DOE PAGES title logo U.S. Department of Energy
Office of Scientific and Technical Information

Title: Predictive Radiation Oncology – A New NCI–DOE Scientific Space and Community

Journal Article · · Radiation Research
 [1];  [2];  [3];  [4];  [5];  [2];  [6];  [1];  [7];  [8];  [9];  [1];  [1];  [1];  [10];  [11];  [12];  [13];  [14];  [4] more »;  [15];  [16] « less
  1. National Cancer Institute, Bethesda, MD (United States)
  2. Univ. of Texas, Houston, TX (United States)
  3. Harvard Univ., Cambridge, MA (United States)
  4. Frederick National Lab. for Cancer Research, Frederick, MD (United States)
  5. US Department of Energy (USDOE), Boyds, MD (United States)
  6. Lawrence Livermore National Lab. (LLNL), Livermore, CA (United States)
  7. Stanford Univ., CA (United States)
  8. Univ. of Oklahoma, Norman, OK (United States)
  9. H. Lee Moffitt Cancer Center and Research Inst., Tampa, FL (United States)
  10. US Department of Energy (USDOE), Washington, DC (United States)
  11. American Society for Radiation Oncology (ASTRO), Arlington, VA (United States)
  12. Thomas Jefferson National Accelerator Facility (TJNAF), Newport News, VA (United States)
  13. Sandia National Lab. (SNL-NM), Albuquerque, NM (United States)
  14. Univ. of Arkansas, Little Rock, AR (United States)
  15. Oak Ridge National Lab. (ORNL), Oak Ridge, TN (United States)
  16. Univ. of Texas, Austin, TX (United States)

With a widely attended virtual kickoff event on January 29, 2021, the National Cancer Institute (NCI) and the Department of Energy (DOE) launched a series of 4 interactive, interdisciplinary workshops—and a final concluding “World Café” on March 29, 2021—focused on advancing computational approaches for predictive oncology in the clinical and research domains of radiation oncology. These events reflect 3,870 human hours of virtual engagement with representation from 8 DOE national laboratories and the Frederick National Laboratory for Cancer Research (FNL), 4 research institutes, 5 cancer centers, 17 medical schools and teaching hospitals, 5 companies, 5 federal agencies, 3 research centers, and 27 universities. Here we summarize the workshops by first describing the background for the workshops. Participants identified twelve key questions—and collaborative parallel ideas—as the focus of work going forward to advance the field. These were then used to define short-term and longer-term “Blue Sky” goals. In addition, the group determined key success factors for predictive oncology in the context of radiation oncology, if not the future of all of medicine. These are: cross-discipline collaboration, targeted talent development, development of mechanistic mathematical and computational models and tools, and access to high-quality multiscale data that bridges mechanisms to phenotype. The workshop participants reported feeling energized and highly motivated to pursue next steps together to address the unmet needs in radiation oncology specifically and in cancer research generally and that NCI and DOE project goals align at the convergence of radiation therapy and advanced computing.

Research Organization:
Thomas Jefferson National Accelerator Facility (TJNAF), Newport News, VA (United States)
Sponsoring Organization:
USDOE
Grant/Contract Number:
AC05-06OR23177
OSTI ID:
1881327
Report Number(s):
JLAB-PHY-22-3672; DOE/OR/23177-5577
Journal Information:
Radiation Research, Journal Name: Radiation Research Journal Issue: 4 Vol. 197; ISSN 0033-7587
Publisher:
Radiation Research SocietyCopyright Statement
Country of Publication:
United States
Language:
English

References (42)

