Evaluation of Computer-Aided Lung Nodule Detection Software in Thoracic CT for Riverain Technologies LLC
Computer-Aided System for the Improvement of Nodule Detection and Characterization in Thoracic CT Based on a Novel Vessel Suppressed CT Volume
1 other identifier
interventional
12
1 country
1
Brief Summary
STUDY DESIGN: This is a retrospective, multi-reader, multi-case, (MRMC) randomized reader study. OBJECTIVE: Primary: The primary objective of this clinical study is to prove that a user aided with ClearRead CT InSight (CRCTI) is superior to the unaided reader for detecting actionable lung nodules. Secondary: The secondary objective of this clinical study is to prove that the reader's reading time is not significantly increased when aided with CRCTI. NUMBER OF SUBJECTS: Retrospective CT studies from approximately 300 patients will be included in the study. Approximately 100 true positive cases and 200 normal cases. NUMBER OF READERS: A reader study with at least ten (10) participating radiologists (US Board Certified) will be conducted. PRIMARY ENDPOINTS: Scores given by the radiologists with and without ClearRead CT Insight will be recorded and compared to the true status of the study-cases. The frequency of the scores for each method (Unaided, Aided) will be tabulated and LROC curves constructed along with sensitivity, specificity, PPV, NPV and clinical actions. Additionally, machine nodule detection rate and false positives per patient on normal cases will be measured. PATIENT POPULATION : The study will target approximately one hundred (100) patients whose CT nodules were shown to be cancer and two hundred (200) normal patients. The patient population will be consistent with the national lung cancer screening protocols.
Trial Health
Trial Health Score
Automated assessment based on enrollment pace, timeline, and geographic reach
participants targeted
Target at below P25 for not_applicable lung-cancer
Started Apr 2015
Typical duration for not_applicable lung-cancer
1 active site
Health score is calculated from publicly available data and should be used for screening purposes only.
Trial Relationships
Click on a node to explore related trials.
Study Timeline
Key milestones and dates
Study Start
First participant enrolled
April 1, 2015
CompletedFirst Submitted
Initial submission to the registry
April 15, 2015
CompletedFirst Posted
Study publicly available on registry
May 12, 2015
CompletedPrimary Completion
Last participant's last visit for primary outcome
September 1, 2017
CompletedStudy Completion
Last participant's last visit for all outcomes
March 1, 2018
CompletedResults Posted
Study results publicly available
October 4, 2021
CompletedNovember 4, 2021
November 1, 2021
2.4 years
April 15, 2015
March 13, 2020
November 2, 2021
Conditions
Outcome Measures
Primary Outcomes (2)
Comparing the Detection Accuracy, Sensitivity, and Specificity of Clinically Actionable Lung Nodules
The detection rates in accuracy, sensitivity, and specificity on clinically actionable lung nodules were computed and compared for Aim 1 (baseline) and Arm 2 (study participants were aided with ClearRead CT software) studies.
4 months
Comparing LROC Curve in the Detection of Clinically Actionable Lung Nodules Among Normal
The areas under location-specific Receiver Operating Characteristic (LROC) curves were computed and compared for Aim 1 (baseline) and Aim 2 (study participants were aided with ClearRead CT software).
4 months
Secondary Outcomes (1)
Average Reading Time Per Case
4 months
Study Arms (2)
Arm 1
NO INTERVENTIONParticipating radiologists will perform clinical reading on \~300 cases. They will mark all locations of concern (clinically actionable nodules) on conventional thoracic CT images. Computer will measure time, readers score regions according to action and suspiciousness.
Arm 2
ACTIVE COMPARATORParticipating radiologists will perform clinical reading on \~300 cases. They will mark all locations of concern (clinically actionable nodules) on thoracic CT images aided by ClearRead CT Insight software as the intervention. Computer will measure time, readers score regions according to action and suspiciousness.
Interventions
During the second reading session (concurrent read), the radiologist will be presented with a standard appearing CT with CADe marks placed and the vessel suppressed same slice with the vessel suppressed view as the intervention. The second image, vessel suppressed, will be grayed out until the radiologist move the mouse to the second panel. The radiologist will mark locations. These may or may not correspond to the locations of the CAD markers. As before, the radiologist will assign a level of suspicious to each mark and indicate the need, if any, of an additional diagnostic action (CT Follow-up, Contrast CT, PET-CT, or Biopsy).
