Jacob Jaremko
Contact
Associate Professor, Faculty of Medicine & Dentistry - Radiology & Diagnostic Imaging Dept
- jjaremko@ualberta.ca
- Phone
- (780) 407-7923
- Address
-
Mackenzie Health Science Centre
8440 - 112 StEdmonton ABT6G 2B7
Overview
Area of Study / Keywords
MRI CT bone remodeling musculoskeletal knee osteoarthritis cartilage outcomes imaging epidemiology therapy ultrasound deep learning artificial intelligence
About
Jacob Jaremko is a pediatric musculoskeletal radiologist, Associate Professor and Canada CIFAR AI Chair at the University of Alberta in Edmonton. He obtained a combined MD-PhD at the University of Calgary, residency training in Diagnostic Radiology at the University of Alberta in Edmonton, and two clinical fellowships: Pediatric Radiology at the Royal Children's Hospital / University in Melbourne, Australia, and Musculoskeletal Radiology at Massachusetts General Hospital in Boston, USA. His background in deep learning began in 1999 with use of genetic algorithm-neural networks for his PhD thesis. His main research interests are in pediatric musculoskeletal development, adult arthritis, and use of artificial intelligence to automate image analysis, particularly of ultrasound.Research
Medical image analysis using deep learning.
Semi-quantitative and quantitative imaging of arthritis.
Featured Publications
Neural network based algorithm pipeline for automatic detection of erosions and ankylosis of the sacroiliac joints: development and validation using multicentre CT images
ESSR 2022 Annual Scientific Meeting. 2022 June;
Wrist Ultrasound Segmentation by Deep Learning
2022 International Conference on Artificial Intelligence in Medicine (AIME 2022). 2022 June;
Bobyn A, Jethra M, Frohlich B, Campbell S, Jaremko JL, Caluseriu O, Grimbly C.
Bone Reports. 2022 June; 16 https://doi.org/10.1016/j.bonr.2022.101171
Felfeliyan B, Hareendranathan A, Kuntze G, Jaremko JL, Ronsky J.
COMPUTERIZED MEDICAL IMAGING AND GRAPHICS. 2022 April; 97 https://doi.org/10.1016/j.compmedimag.2022.102056
Ghasseminia S, Lim AKS, Kean Seng A, Concepcion NDP, Kirschner D, Yi Ming T, Dulai S, Mabee M, Kernick S, Brockley C, Muljadi S, Singh P, Hareendranathan A, Kapur J, Zonoobi D, Punithakumar K, Jaremko JL.
JOURNAL OF PEDIATRIC ORTHOPAEDICS. 2022 April; 42 (4):e315-e323 https://doi.org/10.1097/BPO.0000000000002065
Tolend M, Junhasavasdikul T, Cron RQ, Inarejos Clemente EJ, von Kalle T, Kellenberger CJ, Koos B, Miller E, van Rossum MA, Saurenmann RK, Spiegel L, Stimec J, Twil M, Tzaribachev N, Abramowicz S, Appenzeller S, Arvidsson LZ, Guleria S, Jaremko JL, Kirkhus E, Larheim TA, Meyer, AB, Panwar J, Resnick CM, Shelmerdine SC, Feldman BM, Doria AS.
ARTHRITIS CARE & RESEARCH. 2022 February; 74 (2):308-316 https://doi.org/10.1002/acr.24577
Verwaaijen EJ, Ma J, de Groot-Kruseman HA, Pieters R, van der Sluis IM, van Atteveld JE, Halton J, Fernandez CV, Hartman A, de Jonge R, Lequin MH, te Winkel ML, Alos N, Atkinson SA, Barr R, Grant RM, Hay J, Huber AM, Ho J, Jaremko JL, Koujok K, Lang B, Matzinger MA, Shenouda N, Rauch F, Rodd C, van den Heuvel-Eibrink MM, Pluijm SM, Ward LM.
