Olivier Morin, PhD

Associate Professor, Radiation Oncology
Radiation Oncology
+1 415 353-7175

Our research laboratory creates multi-omics prediction models for personalized cancer diagnosis and treatment. I serve as the principal investigator for the MEDomics Consortium (www.medomics.ai). Our group has active research activities in quantitative imaging, natural language processing and the creation of prognostic machine learning models. Our informatics efforts use a wealth of digital information to build point-of-care artificial intelligence tools aimed at assisting physicians in the clinic. Novel algorithms are being developed to produce interpretable multi-criteria analyses tools.

Publications: 

A quantum-logic gate between distant quantum-network modules.

Science (New York, N.Y.)

Daiss S, Langenfeld S, Welte S, Distante E, Thomas P, Hartung L, Morin O, Rempe G

Use of ROC analysis and machine learning with an independent dose calculation system reduces number of physical dose measurements required for patient-specific quality assurance.

International journal of radiation oncology, biology, physics

Hasse K, Scholey J, Ziemer BP, Natsuaki Y, Morin O, Solberg TD, Hirata E, Valdes G, Witztum A

DoseGAN: a generative adversarial network for synthetic dose prediction using attention-gated discrimination and generation.

Scientific reports

Kearney V, Chan JW, Wang T, Perry A, Descovich M, Morin O, Yom SS, Solberg TD

Machine and deep learning methods for radiomics.

Medical physics

Avanzo M, Wei L, Stancanello J, Vallières M, Rao A, Morin O, Mattonen SA, El Naqa I

The Image Biomarker Standardization Initiative: Standardized Quantitative Radiomics for High-Throughput Image-based Phenotyping.

Radiology

Zwanenburg A, Vallières M, Abdalah MA, Aerts HJWL, Andrearczyk V, Apte A, Ashrafinia S, Bakas S, Beukinga RJ, Boellaard R, Bogowicz M, Boldrini L, Buvat I, Cook GJR, Davatzikos C, Depeursinge A, Desseroit MC, Dinapoli N, Dinh CV, Echegaray S, El Naqa I, Fedorov AY, Gatta R, Gillies RJ, Goh V, Götz M, Guckenberger M, Ha SM, Hatt M, Isensee F, Lambin P, Leger S, Leijenaar RTH, Lenkowicz J, Lippert F, Losnegård A, Maier-Hein KH, Morin O, Müller H, Napel S, Nioche C, Orlhac F, Pati S, Pfaehler EAG, Rahmim A, Rao AUK, Scherer J, Siddique MM, Sijtsema NM, Socarras Fernandez J, Spezi E, Steenbakkers RJHM, Tanadini-Lang S, Thorwarth D, Troost EGC, Upadhaya T, Valentini V, van Dijk LV, van Griethuysen J, van Velden FHP, Whybra P, Richter C, Löck S

An Open-Source Tool for Anisotropic Radiation Therapy Planning in Neuro-oncology Using DW-MRI Tractography.

Frontiers in oncology

Jordan K, Morin O, Wahl M, Amirbekian B, Chapman C, Owen J, Mukherjee P, Braunstein S, Henry R

Integrated models incorporating radiologic and radiomic features predict meningioma grade, local failure, and overall survival.

Neuro-oncology advances

Morin O, Chen WC, Nassiri F, Susko M, Magill ST, Vasudevan HN, Wu A, Vallières M, Gennatas ED, Valdes G, Pekmezci M, Alcaide-Leon P, Choudhury A, Interian Y, Mortezavi S, Turgutlu K, Bush NAO, Solberg TD, Braunstein SE, Sneed PK, Perry A, Zadeh G, McDermott MW, Villanueva-Meyer JE, Raleigh DR

Radiomics Analysis for Clinical Decision Support in Nuclear Medicine.

Seminars in nuclear medicine

Ibrahim A, Vallières M, Woodruff H, Primakov S, Beheshti M, Keek S, Refaee T, Sanduleanu S, Walsh S, Morin O, Lambin P, Hustinx R, Mottaghy FM

Optimizing beam models for dosimetric accuracy over a wide range of treatments.

Physica medica : PM : an international journal devoted to the applications of physics to medicine and biology : official journal of the Italian Association of Biomedical Physics (AIFB)

Chen J, Morin O, Weethee B, Perez-Andujar A, Phillips J, Held M, Kearney V, Han DY, Cheung J, Chuang C, Valdes G, Sudhyadhom A, Solberg T

Erratum: "Machine learning algorithms for outcome prediction in (chemo)radiotherapy: An empirical comparison of classifiers" [Med. Phys. 45 (7), 3449-3459 (2018)].

