2018
DOI: 10.1200/cci.17.00137
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Vol-PACT: A Foundation for the NIH Public-Private Partnership That Supports Sharing of Clinical Trial Data for the Development of Improved Imaging Biomarkers in Oncology

Abstract: Purpose To develop a public-private partnership to study the feasibility of a new approach in collecting and analyzing clinically annotated imaging data from landmark phase III trials in advanced solid tumors. Patients and Methods The collection of clinical trials fulfilled the following inclusion criteria: completed randomized trials of > 300 patients, highly measurable solid tumors (non–small-cell lung cancer, colorectal cancer, renal cell cancer, and melanoma), and required sponsor and institutional revi… Show more

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Cited by 14 publications
(23 citation statements)
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“…The majority of newer clinical trial datasets are not yet mature or available from sponsors; nevertheless, groups are actively attempting to make these publicly available. [52] In conclusion, AI derived support tools could give clinicians an early prediction of the success of treatment with FOLFIRI plus cetuximab using conventional standard of care CT scans.…”
Section: Discussionmentioning
confidence: 97%
See 1 more Smart Citation
“…The majority of newer clinical trial datasets are not yet mature or available from sponsors; nevertheless, groups are actively attempting to make these publicly available. [52] In conclusion, AI derived support tools could give clinicians an early prediction of the success of treatment with FOLFIRI plus cetuximab using conventional standard of care CT scans.…”
Section: Discussionmentioning
confidence: 97%
“…First, liver metastasis affects greater than half of CRC patients. While there was no apparent selection bias, the signature was designed for CRC patients with liver metastases with known KRAS status in a landmark trial [49][50][51][52]. The architecture of the liver parenchyma differs from other tissues such as the lung parenchyma.…”
Section: Discussionmentioning
confidence: 99%
“…First, as a proof-of-concept study, we only included patients from a single clinical trial, although the trial was multicenter and did have two distinct trial arms. In future, as the developing of the Vol-PACT project 21 , more patients from additional trials will be continuously collected to further validate the effectiveness of the DL-based criteria. For instance, recently, another two large-scale clinical trials on mCRC, the CRYSTAL 36 (NCT00154102) and the PRIME (NCT04549935) 37 , both of which contain more than one thousand patients, have already been available in the Vol-PACT.…”
Section: Discussionmentioning
confidence: 99%
“…Another approach consists in analyzing CT scans to derive serial volumetric measurements of measurable lesions instead of the simplified estimate of the longest diameters (17). Volumetric assessments are expected to outperform unidimensional measurements from RECIST as they are more sensitive to changes in dynamics.…”
Section: Measures Of Tumor Burdenmentioning
confidence: 99%
“…The use and benefit of more precise assessment of tumor burden through volumetric assessments are also being actively investigated (17). It is expected that a more precise and sensitive assessment of tumor burden will improve the predictivity of the models, particularly when small cohorts are considered.…”
mentioning
confidence: 99%