JOURNAL OF BONE AND MINERAL RESEARCH. 2021 December; 36 (12):2290-2299 https://doi.org/10.1002/jbmr.4442
Panwara J, Tolend M, Redd B, Srinivasalu H,Colbert RA, Akikusa J, Appenzeller S, Carrino JA, Herregods N, Jans L, Highmore K, von Kalle T, Kirkhus E, Rumsey DG, Jaremko JL, Emilio IJ, van Rossum MA, Stimec J, Doria A
SEMINARS IN ARTHRITIS AND RHEUMATISM. 2021 December; 51 (6):1350-1359 https://doi.org/10.1016/j.semarthrit.2021.07.017
Herregods, N, Jans, LBO, Paschke, J, De Buyser S, Renson T, Dehoorne J, Joos R, Lambert RGW, Jaremko JL.
PEDIATRIC RADIOLOGY. 2021 December; 51 https://doi.org/10.1007/s00247-021-05168-8
Ward LM, Ma J, Robinson ME, Scharke M, Ho J, Houghton K, Huber A, Scuccimarri R, Barsalou J, Roth J, Shenouda N, Matzinger MA, Lentle B, Jaremko JL, Koujok K, Watanabe Duffy K, Stein R, Sbrocchi AM, Rodd C, Miettunen PM, LeBlanc CM, Larche M, Jurencak R, Cummings EA, Couch R, Cabral DA, Atkinson S, Alos N, Sykes E, Konji VN, Rauch F, Siminoski K, Lang B.
JOURNAL OF CLINICAL ENDOCRINOLOGY & METABOLISM. 2021 December; 106 (12):e5195-e5207 https://doi.org/10.1210/clinem/dgab494
Krishnaswamy D, Erfanian Ebadi S, Seyed Bolouri E, Zonoobi D, Greiner R, Meuser-Herr N, Jaremko JL, Kapur J, Noga M, Punithakumar K.
International Journal of Noncommunicable Diseases. 2021 November; 6 (5):69-75 https://www.ijncd.org/text.asp?2021/6/5/69/330653
Ward LM, Choudhury A, Alos N, Cabral DA, Rodd C, Sbrocchi AM, Taback S, Padidela R, Shaw NJ, Hosszu E, Kostik M, Alexeeva E, Thandrayen K, Shenouda N, Jaremko JL, Sunkara G, Sayyed S, Aftring RP, Munns CF
JOURNAL OF CLINICAL ENDOCRINOLOGY & METABOLISM. 2021 November; 106 (12):e5222-e5235 https://doi.org/10.1210/clinem/dgab458
The spine fracture burden in boys with DMD treated with the novel dissociative steroid vamorolone versus deflazacort and prednisone
ASBMR 2021 Annual Meeting. 2021 October;
Vamorolone, a first-in-class dissociative steroid, is associated with improved muscle strength and favourable bone and growth plate profiles in young boys with ambulatory Duchenne Muscular Dystrophy
ASBMR 2021 Annual Meeting. 2021 October;
Thyroid Nodule Segmentation and Classification Using Deep Convolutional Neural Network and Rule-based Classifiers
Engineering in Medicine and Biology Conference. 2021 October;
Ghasseminia S, Hareendranathan AR, Jaremko JL
Indian Journal of Orthopaedics. 2021 October; 55 https://doi.org/10.1007/s43465-021-00511-5
MRI Knee Domain Translation for Unsupervised Segmentation By CycleGAN (data from Osteoarthritis initiative (OAI)
Engineering in Medicine and Biology Conference. 2021 October;
Body composition parameters by dual-energy x-ray absorptiometry are associated with muscle function in young, ambulatory boys with DMD: The results of a prospective, international longitudinal study.
ASBMR 2021 Annual Meeting. 2021 October;
Automatic assessment of hip effusion from MRI
Engineering in Medicine and Biology Conference. 2021 October;
Herregods N., Maksymowych W.P., Jans L.B.O., Otobo T.M., Sudol-Szopinska I., Meyers A.B., Van Rossum M.A.J., Kirkhus E., Panwar J., Appenzeller S., Weiss P., Tse S.M.L., Doria A.S., Lambert R.G.W., Jaremko J.L.
ARTHRITIS CARE & RESEARCH. 2021 October; 51 (5):1089-1098 10.1016/j.semarthrit.2021.07.003
Quinn-Laurin V., Bostick G.P., Thejeel B., Mandegaran R., Steer K.J.D., Lambert R.G.W., Jaremko J.L.
