DataSheet_1:同源重组基因的下一代测序预测非小细胞肺癌铂类化疗疗效

非小细胞肺癌患者HR基因NGS数据及铂类化疗疗效预测

NIAID Data Ecosystem
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基因组NGShomologous recombinationplatinum sensitivitychemotherapyNSCLC
DataSheet_1_Next-generation sequencing of homologous recombination genes could predict efficacy of platinum-based chemotherapy in non-small cell lung cancer

基本信息

模态
基因组
大小
0.000034452 GB
许可
CC BY 4.0
创建/更新时间
2026-10-08
版本
v1

资源简介

DataSheet_1:同源重组基因的下一代测序预测非小细胞肺癌铂类化疗疗效

【一句话概览】

本数据集是 figshare 公开的组学数据集,收录 1 个文件、合计 34.45 KB,主题涵盖 NGS、homologous recombination、platinum sensitivity、chemotherapy、NSCLC,可用于生物标志物发现与分子分型研究,CC BY 4.0 许可开放获取。

【数据集背景】

本数据集源站标题为《DataSheet_1_Next-generation sequencing of homologous recombination genes could predict efficacy of platinum-based chemotherapy in non-small cell lung cancer.xlsx》。配套论文《Platinum-based chemotherapy in advanced non-small-cell lung cancer: optimal number of treatment cycles》发表于 Expert Review of Anticancer Therapy(2016),DOI:10.1586/14737140.2016.1170596。源站首次发布:2022-12-14。

【数据内容】

源站原始描述:BackgroundWith the widespread use of next-generation sequencing (NGS) in clinical practice, an increasing number of biomarkers that predict a response to anti-tumor therapy in non-small cell lung cancer (NSCLC) has been identified. However, validated biomarkers that can be used to detect a response to platinum-based chemotherapy remain unavailable. Several studies have suggested that homologous recombination deficiency (HRD) may occur in response to platinum-based chemotherapy in ovarian cancer…

【数据结构与技术规格】

文件数 1 个,合计 34.45 KB。DataSheet_1_Next-generation sequencing of homologous recombination genes could predict efficacy of platinum-based chemotherapy in non-small cell lung .xlsx:application/vnd.openxmlformats-officedocument.spreadsheetml.sheet,34.45 KB。数据集 DOI:10.3389/fonc.2022.1035808.s001。

【主题与分类】

源站学科分类:Cancer、Haematological Tumours、Molecular Targets、Radiation Therapy、Oncology and Carcinogenesis not elsewhere classified、Solid Tumours。主题标签:NGS、homologous recombination、platinum sensitivity、chemotherapy、NSCLC。

【适用方向】

组学数据适用于生物标志物发现与分子分型相关建模研究。

【获取与许可】

源站页面:https://frontiersin.figshare.com/articles/dataset/DataSheet_1_Next-generation_sequencing_of_homologous_recombination_genes_could_predict_efficacy_of_platinum-based_chemotherapy_in_non-small_cell_lung_cancer_xlsx/21722192

使用许可:CC BY 4.0(https://creativecommons.org/licenses/by/4.0/)。

规范引用:Zhang, Linlin; Guan, Shasha; Meng, Fanlu; Teng, Lin; Zhong, Diansheng (2022). DataSheet_1_Next-generation sequencing of homologous recombination genes could predict efficacy of platinum-based chemotherapy in non-small cell lung cancer.xlsx. Frontiers. Dataset

【使用注意】

· 源站最后修改于 2023-06-17,引用时请注意版本时效。

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下载信息

注册下载

需要注册 Kaggle 账号并登录后下载,适合需要跟踪下载记录和使用 API 的用户。

暂未开放

公开下载

无需注册即可直接获取公开样本或文档,适合快速预览和评估数据集质量。

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有偿下载

公开数据集受托下载与技术交付服务。

提供高速下载与技术交付服务(收技术服务费,非数据销售)

暂未开放

当前数据集主要来源为 Kaggle 公开托管,完整影像包建议通过原始链接或 Kaggle API 获取。

使用方式

数据集获取(Figshare)

命令行下载

curl -L -o "DataSheet_1_Next-generation sequencing of homologous recombination genes could predict efficacy of platinum-based chemotherapy in non-small cell lung .xlsx" "https://ndownloader.figshare.com/files/38542658"

文件清单

  • DataSheet_1_Next-generation sequencing of homologous recombination genes could predict efficacy of platinum-based chemotherapy in non-small cell lung .xlsx(34.45 KB)

文件总体积 34.45 KB(源站 API 实测)。

数据加载示例(图像类)

from PIL import Image
import glob, os

files = (glob.glob(os.path.join(path, "**", "*.png"), recursive=True)
       + glob.glob(os.path.join(path, "**", "*.jpg"), recursive=True)
       + glob.glob(os.path.join(path, "**", "*.tif"), recursive=True))
print("图像文件数:", len(files))
img = Image.open(files[0]); print("尺寸/模式:", img.size, img.mode)

# torchvision Dataset 方式:
# from torchvision import datasets
# ds = datasets.ImageFolder(path)  # 要求 子目录=类别

目录组织与标注格式以源站说明和下载后实际文件为准。

数据说明

BackgroundWith the widespread use of next-generation sequencing (NGS) in clinical practice, an increasing number of biomarkers that predict a response to anti-tumor therapy in non-small cell lung cancer (NSCLC) has been identified. However, validated biomarkers that can be used to detect a response to platinum-based chemotherapy remain unavailable. Several studies have suggested that homologous recombination deficiency (HRD) may occur in response to platinum-based chemotherapy in ovarian cancer and breast cancer. However, currently there is a lack of proven and reliable HRD markers that can be used to screen for patients who may benefit from platinum-based chemotherapy, especially in NSCLC.
MethodsNGS was used to screen for gene mutations, including homologous recombination (HR) genes and common driver gene mutations in NSCLC. Cox regression analysis was performed to identify potential clinicopathological or gene mutation factors associated with survival in patients receiving platinum-based chemotherapy, while Kaplan–Meier analysis with the log-rank test was performed to assess the effect of HR gene mutations on progression-free survival (PFS).
ResultsIn a retrospective cohort of 129 patients with advanced NSCLC, 54 who received platinum-based chemotherapy with or without anti-angiogenic therapy were included in the analysis. Univariate and multivariate Cox proportional hazard regression analyses showed that HR gene mutations were associated with platinum-based chemotherapy sensitivity. Efficacy results indicated that the objective response rates (ORR) for patients with BRCA1/2 mutations and BRCA1/2 wild type were 75% and 30.4% (p=0.041), while the median PFS was 7.5 and 5.5 months (hazard ratio [HR], 0.52; 95% CI, 0.27–1.00; p=0.084), respectively. The ORRs of patients with HR gene mutations and HR gene wild type were 60% and 23.6% (p=0.01), and the median PFS was 7.5 and 5.2 months (HR, 0.56; 95% CI, 0.32–0.97; p=0.033), respectively.
ConclusionsHR gene mutations show potential as promising biomarkers that may predict sensitivity to platinum-based chemotherapy in advanced and metastatic NSCLC.

许可

CC BY 4.0

引用

学术使用请引用 DOI 10.3389/fonc.2022.1035808.s001(source: https://frontiersin.figshare.com/articles/dataset/DataSheet_1_Next-generation_sequencing_of_homologous_recombination_genes_could_predict_efficacy_of_platinum-based_chemotherapy_in_non-small_cell_lung_cancer_xlsx/21722192)。

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