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Ahstract-Due to the non-stationarity nature and poor signal-to-noise ratio (SNR) of brain signals, repeated time consuming calibration is one of the biggest problems for today's brain-computer interfaces (BCls). In order to reduce calibration time, many transfer learning methods have been proposed to extract discriminative or stationary information from other subjects or prior sessions for target classification task. In this paper, we review the existing transfer learning methods used for BCI classification problems and organize them into three cases based on different transfer strategies. Besides, we list the datasets used in these BCI studies.

In order to explore the possibility of l-carnitine (LC) as a protector of male fertility in chemotherapy, we observed the damage of cyclophosphamide (CTX) to Sertoli cells and the protective effect of LC on the testis Sertoli cells from such damage in this study. Healthy adult male mice were divided into three groups: chemotherapy group were injected intraperitoneally with the CTX; protective agent group were injected both LC and CTX; control group mice were injected only with isochoric physiological saline; all once a day for 5 days. After 5 days, the mice were, respectively, killed at 24 hr after the last injection. The testis and epididymis were removed. Epididymis was for sperm analysis immediately, and immunohistochemistry, RT-PCR and Western blot for the assessments of occludin, glial cell-derived neurotrophic factor (GDNF) and TGF-β3 mRNA and protein expression. The sperm analysis of epididymis showed that CTX can significantly decrease sperm count and motility; and administration of LC resulted in significant recovery of the sperm count and sperm motility. Compared with control group, the expressions of occludin and GDNF decreased and the expression of TGF-β3 increased significantly (p < 0.05) in the CTX group. In the LC + CTX group, the expressions of occludin and GDNF were higher than those of the CTX group and similar to those of the control group; the TGF-β3 expression was lower (p < 0.05) than that of the CTX group and similar to that of the control group. The results of this study showed that CTX could damage the spermatogenesis and reduce the expression of occludin and GDNF, and increase the expression of TGF-β3 in testis of mouse, which indicates CTX's damage or efficacy to testis Sertoli cells. LC could protect the Sertoli cells of testis from these damages caused by CTX, and promote or protect the spermatogenesis. In conclusion, this study provides meaningful information about the possible damage to male fertility by chemotherapeutics and potential of LC in the protection of male fertility during chemotherapy.

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