SKELETAL RADIOLOGY. 2021 September; 50 (4):781-787 10.1007/s00256-020-03630-6
Physics Driven Domain Specific Transporter Framework with Attention Mechanism for Ultrasound Imaging
arXiv.org . 2021 September;
Shahroudnejad A., Qin X., Balachandran S., Dehghan M., Zonoobi D., Jaremko J., Kapur J., Jagersand M., Noga M., Punithakumar K.
Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics). 2021 September; 12901 LNCS 10.1007/978-3-030-87193-2_62
Unsupervised multi-latent space reinforcement learning framework for video summarization in ultrasound imaging
arXiv.org . 2021 September;
Erfanian Ebadi S, Krishnaswamy D, Seyed Bolouri SE, Zonoobi D, Greiner R, Meuser-Herr N, Jaremko JL, Kapur J, Noga M, Punithakumar K
Informatics In Medicine Unlocked. 2021 August; 24 https://doi.org/10.1016/j.imu.2021.100687
Zhang, J.; Boora, N.; Melendez, S.; Hareendranathan, A.; Jaremko, JL
Children-Basel. 2021 August; 8 (6):431 https://doi.org/10.3390/children8060431
Owoeye O.B.A., Whittaker J.L., Toomey C.M., Räisänen A.M., Jaremko J.L., Carlesso L.C., Manske S.L., Emery C.A.
FOOT & ANKLE INTERNATIONAL. 2021 August; 10.1177/10711007211033543
Wetterslev M., Maksymowych W.P., Lambert R.G., Eshed I., Pedersen S.J., Stoenoiu M.S., Krabbe S., Bird P., Foltz V., Mathew A.J., Gandjbakhch F., Paschke J., Carron P., De Marco G., Marzo-Ortega H., Poulsen A.E., Jaremko J.L., Conaghan P.G., Østergaard M.
SEMINARS IN ARTHRITIS AND RHEUMATISM. 2021 August; 51 (4):933-939 10.1016/j.semarthrit.2021.05.013
Maksymowych W.P., McReynolds A., Pedersen S.J., Weber U., Paschke J., Wichuk S., Jaremko J.L., Lambert R.G.
SEMINARS IN ARTHRITIS AND RHEUMATISM. 2021 August; 51 (4):925-928 10.1016/j.semarthrit.2021.05.014
Herregods N, Lambert RGW, Schiettecatte E, Dehoorne J, Renson T, Laloo F, Van Den Berghe T, Jans L, Jaremko JL.
ARTHRITIS CARE & RESEARCH. 2021 July; 10.1002/acr.24746
Improved-Mask R-CNN: Towards an Accurate Generic MSK MRI instance segmentation platform (Data from the Osteoarthritis Initiative)
arXiv.org . 2021 July;
The OMERACT Knee Inflammation MRI Scoring System: Validation of quantitative methodologies and tricompartmental overlays by comparison with the MRI osteoarthritis knee score.
2021 EULAR Annual Meeting. 2021 June;
Value, limitations and recommendations for use of metal-reduction knee MRI sequences following anterior cruciate ligament reconstruction
COA/CORS Annual Meeting. 2021 June;
Weiss P.F., Brandon T.G., Bohnsack J., Heshin-Bekenstein M., Francavilla M., Jaremko J.L., Liao L., McHugh A., Oberle E.J., Rumsey D., Srinivasalu H., Stoll M.L., Chauvin N.A.
ARTHRITIS CARE & RESEARCH. 2021 June; 73 (6):841-848 10.1002/acr.24206
Learning the Imaging Landmarks: Unsupervised Key point Detection in Lung Ultrasound Videos
arXiv.org . 2021 June;
Reliability and responsiveness of 2 OMERACT whole-body MRI scores of entheseal and joint inflammation in the knee region in spondyloarthritis.
2021 EULAR Annual Meeting. 2021 June;
Improving osteoarthritis care by automatic measurement of hip effusion using AI.
2021 EULAR Annual Meeting. 2021 June;
Arthritis and enthesitis in the hip and pelvis region in spondyloarthritis - Validation of 2 whole-body MRI methods.
2021 EULAR Annual Meeting. 2021 June;
Sacroiliac joint MRI abnormalities in juvenile spondyloarthritis: An update of definitions and scoring of the OMERACT juvenile idiopathic arthritis MRI score.
