Using large models and artificial intelligence methods to study the prognosis and treatment response of multiple myeloma

注册号:

Registration number:

ChiCTR2500110144 

最近更新日期:

Date of Last Refreshed on:

2025-10-09 09:11:25 

注册时间:

Date of Registration:

2025-10-09 00:00:00 

注册号状态:

预注册

Registration Status:

Prospective registration

注册题目:

利用大模型及人工智能方法研究多发性骨髓瘤预后及治疗反应

Public title:

Using large models and artificial intelligence methods to study the prognosis and treatment response of multiple myeloma

注册题目简写:

English Acronym:

研究课题的正式科学名称:

利用大模型及人工智能方法研究多发性骨髓瘤预后及治疗反应

Scientific title:

Using large models and artificial intelligence methods to study the prognosis and treatment response of multiple myeloma

研究课题代号(代码):

Study subject ID:

在二级注册机构或其它机构的注册号:

The registration number of the Partner Registry or other register:

申请注册联系人:

陈斌 

研究负责人:

陈斌 

Applicant:

Chen Bin 

Study leader:

Chen Bin 

申请注册联系人电话:

Applicant telephone:

+86 137 3800 6070

研究负责人电话:

Study leader's telephone:

+86 137 3800 6070

申请注册联系人传真 :

Applicant Fax:

研究负责人传真:

Study leader's fax:

申请注册联系人电子邮件:

Applicant E-mail:

ttbin@zju.edu.cn

研究负责人电子邮件:

Study leader's E-mail:

ttbin@zju.edu.cn

申请单位网址(自愿提供):

Applicant website(voluntary supply):

研究负责人网址(自愿提供):

Study leader's website(voluntary supply):

申请注册联系人通讯地址:

浙江省杭州市上城区庆春路79号

研究负责人通讯地址:

浙江省杭州市上城区庆春路79号

Applicant address:

No. 79 Qingchun Road, Shangcheng, Hangzhou, Zhejiang, 310003, China

Study leader's address:

No. 79 Qingchun Road, Shangcheng, Hangzhou, Zhejiang, 310003, China

申请注册联系人邮政编码:

Applicant postcode:

310003

研究负责人邮政编码:

Study leader's postcode:

310003

申请人所在单位:

浙江大学医学院附属第一医院

Applicant's institution:

The First Affiliated Hospital of Zhejiang University School of Medicine

研究负责人所在单位:

浙江大学医学院附属第一医院

Affiliation of the Leader:

The First Affiliated Hospital of Zhejiang University School of Medicine

是否获伦理委员会批准:

是/Yes

Approved by ethic committee:

Yes

伦理委员会批件文号:

Approved No. of ethic committee:

浙大一院伦审2025研第1122号-快

伦理委员会批件附件:

Approved file of Ethical Committee:

查看附件View

批准本研究的伦理委员会名称:

浙江大学医学院附属第一医院IIT伦理审查委员会

Name of the ethic committee:

IIT Ethics Review Committee of the First Affiliated Hospital, Zhejiang University School of Medicine

伦理委员会批准日期:

Date of approved by ethic committee:

2025-09-26 00:00:00

伦理委员会联系人:

吴梅佳

Contact Name of the ethic committee:

Wu Meijia

伦理委员会联系地址:

浙江省杭州市上城区庆春路79号

Contact Address of the ethic committee:

No. 79 Qingchun Road, Shangcheng, Hangzhou, Zhejiang, 310003, China

伦理委员会联系人电话:

Contact phone of the ethic committee:

+86 571 8723 3418

伦理委员会联系人邮箱:

Contact email of the ethic committee:

研究实施负责(组长)单位:

浙江大学医学院附属第一医院

Primary sponsor:

The First Affiliated Hospital of Zhejiang University School of Medicine

研究实施负责(组长)单位地址:

浙江省杭州市上城区庆春路79号

Primary sponsor's address:

No. 79 Qingchun Road, Shangcheng, Hangzhou, Zhejiang, 310003, China

试验主办单位(项目批准或申办者):

Secondary sponsor:

国家:

中国

省(直辖市):

浙江省

市(区县):

杭州

Country:

China

Province:

Zhejiang

City:

Hangzhou

单位(医院):

浙江大学医学院附属第一医院

具体地址:

浙江省杭州市上城区庆春路79号

Institution
hospital:

The First Affiliated Hospital of Zhejiang University School of Medicine

Address:

No. 79 Qingchun Road, Shangcheng, Hangzhou, Zhejiang, 310003, China

经费或物资来源:

浙江省“尖兵领雁+X”科技计划2025C02170

Source(s) of funding:

The Zhejiang Province Leading Geese Plan2025C02170

Target disease:

Multiple myeloma

Target disease code:

2A83.Y

研究类型:

观察性研究

Study type:

Observational study

研究所处阶段:

回顾性研究 

Study phase:

Retrospective study

研究设计:

连续入组 

Study design:

Sequential 

研究目的:

开发并验证一个融合多模态数据的大语言模型,精准预测多发性骨髓瘤预后及治疗反应。  

Objectives of Study:

Develop and validate a large language model that integrates multimodal data to accurately predict the prognosis and treatment response of multiple myeloma.

