signature=219b70dd28e837a4d3089c745c520fdf,MTR-15A PRONEURAL SIGNATURE PROFILE PREDICTS RESISTANCE T...

晚期胃癌的传统化疗方案中位生存期约为9-11个月。结合疗法虽然能提高生存率,但毒性也随之增加。基因表达谱的研究揭示了胃癌独特的分子表型,其中受体酪氨酸激酶的表达变化为药物研发提供了新的途径。HER2阳性的胃癌患者使用曲妥珠单抗治疗已显示出显著的生存获益。未来可能的策略包括使用新型抗HER2药物如帕妥珠单抗和T-DM1,以及双EGFR/HER2阻断剂拉帕替尼。然而,针对EGFR通路的治疗在未选择的患者群体中尚未取得成功。贝伐珠单抗在大型全球试验中未能达到预期效果,但在某些地区显示出疗效差异,提示可能需要进行区域分层研究。未来临床试验的关键将是精确选择患者亚群,如针对MET/HGF和FGFR轴的新型靶向药物。期望这些分子定义的治疗策略能带来比现有标准疗法更显著的生存改善。

摘要:

For patients with advanced gastric cancer, traditional double or triplet cytotoxic chemotherapy regimens result in a median survival of 9–11months. As combination therapy is associated with increased survival, but also increased toxicity in a patient population whose performance status often compromised by their malignancy, development of more effective and less toxic treatment choices is mandated. Emerging data from gene expression profiling suggests that differences in pathological appearance and clinical behavior may be due the presence of unique molecular phenotypes. Characterization of the gastric cancer genomic landscape reveals the presence of multiple alterations in expression of receptor tyrosine kinases, which in conjunction with their ligands and downstream effector molecules represent potentially druggable pathways for future drug development. Treatment of HER2 positive gastric cancer with trastuzumab has led to significant gains in overall survival, and further manipulation of this pathway using the novel anti- HER2 directed agents pertuzumab and T-DM1 in addition to dual EGFR / HER2 blockade with lapatinib may yield positive results. In contrast, targeting of the EGFR pathway in combination with chemotherapy in unselected patients has not been fruitful to date, with no significant gains over standard chemotherapy yet demonstrated. Similarly, use of the anti-angiogenic monoclonal antibody bevacizumab was not successful in a large global randomized trial; however intriguing regional variations were seen with respect to efficacy of this drug, leading to calls for a second, regionally stratified study. Careful selection of patient subsets will become a key factor in future clinical trials, as novel targeted agents such as those targeting the MET/HGF and FGFR axes move forward into clinical development. It is hoped that treatment of patients in such molecularly defined groups is will lead to significant gains in survival compared to current treatment paradigms.

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该数据集通过合成方式模拟了多种发动机在运行过程中的传感器监测数据,旨在构建一个用于机械系统故障检测的基准资源,特别适用于汽车领域的诊断分析。数据按固定时间间隔采集,涵盖了发动机性能指标、异常状态以及工作模式等多维度信息。 时间戳:数据类型为日期时间,记录了每个数据点的采集时刻。序列起始于2024年12月24日10:00,并以5分钟为间隔持续生成,体现了对发动机运行状态的连续监测。 温度(摄氏度):以浮点数形式记录发动机的温度读数。其数值范围通常处于60至120摄氏度之间,反映了发动机在常规工况下的典型温度区间。 转速(转/分钟):以浮点数表示发动机曲轴的旋转速度。该参数在1000至4000转/分钟的范围内随机生成,符合多数发动机在正常运转时的转速特征。 燃油效率(公里/升):浮点型变量,用于衡量发动机的燃料利用效能,即每升燃料所能支持的行驶里程。其取值范围设定在15至30公里/升之间。 振动_X、振动_Y、振动_Z:这三个浮点数列分别记录了发动机在三维空间坐标系中各轴向的振动强度。测量值标准化至0到1的标度,较高的数值通常暗示存在异常振动,可能与潜在的机械故障相关。 扭矩(牛·米):以浮点数表征发动机输出的旋转力矩,数值区间为50至200牛·米,体现了发动机的负载能力。 功率输出(千瓦):浮点型变量,描述发动机单位时间内做功的速率,取值范围为20至100千瓦。 故障状态:整型分类变量,用于标识发动机的异常程度,共分为四个等级:0代表正常状态,1表示轻微故障,2对应中等故障,3指示严重故障。该列作为分类任务的目标变量,支持基于传感器数据预测故障等级。 运行模式:字符串类型变量,描述发动机当前的工作状态,主要包括:怠速(发动机运转但无负载)、巡航(发动机在常规负载下平稳运行)、重载(发动机承受高负荷或高压工况)。 数据集整体包含1000条记录,每条记录对应特定时刻的发动机性能快照。其中故障状态涵盖从正常到严重故障的四级分类,有助于训练模型实现故障预测与诊断。所有数据均为合成生成,旨在模拟真实的发动机性能变化与典型故障场景,所包含的温度、转速、燃油效率、振动、扭矩及功率输出等关键传感指标,均为影响发动机故障判定的重要因素。 资源来源于网络分享,仅用于学习交流使用,请勿用于商业,如有侵权请联系我删除!
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