated, each soft tissue from the skull surface was removed; and an electric cranial drill was used to drill the two small holes with a diameter of 1 mm. Two sections (each with four tungsten wires closely spaced) of tungsten recording electrodes were placed in the PFC (1.2 mm mediolateral and 2.2 mm anterior to Bregma, depth from the dura, 1.4 mm) and HPC (0.4 mm mediolateral and 1.9 mm posterior to Bregma, depth from the dura, 2.5 mm) brain regions. In the PFC-HPC regions, the LFP signals were collected for 5 min simultaneously. In this paper, the LFP data used were collected by using (Blackrock, USA) a sampling frequency of 20 kHZ.

See the Supplementary Information for a full description of Materials and Methods.

Acknowledgements

We thank all the members in our Lab for their great assistance with this study. This work was supported by the National Key Research and Development Program of China (grant numbers: 2022YFF1202900), the National Natural Science Foundation of China (grant numbers: 82471196). We thank Zhiqi Xiong from the Chinese Academy of Sciences and Yiguo Wang from Tsinghua University for providing us with Mid1 KO mice.

Data availability

The source data underlying the respective main text (Figs. 1) and Supplementary Figures are provided as Source Data Files. Source data are provided in this paper. The source data for Fig. 5 were deposited on the web server http://www.ncbi.nlm.nih.gov/bioproject/1131272. Please use the BioProject ID PRJNA1131272.

Additional information

Author contributions

L.C. C.Y. initiated the project, conceived and supervised the research; Z.Y., X.G. and P.L. performed the experiments; P.L. and Z.Y. analyzed the data; L.C. and Z.Y. wrote the manuscript with input from all authors.

Conflict of interest

The authors declare no competing interests.