Eligibility Criteria
You may qualify if:
- A thoracic CT case that is associated or with a feature of the following:
- Asymptomatic patients age 55 - 77 with history of smoking
- Primary Lung Cancer
- Biopsy Proven (LuRADS 5) with radiology report
- Screen detected event plus 1 prior CT. 2 year of prior CTs is preferred, if available.
- \<= 3mm slice spacing, no gaps
- Use standard reconstruction kernels
- Maximum of 5 nodules per image
- Nodules must be 5-20mm in size
- With or without contrast
You may not qualify if:
- No Acute pneumothorax
- Both lungs must be fully visible within the field of view
- Apices cannot be cropped
- No excessive motion artifacts
- Symptomatic patients with co-morbidities
Contact the study team to confirm eligibility.
Sponsors & Collaborators
Study Sites (1)
Arlington Innovation Center: Health Resaerch
Arlington, Virginia, 22203, United States
Related Publications (6)
Beyer F, Zierott L, Fallenberg EM, Juergens KU, Stoeckel J, Heindel W, Wormanns D. Comparison of sensitivity and reading time for the use of computer-aided detection (CAD) of pulmonary nodules at MDCT as concurrent or second reader. Eur Radiol. 2007 Nov;17(11):2941-7. doi: 10.1007/s00330-007-0667-1. Epub 2007 May 22.
PMID: 17929026BACKGROUNDDorfman DD, Berbaum KS, Metz CE. Receiver operating characteristic rating analysis. Generalization to the population of readers and patients with the jackknife method. Invest Radiol. 1992 Sep;27(9):723-31. No abstract available.
PMID: 1399456BACKGROUNDFoti G, Faccioli N, D'Onofrio M, Contro A, Milazzo T, Pozzi Mucelli R. Evaluation of a method of computer-aided detection (CAD) of pulmonary nodules with computed tomography. Radiol Med. 2010 Sep;115(6):950-61. doi: 10.1007/s11547-010-0556-6. Epub 2010 Jun 23. English, Italian.
PMID: 20574707BACKGROUNDMatsumoto S, Ohno Y, Aoki T, Yamagata H, Nogami M, Matsumoto K, Yamashita Y, Sugimura K. Computer-aided detection of lung nodules on multidetector CT in concurrent-reader and second-reader modes: a comparative study. Eur J Radiol. 2013 Aug;82(8):1332-7. doi: 10.1016/j.ejrad.2013.02.005. Epub 2013 Mar 6.
PMID: 23480965BACKGROUNDObuchowski NA. New methodological tools for multiple-reader ROC studies. Radiology. 2007 Apr;243(1):10-2. doi: 10.1148/radiol.2432060387. No abstract available.
PMID: 17392244BACKGROUNDObuchowski NA, McClish DK. Sample size determination for diagnostic accuracy studies involving binormal ROC curve indices. Stat Med. 1997 Jul 15;16(13):1529-42. doi: 10.1002/(sici)1097-0258(19970715)16:133.0.co;2-h.
PMID: 9249923BACKGROUND
MeSH Terms
Conditions
Condition Hierarchy (Ancestors)
Limitations and Caveats
This study only used a relatively low number of thoracic CT cases read by 12 radiologists. The study cases were mainly collected from the National Lung Screen Trial (NLST) lung cancer screening program. In addition, the study suffered from readers' lack of learning time of using the AI software.
Results Point of Contact
- Title
- Dr. ShihChung Benedict Lo
- Organization
- Virginia Tech
Study Officials
- STUDY DIRECTOR
Matthew T Freedman, M.D.
Virginia Polytechnic Institute and State University
Publication Agreements
- PI is Sponsor Employee
- No
- Restrictive Agreement
- No
Study Design
- Study Type
- interventional
- Phase
- not applicable
- Allocation
- RANDOMIZED
- Masking
- DOUBLE
- Who Masked
- PARTICIPANT, INVESTIGATOR
- Purpose
- DIAGNOSTIC
- Intervention Model
- PARALLEL
- Sponsor Type
- OTHER
- Responsible Party
- PRINCIPAL INVESTIGATOR
- PI Title
- Adjunct Professor
Study Record Dates
First Submitted
April 15, 2015
First Posted
May 12, 2015
Study Start
April 1, 2015
Primary Completion
September 1, 2017
Study Completion
March 1, 2018
Last Updated
November 4, 2021
Results First Posted
October 4, 2021
Record last verified: 2021-11
Data Sharing
- IPD Sharing
- Will not share