scholarly journals An interactive retrieval system for clinical trial studies with context-dependent protocol elements

2019 ◽  
Author(s):  
Junseok Park ◽  
Kwangmin Kim ◽  
Seongkuk Park ◽  
Woochang Hwang ◽  
Sunyong Yoo ◽  
...  

AbstractA clinical trial protocol defines the procedures that should be performed during a clinical trial. Every clinical trial begins with the design of its protocol. While designing the protocol, most researchers refer to electronic databases and extract protocol elements using a keyword search. However, state-of-the-art retrieval systems only offer text-based searches for user-entered keywords. In this study, we present an interactive retrieval system with a context-dependent and protocol-element-selection function for successfully designing a clinical trial protocol. To do this, we first introduce a database for a protocol retrieval system constructed from individual protocol data extracted from 184,634 clinical trials and 13,210 frame structures of clinical trial protocols. The database contains various semantic information that enables the protocols to be filtered during the search operation. Based on the database, we developed a web application called the clinical trial protocol database system (CLIPS; available at https://corus.kaist.edu/clips), which enables an interactive search by utilizing protocol elements. CLIPS provides the options to select the next element according to the previous element in the form of a connected tree, thus enabling an interactive search for combinations of protocol elements. The validation results show that our method achieves better performance than existing databases in predicting phenotypic features.

2018 ◽  
Author(s):  
Junseok Park ◽  
Kwangmin Kim ◽  
Seongkuk Park ◽  
Woochang Hwang ◽  
Sunyong Yu ◽  
...  

BACKGROUND Clinical trial protocol includes all the steps that should be conducted in clinical trial and all clinical trial start with development of the protocol. And the protocol is kinds of procedure manual that consists of appropriate combination of related elements, so one element selection generally affects the next element selection. To development the protocol, researchers refer a published guides or electronic protocol templates. The detail elements of the protocol are designed based on the previous data which is retrieved separately in public database of clinical trial. Specifically, researchers retrieve for preliminary information using text based user input keywords, then they extract the elements. However, the current retrieve approaches do not provide a method to interactively select for a combination of the elements. OBJECTIVE The purpose of our study is to provide context-dependent protocol element selection system for the development of objective and successful clinical trial protocols. In detail, we construct a database that can retrieve protocols by combined analysis of elements. Moreover, we develop a web-based interactive protocol element wise selection application using constructed database. METHODS We have constructed a key-value type database for searching element combinations. To build the database, we have defined structure of protocol within five factors; design, subject, variables, statistical issue and descriptions. In this study, five factors are defined as a subset of protocol elements and we have manually classified them from collected information in public database. Then, we have developed a web application to implement interactive method for retrieving selected combination of protocol element. The application in the form of a connected tree provides options to select the next element according to the decision of previous element. Therefore, a researcher can retrieve the structure of the combined protocol. Also, the application supports a function for retrieve various selected protocol structure at the same time. RESULTS We have developed a database and search application for protocol structure retrieval. The database is built on individual protocol information extracted from previous 184,634 clinical trials and provides 13,210 integrated structural information. Furthermore, the database contains various semantic information of the protocols to filter protocols in search application. We did technical validation for evaluating of the database with ‘Cancer and Other Neoplasms’ category of clinicaltrials.gov. By comparing with the clinicaltrials.gov our method has better performance in predicting phenotypic features. Our F1 score was 0.515, while F1 score of clinicaltrials.gov was 0.377. Finally, we developed web application, CLinical trial protocol database System(CLIPS), which provides users with search our database interactively based on protocol elements. CLIPS is available at http://corus.kaist.edu/clips. CONCLUSIONS We have developed database and application to interactively search clinical trial protocols efficiently. We believe that our system is helpful for conducting a new clinical trial. Furthermore, we expect that the database would be utilized as meta-analysis in clinical trials for various purposes. CLINICALTRIAL None


PLoS ONE ◽  
2020 ◽  
Vol 15 (9) ◽  
pp. e0238290
Author(s):  
Junseok Park ◽  
Seongkuk Park ◽  
Kwangmin Kim ◽  
Woochang Hwang ◽  
Sunyong Yoo ◽  
...  

Author(s):  
Abbass El-Outa ◽  
Lara Ghandour ◽  
Hani Hamade ◽  
Cecile Borgi ◽  
Elie-Jacques Fares ◽  
...  

2012 ◽  
Vol 1 (1) ◽  
Author(s):  
Jennifer M Tetzlaff ◽  
An-Wen Chan ◽  
Jessica Kitchen ◽  
Margaret Sampson ◽  
Andrea C Tricco ◽  
...  

2017 ◽  
Vol 7 (6) ◽  
pp. 65
Author(s):  
Raymond P. Briggs ◽  
Lois Ramer

Based on a Class 2 limited risk hospital based clinical trial, and a subsequent project retrospective, Briggs and Ramer propose an expanded clinical trial protocol.  Such an expanded protocol would be especially helpful for evaluating De Novo devices:  new inventions which require new processes for full hospital integration.  Since these new processes would often require training of nurses and supporting professionals, Briggs and Ramer suggest that nurse investigators could be very effective in carrying out such expanded protocol studies.  We briefly describe the FDA approval process, the role of the nurse in evidence based medical device evaluation, the Ramer, et al. clinical trial, the proposed expanded clinical trial protocol, and candidate categories of devices that might employ the limited risk Class 2 Medical Device clinical trial protocol.  The investigators look forward to carrying out such a medical device clinical trial in the near future.


2021 ◽  
Vol 10 (9) ◽  
pp. 10022-10030
Author(s):  
Yicheng Cheng ◽  
Lihua Zheng ◽  
Yuying Shi ◽  
Congcong Zhi ◽  
Jiaying Shan ◽  
...  

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