転置畳み込みニューラルネットワークを用いたrtMRIデータからの調音-音響変換

Tokyo University of ScienceTokyo University of ScienceTokyo University of ScienceTokyo University of Science会議名: 言語資源活用ワークショップ2021, 開催地: オンライン, 会期: 2021年9月13日-14日, 主催: 国立国語研究所 コーパス開発センター本稿では，rtMRIデータから音響特徴量を生成するための深層学習モデルを提案する。調音器官全体を高解像度で記録できるrtMRIは，調音データから音響特徴量を生成するための元データとして有用であると考えられるが，フレームレートが比較的低いという問題がある。そこで我々は，転置畳み込みネットワークを用いて時間軸方向に超解像処理を行う方法を提案する。標準的な畳み込みニューラルネットワークが畳み込みによって主に画像の近隣情報を圧縮するのに対して，転置畳み込みネットワークではこの逆の操作を行うことにより，画像の解像度を向上させる。本手法ではこの超解像処理をrtMRIデータの時間方向に適用することによって，rtMRIデータの時間解像度を向上させる。メルケプストラム歪みとPESQを評価尺度として用いた実験の結果，転置畳み込みネットワークは正確な音響特徴量の生成に有効であることがわかった。また，超解像処理の倍率を上げることで，PESQのスコアが向上することも確認した

PD-1 blockade therapy promotes infiltration of tumor-attacking exhausted T cell clonotypes

PD-1 blockade exerts clinical efficacy against various types of cancer by reinvigorating T cells that directly attack tumor cells (tumor-specific T cells) in the tumor microenvironment (TME), and tumor-infiltrating lymphocytes (TILs) also comprise nonspecific bystander T cells. Here, using single-cell sequencing, we show that TILs include skewed T cell clonotypes, which are characterized by exhaustion (T-ex) or nonexhaustion signatures (Tnon-ex). Among skewed clonotypes, those in the T-ex, but not those in the Tnon-ex, cluster respond to autologous tumor cell lines. After PD-1 blockade, non-preexisting tumor-specific clonotypes in the T-ex cluster appear in the TME. Tumor-draining lymph nodes (TDLNs) without metastasis harbor a considerable number of such clonotypes, whereas these clonotypes are rarely detected in peripheral blood. We propose that tumor-infiltrating skewed T cell clonotypes with an exhausted phenotype directly attack tumor cells and that PD-1 blockade can promote infiltration of such T-ex clonotypes, mainly from TDLNs

Prognostic and predictive value of CD163 expression and the CD163/CD68 expression ratio for response to adjuvant chemotherapy in patients with surgically resected lung squamous cell carcinoma

Abstract Background Macrophages infiltrating the tumor microenvironment are defined as tumor‐associated macrophages (TAMs). TAMs can be polarized into different phenotypes, that is, proinflammatory M1 macrophages or anti‐inflammatory M2 macrophages. Particularly, M2 macrophages promote angiogenesis, wound healing, and tumor growth. This study aimed to evaluate whether M2 TAMs can serve as a useful marker to predict prognosis and benefit from adjuvant chemotherapy in patients with surgically resected lung squamous cell carcinomas (SCCs). Methods We examined 104 patients with SCC. Tissue microarrays were constructed, and the density of TAMs was analyzed by immunohistochemistry for expression of CD68 and CD163. The relationship between CD68 and CD163 expression and the CD163/CD68 expression rate and clinicopathological characteristics including patient outcomes were investigated. In addition, propensity score matching (PSM) analysis was conducted to test the hypothesis that these cells significantly influenced chemotherapy responses. Results Univariate analysis revealed that pathological stage, CD163 expression, and the CD163/CD68 expression ratio were significant prognostic factors. Multivariate analysis showed that these factors were all independent prognostic factors. Thirty‐four pairs were determined by using PSM analysis. Patients with a low CD163/CD68 expression ratio benefited more from adjuvant chemotherapy than those with a high ratio. Conclusion We suggest that M2 TAMs may be a useful marker to predict prognosis and differential benefit from adjuvant chemotherapy in patients with surgically resected lung SCCs

<span style="font-variant: small-caps">l</span>-Theanine Protects Bladder Function by Suppressing Chronic Sympathetic Hyperactivity in Spontaneously Hypertensive Rat

Chronic sympathetic hyperactivity is known to affect metabolism and cause various organ damage including bladder dysfunction. In this study, we evaluated whether l-theanine, a major amino acid found in green tea, ameliorates bladder dysfunction induced by chronic sympathetic hyperactivity as a dietary component for daily consumption. Spontaneously hypertensive rats (SHRs), as an animal model of bladder dysfunction, were divided into SHR–water and SHR–theanine groups. After 6 weeks of oral administration, the sympathetic nervous system, bladder function, and oxidative stress of bladder tissue were evaluated. The mean blood pressure, serum noradrenaline level, and media-to-lumen ratio of small arteries in the suburothelium were significantly lower in the SHR–theanine than in the SHR–water group. Micturition interval was significantly longer, and bladder capacity was significantly higher in the SHR–theanine than in the SHR–water group. Bladder strip contractility was also higher in the SHR–theanine than in the SHR–water group. Western blotting of bladder showed that expression of malondialdehyde was significantly lower in the SHR–theanine than in the SHR–water group. These results suggested that orally administered l-theanine may contribute at least partly to the prevention of bladder dysfunctions by inhibiting chronic sympathetic hyperactivity and protecting bladder contractility

Role of puboperinealis and rectourethralis muscles as a urethral support system to maintain urinary continence after robot-assisted radical prostatectomy

Abstract The present study investigated the role of a urethral support system to maintain urinary continence after robot-assisted radical prostatectomy (RARP), with a focus on pelvic floor muscles, such as the puboperinealis muscle (PPM) and rectourethralis muscle (RUM). Finally, 323 patients who underwent RARP were analyzed in this study. All patients performed a one-hour pad test 1, 3, 6, 9, and 12 months after RARP to assess urinary incontinence and MRI before and 9 months after RARP to evaluate the pelvic anatomical structure. The preoperative cross-sectional area of PPM (2.21 ± 0.69 cm2) was significantly reduced by 19% after RARP (1.79 ± 0.60 cm2; p < 0.01). Positive correlations were observed between the amount of urinary leakage according to the 1-h pad test 1, 3, 6, 9, and 12 months after RARP and the change in the cross-sectional area of PPM by RARP (p < 0.01, < 0.001, < 0.001, < 0.001, and < 0.001, respectively). A positive correlation was also noted between the amount of urinary leakage 6 and 12 months after RARP and the preoperative RUM diameter (p < 0.05). The amount of urinary leakage 1, 3, 6, 9, and 12 months after RARP negatively correlated with the change in the antero-posterior diameter of the membranous urethra (MU diameter) from the static to dynamic phases during the Valsalva maneuver by cine MRI. Furthermore, the change in the MU diameter negatively correlated with the change in the cross-sectional area of PPM (p < 0.05). PPM and RUM play significant roles as a supportive mechanism to maintain urinary continence by functioning as a urethral support