2021 EULAR Annual Meeting. 2021 June;
Wetterslev M, Maksymowych WP, Lambert RGW, Eshed I, Pedersen S, Stoenoiu M, Krabbe S, Bird P, Foltz V, Mathew AJ, Gandjbakhch F, Paschke J, Carron P, De Marco G, Marzo-Ortega H, Poulsen AEF, Jaremko JL, Conaghan PG, Ostergaard M.
ANNALS OF THE RHEUMATIC DISEASES. 2021 May; 80 (1):89-90 10.1136/annrheumdis-2021-eular.755
ANNALS OF THE RHEUMATIC DISEASES. 2021 May; 80 (1):153-154 10.1136/annrheumdis-2021-eular.952
ANNALS OF THE RHEUMATIC DISEASES. 2021 May; 80 (1):943-944 10.1136/annrheumdis-2021-eular.3321
Imaging Manifestations of Advanced Head and Neck Diseases Aboard the Africa Mercy
ARRS 2021 Meeting. 2021 April;
Toward accurate MRI bone and cartilage segmentation in small data sets via an improved mask RCNN: Data from the osteoarthritis initiative
OARSI Conference. 2021 April;
Quinn-Laurin V., Bostick G.P., Thejeel B., Mandegaran R., Steer K.J.D., Lambert R.G.W., Jaremko J.L.
SKELETAL RADIOLOGY. 2021 April; 50 (4):781-787 10.1007/s00256-020-03630-6
Tolend MT, Junhasavasdikul T, Cron RQ, Clemente E, von Kalle T, Kellenberger CK, Koos B, Miller E, van Rossum M, Tzaribachev N, Abramowicz S, Zppenzeller S, Arvidsson LZ, Guleria S, Jaremko JL, Kirkhus E, Larheim TA, Meyers AB, Panwar J, Resnick CM, Shelmerdine SC, Feldman BM, Doria AS.
ARTHRITIS CARE & RESEARCH. 2021 March; 10.1002/acr.24577
Rakkundeth AH, Chalal B, Ghasseminia S, Zonoobi D, Jaremko JL
JOURNAL OF ULTRASOUND IN MEDICINE. 2021 March; 10.1007/s40477-021-00560-4
Vega R, Gorji P, Zhang Z, Qin X, Hareendranathan A, Kapur J, Jaremko JL, Greiner R.
Artificial Intelligence and Statistics. 2021 March; 6
Ma J., Siminoski K., Wang P., Jaremko J.L., Koujok K., Matzinger M.A., Shenouda N., Lentle B., Alos N., Cummings E.A., Ho J., Houghton K., Miettunen P., Scuccimarri R., Rauch F., Ward L.M., Ward L.M., Konji V., Scharke M., Sykes E., Ho J., Kloiber R., Lewis V., Midgley J., Miettunen P., Stephure D., Lentle B.C., Blydt-Hansen T., Cabral D., Dix D.B., Houghton K., Nadel H.R., Hay J., Feber J., Halton J., Jurencak R., Koujok K., Matzinger M.A., Roth J., Shenouda N., Watanabe-Duffy K., Cairney E., Clarson C., Filler G., Grimmer J., McKillop S., Sparrow K., Stein R., Cummings E., Fernandez C., Huber A.M., Lang B., O'Brien K., Abish S., Bell L., LeBlanc C., Sbrocchi A.M., Scuccimarri R., Moher D., Taljaard M., Rauch F., Alos N., Dubois J., Laverdiere C., Phan V., Saint-Cyr C., Barsalou J., Couch R., Ellsworth J., Jaremko J., Siminoski K., Wilson B., Grant R., Charron M., Hebert D., Gaboury I., Taback S., Israels S., Oen K., Pinsk M., Reed M., Rodd C.
JOURNAL OF BONE AND MINERAL RESEARCH. 2021 March; 36 (7):1255-1268 10.1002/jbmr.4294
Sample efficient learning of image-based diagnostic classifiers using probabilistic labels
International Conference on Artificial Intelligence and Statistics. 2021 February;
Parker W., Jaremko J.L., Cicero M., Azar M., El-Emam K., Gray B.G., Hurrell C., Lavoie-Cardinal F., Desjardins B., Lum A., Sheremeta L., Lee E., Reinhold C., Tang A., Bromwich R.