Medical physics

Deist TM, Dankers FJWM, Valdes G, Wijsman R, Hsu IC, Oberije C, Lustberg T, van Soest J, Hoebers F, Jochems A, El Naqa I, Wee L, Morin O, Raleigh DR, Bots W, Kaanders JH, Belderbos J, Kwint M, Solberg T, Monshouwer R, Bussink J, Dekker A, Lambin P

Artificial Intelligence in Radiation Oncology Imaging.

International journal of radiation oncology, biology, physics

Thompson RF, Valdes G, Fuller CD, Carpenter CM, Morin O, Aneja S, Lindsay WD, Aerts HJWL, Agrimson B, Deville C, Rosenthal SA, Yu JB, Thomas CR

Preoperative and postoperative prediction of long-term meningioma outcomes.

PloS one

Gennatas ED, Wu A, Braunstein SE, Morin O, Chen WC, Magill ST, Gopinath C, Villaneueva-Meyer JE, Perry A, McDermott MW, Solberg TD, Valdes G, Raleigh DR

A Deep Look Into the Future of Quantitative Imaging in Oncology: A Statement of Working Principles and Proposal for Change.

International journal of radiation oncology, biology, physics

Morin O, Vallières M, Jochems A, Woodruff HC, Valdes G, Braunstein SE, Wildberger JE, Villanueva-Meyer JE, Kearney V, Yom SS, Solberg TD, Lambin P

Machine learning algorithms for outcome prediction in (chemo)radiotherapy: An empirical comparison of classifiers.

Medical physics

Deist TM, Dankers FJWM, Valdes G, Wijsman R, Hsu IC, Oberije C, Lustberg T, van Soest J, Hoebers F, Jochems A, El Naqa I, Wee L, Morin O, Raleigh DR, Bots W, Kaanders JH, Belderbos J, Kwint M, Solberg T, Monshouwer R, Bussink J, Dekker A, Lambin P

Artificial intelligence in radiation oncology: A specialty-wide disruptive transformation?

Radiotherapy and oncology : journal of the European Society for Therapeutic Radiology and Oncology

Thompson RF, Valdes G, Fuller CD, Carpenter CM, Morin O, Aneja S, Lindsay WD, Aerts HJWL, Agrimson B, Deville C, Rosenthal SA, Yu JB, Thomas CR

Clinical Applications of Quantitative 3-Dimensional MRI Analysis for Pediatric Embryonal Brain Tumors.

International journal of radiation oncology, biology, physics

Hara JH, Wu A, Villanueva-Meyer JE, Valdes G, Daggubati V, Mueller S, Solberg TD, Braunstein SE, Morin O, Raleigh DR

The Future of Artificial Intelligence in Radiation Oncology.

International journal of radiation oncology, biology, physics

Thompson RF, Valdes G, Fuller CD, Carpenter CM, Morin O, Aneja S, Lindsay WD, Aerts HJWL, Agrimson B, Deville C, Rosenthal SA, Yu JB, Thomas CR

Deep nets vs expert designed features in medical physics: An IMRT QA case study.

Medical physics

Interian Y, Rideout V, Kearney VP, Gennatas E, Morin O, Cheung J, Solberg T, Valdes G

Histopathological features predictive of local control of atypical meningioma after surgery and adjuvant radiotherapy.

Journal of neurosurgery

Chen WC, Magill ST, Wu A, Vasudevan HN, Morin O, Aghi MK, Theodosopoulos PV, Perry A, McDermott MW, Sneed PK, Braunstein SE, Raleigh DR

Identifying Voxels at Risk for Progression in Glioblastoma Based on Dosimetry, Physiologic and Metabolic MRI.

Radiation research

Anwar M, Molinaro AM, Morin O, Chang SM, Haas-Kogan DA, Nelson SJ, Lupo JM

An automated deformable image registration evaluation of confidence tool.

Physics in medicine and biology

Kirby N, Chen J, Kim H, Morin O, Nie K, Pouliot J

Assessment of image quality and dose calculation accuracy on kV CBCT, MV CBCT, and MV CT images for urgent palliative radiotherapy treatments.

Journal of applied clinical medical physics

Held M, Cremers F, Sneed PK, Braunstein S, Fogh SE, Nakamura J, Barani I, Perez-Andujar A, Pouliot J, Morin O

Feasibility of MV CBCT-based treatment planning for urgent radiation therapy: dosimetric accuracy of MV CBCT-based dose calculations.

Journal of applied clinical medical physics

Held M, Sneed PK, Fogh SE, Pouliot J, Morin O

Use of TrueBeam developer mode for imaging QA.