药物成份或治疗方案详述:

 

Description for medicine or protocol of treatment in detail:

 

纳入标准:

1.根据IMWG2016标准诊断为症状性多发性骨髓瘤 2.年龄≥18岁 3.患者拥有完整可用的基线资料、治疗方案及随访数据

Inclusion criteria

1. Patients diagnosed with symptomatic multiple myeloma according to the IMWG 2016 criteria; 2. aged >=18 years; 3. with complete baseline information, treatment regimen, and follow-up data available.

排除标准:

1.合并其他原发性恶性肿瘤,且仍需要治疗; 2.诊断为冒烟型骨髓瘤或意义未明的单克隆免疫球蛋白病; 3.妊娠或哺乳期妇女; 4.临床资料严重缺失,无法进行可靠评估; 5.研究者认为不适合入组的患者。

Exclusion criteria:

1. Patients with concurrent other primary malignancies who still require treatment; 2. Patients diagnosed with smoldering myeloma or monoclonal gammopathy of undetermined significance; 3. Pregnant or lactating women; 4. Patients with severely incomplete clinical data that preclude reliable assessment; 5. Patients deemed unsuitable for inclusion by the investigator.

研究实施时间:

Study execute time:

From 2025-09-26 00:00:00 To 2026-12-31 00:00:00  

征募观察对象时间:

Recruiting time:

From 2025-10-10 00:00:00 To 2026-02-28 00:00:00  

干预措施:

Interventions:

组别:

大语言模型组

样本量:

500

Group:

Large language model group

Sample size:

干预措施:

干预措施代码:

Intervention:

None

Intervention code:

研究实施地点:

Countries of recruitment and research settings:

国家:

中国

省(直辖市):

浙江省 

市(区县):

杭州 

Country:

China 

Province:

Zhejiang 

City:

Hangzhou 

单位(医院):

浙江大学医学院附属第一医院 

单位级别:

三级 

Institution
hospital:

The First Affiliated Hospital of Zhejiang University School of Medicine

Level of the institution:

Tertiary

测量指标:

Outcomes:

指标中文名:

准确率

指标类型:

主要指标

Outcome:

accuracy

Type:

Primary indicator

测量时间点:

测量方法:

Measure time point of outcome:

Measure method:

指标中文名:

ROC 曲线下面积

指标类型:

主要指标

Outcome:

Area under the ROC curve

Type:

Primary indicator

测量时间点:

测量方法:

Measure time point of outcome:

Measure method:

采集人体标本:

Collecting sample(s)
from participants:

标本中文名:

组织:

Sample Name:

NA

Tissue:

人体标本去向

使用后销毁  

说明

Fate of sample:

Destruction after use  

Note:

征募研究对象情况:

Recruiting status:

正在进行

Recruiting

年龄范围:

Participant age:

最小 Min age 18 years
最大 Max age 90 years

性别:

男女均可

Gender:

Both

随机方法(请说明由何人用什么方法产生随机序列):

Randomization Procedure (please state who generates the random number sequence and by what method):

None

是否公开试验完成后的统计结果:

Calculated Results after the Study Completed public access:

公开/Public

盲法:

Blinding:

试验完成后的统计结果(上传文件):

Calculated Results after
the Study Completed(upload file):

是否共享原始数据:

IPD sharing

No

共享原始数据的方式(说明:请填入公开原始数据日期和方式,如采用网络平台,需填该网络平台名称和网址):

不共享

The way of sharing IPD”(include metadata and protocol, If use web-based public database, please provide the url):

No share

数据采集和管理(说明:数据采集和管理由两部分组成,一为病例记录表(Case Record Form, CRF),二为电子采集和管理系统(Electronic Data Capture, EDC),如ResMan即为一种基于互联网的EDC:

所有受试者数据将在收集后立即进行匿名化处理,所有研究人员均签署保密协议。数据存储在设有高级别防火墙和加密措施的服务器上,确保受试者隐私和数据安全。

Data collection and Management (A standard data collection and management system include a CRF and an electronic data capture:

All subject data will be anonymized immediately after collection, and all researchers will sign a confidentiality agreement. Data will be stored on servers behind high-level firewalls and encryption measures to ensure subject privacy and data security.

数据与安全监察委员会:

Data and Safety Monitoring Committee:

暂未确定/Not yet

注册人:

Name of Registration:

 2025-10-09 09:11:06