CANADIAN ASSOCIATION OF RADIOLOGISTS JOURNAL-JOURNAL DE L ASSOCIATION CANADIENNE DES RADIOLOGISTES. 2021 February; 72 (1):13-24 10.1177/0846537120967349
Li D.X., Ead M.S., Duke K.K., Jaremko J.L., Westover L.
MEDICAL & BIOLOGICAL ENGINEERING & COMPUTING. 2021 February; 59 (2):369-381 10.1007/s11517-020-02296-5
Jans L.B.O., Chen M., Elewaut D., Van den Bosch F., Carron P., Jacques P., Wittoek R., Jaremko J.L., Herregods N.
RADIOLOGY. 2021 February; 298 (2):343-349 10.1148/RADIOL.2020201537
Parker W., Jaremko J.L., Cicero M., Azar M., El-Emam K., Gray B.G., Hurrell C., Lavoie-Cardinal F., Desjardins B., Lum A., Sheremeta L., Lee E., Reinhold C., Tang A., Bromwich R.
CANADIAN ASSOCIATION OF RADIOLOGISTS JOURNAL-JOURNAL DE L ASSOCIATION CANADIENNE DES RADIOLOGISTES. 2021 February; 72 (1):25-34 10.1177/0846537120967345
Jaremko J.L., Felfeliyan B., Hareendranathan A., Thejeel B., Vanessa Q.L., Østergaard M., Conaghan P.G., Lambert R.G.W., Ronsky J.L., Maksymowych W.P.
SEMINARS IN ARTHRITIS AND RHEUMATISM. 2021 January; 51 (3):623-626 10.1016/j.semarthrit.2021.03.009
Chen M., Herregods N., Jaremko J.L., Carron P., Elewaut D., den Bosch F.V., Jans L.
EUROPEAN JOURNAL OF RADIOLOGY. 2020 December; 133 10.1016/j.ejrad.2020.109352
Bisphosphonates for Sickle Cell Bone Morbidity: A multicenter Canadian pediatric experience.
Journal of Bone and Mineral Research. 2020 November;
Bone health in treatment-naïve, ambulatory boys with Duchenne Muscular Dystrophy.
Journal of Bone and Mineral Research. 2020 November;
Ead M.S., Palizi M., Jaremko J.L., Westover L., Duke K.K.
INTERNATIONAL JOURNAL OF ROBOTICS RESEARCH. 2020 November; 17 (2):2199 10.1002/rcs.2199
Hope and Healing, One CT at a Time: Imaging Manifestations of Advanced Late-Presenting Disease Aboard the Africa Mercy, and the Impact of Overseas Teleradiology Interpretation.
RSNA 2020 Educational Exhibit. 2020 November;
Weiss P.F., Maksymowych W.P., Xiao R., Biko D.M., Francavilla M.L., Lambert R.G., Jaremko J.L., Heshin-Bekenstein M., Brandon T.G., Chauvin N.A.
ARTHRITIS RESEARCH & THERAPY. 2020 November; 22 (1):1-7 10.1186/s13075-020-02157-4
Developing and validating clinical prediction models for symptomatic fractures and low bone mineral density in pediatric acute lymphoblastic leukemia
SIOP Society of Pediatric Oncology Annual Meeting. 2020 October;
Ward L, Jackowski S, Ma J, Scharke M, Konji V, Jaremko JL, Koujok K, Matzinger M, Shenouda N, Walker S, McMillan H, Siminoski K, Bista P, Mancini M, Donovan J.
NEUROMUSCULAR DISORDERS. 2020 October; 30 (Suppl1):S81-S82 10.1016/j.nmd.2020.08.124
Lean Body Mass Is Associated with Whole Body Bone Mineral Density and Muscle Function in Steroid-Naïve, Ambulatory Boys with DMD
World Muscle Annual Meeting. 2020 October;
Quinn-Laurin V., Thejeel B., Chauvin N.A., Brandon T.G., Weiss P.F., Jaremko J.L.
PEDIATRIC RADIOLOGY. 2020 October; 50 (11):1587-1593 10.1007/s00247-020-04744-8
Herregods N., Jans L.B.O., Chen M., Paschke J., De Buyser S.L., Renson T., Dehoorne J., Joos R., Lambert R.G.W., Jaremko J.L.
EUROPEAN RADIOLOGY. 2020 October; 31 (5):3498-3507 10.1007/s00330-020-07328-0