Harnessing the Power of Collaboration and Training Within Clinical Data Science to Generate Real‐World Evidence in the Era of Precision Oncology journal June 2019
Comparison of multiple tractography methods for reconstruction of the retinogeniculate visual pathway using diffusion MRI journal May 2021
Temporally feathered intensity‐modulated radiation therapy: A planning technique to reduce normal tissue toxicity journal June 2018
Molecular networks in Network Medicine: Development and applications journal April 2020
Calibrating a Predictive Model of Tumor Growth and Angiogenesis with Quantitative MRI journal April 2019
A review of wearable biosensors for sweat analysis journal May 2021
Expanding global access to radiotherapy journal September 2015
The future of personalised radiotherapy for head and neck cancer journal May 2017
Improving the therapeutic ratio of radiotherapy against radioresistant cancers: Leveraging on novel artificial intelligence-based approaches for drug combination discovery journal July 2021
Mathematical Modeling of PDGF-Driven Glioblastoma Reveals Optimized Radiation Dosing Schedules journal January 2014
Overview of the American Society for Radiation Oncology–National Institutes of Health–American Association of Physicists in Medicine Workshop 2015: Exploring Opportunities for Radiation Oncology in the Era of Big Data journal July 2016
Accurate, Precision Radiation Medicine: A Meta-Strategy for Impacting Cancer Care, Global Health, and Nuclear Policy and Mitigating Radiation Injury From Necessary Medical Use, Space Exploration, and Potential Terrorism journal June 2018
Forecasting Individual Patient Response to Radiation Therapy in Head and Neck Cancer With a Dynamic Carrying Capacity Model journal November 2021
Explainable classifier for improving the accountability in decision-making for colorectal cancer diagnosis from histopathological images journal September 2020
Considering the Safety and Quality of Artificial Intelligence in Health Care journal October 2020
In vivo assessment of the safety of standard fractionation Temporally Feathered Radiation Therapy (TFRT) for head and neck squamous cell carcinoma: An R-IDEAL Stage 1/2a first-in-humans/feasibility demonstration of new technology implementation journal October 2021
Integrating Mathematical Modeling into the Roadmap for Personalized Adaptive Radiation Therapy journal August 2019
Flexible Electronics toward Wearable Sensing journal February 2019
Prestigious AI meeting takes steps to improve ethics of research journal December 2020
Integrative mathematical oncology journal March 2008
The mathematics of cancer: integrating quantitative models journal November 2015
Wearable sensors enable personalized predictions of clinical laboratory measurements journal May 2021
Deep Learning using Convolutional LSTM estimates Biological Age from Physical Activity journal August 2019
A modular computational framework for medical digital twins journal May 2021
AI, Machine Learning, and Ethics in Health Care journal October 2019
Big data in radiation biology and epidemiology; an overview of the historical and contemporary landscape of data and biomaterial archives journal April 2019
The 2019 mathematical oncology roadmap journal June 2019
Community effort endorsing multiscale modelling, multiscale data science and multiscale computing for systems medicine journal December 2017
Convergence and Stability of Iteratively Re-weighted Least Squares Algorithms journal January 2014
There’s plenty of room at the Top: What will drive computer performance after Moore’s law? journal June 2020
Using digital twins in viral infection journal March 2021
Machine learning and artificial intelligence research for patient benefit: 20 critical questions on transparency, replicability, ethics, and effectiveness journal March 2020
Workshop Report for Cancer Research: Defining the Shades of Gy: Utilizing the Biological Consequences of Radiotherapy in the Development of New Treatment Approaches—Meeting Viewpoint journal April 2018
An Integrated Mobile Platform for Automated Data Collection and Real-Time Patient Monitoring in Diabetes Clinical Trials journal July 2021
Big Data and Small: Collaborations between ethnographers and data scientists journal July 2014
A Review of Cell-Based Computational Modeling in Cancer Biology journal November 2019
Radiation-Induced Fibrosis: Mechanisms and Opportunities to Mitigate. Report of an NCI Workshop, September 19, 2016. journal July 2017
AI Meets Exascale Computing: Advancing Cancer Research With Large-Scale High Performance Computing journal October 2019
Computational Model Predicts the Effects of Targeting Cellular Metabolism in Pancreatic Cancer journal April 2017
Reliable Detection of Atrial Fibrillation with a Medical Wearable during Inpatient Conditions journal September 2020
Respiration Monitoring via Forcecardiography Sensors journal June 2021
In vivo imaging techniques: a new era for histochemical analysis journal November 2016

Similar Records

Technology for Innovation in Radiation Oncology
Journal Article · 2015 · International Journal of Radiation Oncology, Biology and Physics · OSTI ID:22644971

Cancer's Big Data Problem
Journal Article · 2017 · Computing in Science and Engineering · OSTI ID:1372058

MO-E-BRF-01: Research Opportunities in Technology for Innovation in Radiation Oncology (Highlight of ASTRO NCI 2013 Workshop)
Journal Article · 2014 · Medical Physics · OSTI ID:22407779