Journal of applied clinical medical physics

Valdes G, Morin O, Valenciaga Y, Kirby N, Pouliot J, Chuang C

Dosimetric aspects of inverse-planned modulated-arc total-body irradiation.

Medical physics

Held M, Kirby N, Morin O, Pouliot J

SU-E-T-123: Understanding the Meaning of IMRT QA Passing Rates with a 2D Diode Array.

Medical physics

Perez-Andujar A, Morin O, Chuang C, Pouliot J

Inverse-planned modulated-arc total-body irradiation.

Medical physics

Kirby N, Held M, Morin O, Fogh S, Pouliot J

Comparison of patient megavoltage cone beam CT images acquired with an unflattened beam from a carbon target and a flattened treatment beam.

Medical physics

Faddegon BA, Aubin M, Bani-Hashemi A, Gangadharan B, Gottschalk AR, Morin O, Sawkey D, Wu V, Yom SS

A diamond target for megavoltage cone-beam CT.

Medical physics

Sawkey D, Lu M, Morin O, Aubin M, Yom SS, Gottschalk AR, Bani-Hashemi A, Faddegon BA

Physical performance and image optimization of megavoltage cone-beam CT.

Medical physics

Morin O, Aubry JF, Aubin M, Chen J, Descovich M, Hashemi AB, Pouliot J

Correction of megavoltage cone-beam CT images of the pelvic region based on phantom measurements for dose calculation purposes.

Journal of applied clinical medical physics

Aubry JF, Cheung J, Morin O, Gottschalk A, Beaulieu L, Pouliot J

Sci-Thurs PM: Delivery-12: Correction and calibration of megavoltage cone-beam CT images for the calculation of the dose of the day.

Medical physics

Aubry JF, Cheung J, Yom S, Gottschalk A, Aubin M, Morin O, Descovich M, Beaulieu L, Pouliot J

Focused beam-stop array for the measurement of scatter in megavoltage portal and cone beam CT imaging.

Medical physics

Maltz JS, Gangadharan B, Vidal M, Paidi A, Bose S, Faddegon BA, Aubin M, Morin O, Pouliot J, Zheng Z, Svatos MM, Bani-Hashemi AR

Characteristics of megavoltage cone-beam digital tomosynthesis.

Medical physics

Descovich M, Morin O, Aubry JF, Aubin M, Chen J, Bani-Hashemi A, Pouliot J

Patient dose considerations for routine megavoltage cone-beam CT imaging.

Medical physics

Morin O, Gillis A, Descovich M, Chen J, Aubin M, Aubry JF, Chen H, Gottschalk AR, Xia P, Pouliot J

Dose calculation using megavoltage cone-beam CT.

International journal of radiation oncology, biology, physics

Morin O, Chen J, Aubin M, Gillis A, Aubry JF, Bose S, Chen H, Descovich M, Xia P, Pouliot J

Image-guided radiotherapy using megavoltage cone-beam computed tomography for treatment of paraspinous tumors in the presence of orthopedic hardware.

International journal of radiation oncology, biology, physics

Hansen EK, Larson DA, Aubin M, Chen J, Descovich M, Gillis AM, Morin O, Xia P, Pouliot J

Dose-guided radiation therapy with megavoltage cone-beam CT.

The British journal of radiology

Chen J, Morin O, Aubin M, Bucci MK, Chuang CF, Pouliot J

The use of megavoltage cone-beam CT to complement CT for target definition in pelvic radiotherapy in the presence of hip replacement.

The British journal of radiology

Aubin M, Morin O, Chen J, Gillis A, Pickett B, Aubry JF, Akazawa C, Speight J, Roach M, Pouliot J

[Megavoltage cone-beam CT: Recent developments and clinical applications].

Cancer radiotherapie : journal de la Societe francaise de radiotherapie oncologique

Pouliot J, Morin O, Aubin M, Aubry JF, Chen J, Speight J, Roach M

Calibration of an amorphous-silicon flat panel portal imager for exit-beam dosimetry.

Medical physics

Chen J, Chuang CF, Morin O, Aubin M, Pouliot J

Megavoltage cone-beam CT: system description and clinical applications.

Medical dosimetry : official journal of the American Association of Medical Dosimetrists

Morin O, Gillis A, Chen J, Aubin M, Bucci MK, Roach M, Pouliot J

Low-dose megavoltage cone-beam CT for radiation therapy.

International journal of radiation oncology, biology, physics

Pouliot J, Bani-Hashemi A, Chen J, Svatos M, Ghelmansarai F, Mitschke M, Aubin M, Xia P, Morin O, Bucci K, Roach M, Hernandez P, Zheng Z, Hristov D, Verhey L