Published March 2, 2022 | Version v1
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Radiomics and Deep Radiomics for precision medicine

Authors/Creators

  • 1. Institute of Information Science and Technologies, ISTI-CNR

Description

This presentation was hold at the workshop organised by ARTES ISAAC "Life Science & Healthcare Tech" on June 6, 2021. We presented some Proof-of-Concept studies related to precision medicine and radiomics.

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Colantonio_ARTES_ISAAC_2021.pdf

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Additional details

Funding

European Commission
ProCAncer-I - An AI Platform integrating imaging data and models, supporting precision care through prostate cancer’s continuum 952159
European Commission
SEMEOTICONS - SEMEiotic Oriented Technology for Individual’s CardiOmetabolic risk self-assessmeNt and Self-monitoring 611516

References

  • E Bertelli, L Mercatelli, C Marzi, E Pachetti, M Baccini, et al. Machine and Deep Learning Prediction Of Prostate Cancer Aggressiveness Using Multiparametric MRI., Fron in Oncology, 5515, 2021, https://doi.org/10.3389/fonc.2021.802964
  • F Gioia, MA Pascali, A Greco, S Colantonio, EP Scilingo. Discriminating Stress From Cognitive Load Using Contactless Thermal Imaging Devices, 43rd Intl Conf of the IEEE EMBC, 2021, 10.1109/EMBC46164.2021.9630860
  • S Colantonio, A Salvati, C Caudai, F Bonino, LD Rosa, MA Pascali, et al. A Deep Learning Approach for Hepatic Steatosis Estimation from Ultrasound Imaging, ICCCI, 703-714, 2021, https://doi.org/10.1007/978-3-030-88113-9_57
  • K Lekadir et al. FUTURE-AI: Guiding Principles and Consensus Recommendations for Trustworthy Artificial Intelligence in Medical Imaging, arXiv preprint arXiv:2109.09658, 2021
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  • M Gabelloni, L Faggioni, S Attanasio, S Colantonio, et al. Can magnetic resonance radiomics analysis discriminate parotid gland tumors? A pilot study, Diagnostics 10 (11), 900, 6, 2020
  • D Germanese, L Mercatelli, S Colantonio, et al. Radiomics to Predict Prostate CancerAggressiveness: A Preliminary Study, 2019 IEEE 19th Int Conf on BIBE, 972-976, 2019
  • D Germanese, S Colantonio, C Caudai, MA Pascali, A Barucci, N Zoppetti et al. May radiomic data predict prostate cancer aggressiveness? Int Conf CAIP, pp. 65-75, 2019
  • D Germanese, S Colantonio, M D'Acunto, M Brunetto, V Romagnoli et al. Towards Chronic Liver Dysfunction Self-monitoring: a Proof-of-Concept Study, IEEE ISCC, 1107-1112, 2019
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