Panagiotis Korfiatis

Affiliations

Department of Radiology, Mayo Clinic, Rochester, Minnesota.

Publications (32)

AI Integration in the Clinical Workflow.

Journal of digital imaging

Avec: Daniel J Blezek , Lonny Olson-Williams , Andrew Missert , Pangiotis Korfiatis

Automated Segmentation of Kidney Cortex and Medulla in CT Images: A Multisite Evaluation Study.

Journal of the American Society of Nephrology : JASN

Avec: Aleksandar Denic , Marie E Edwards , Adriana V Gregory , Darryl E Wright , Aidan Mullan , Joshua Augustine , Andrew D Rule , Timothy L Kline

Assessing the robustness of a machine-learning model for early detection of pancreatic adenocarcinoma (PDA): evaluating resilience to variations in image acquisition and radiomics workflow using image perturbation methods.

Abdominal radiology (New York)

Avec: Sovanlal Mukherjee , Nandakumar G Patnam , Kamaxi H Trivedi , Aashna Karbhari , Garima Suman , Joel G Fletcher , Ajit H Goenka

Clinical Implementation of an Artificial Intelligence Algorithm for Magnetic Resonance-Derived Measurement of Total Kidney Volume.

Mayo Clinic proceedings

Avec: Theodora A Potretzke , Daniel J Blezek , Marie E Edwards , Jason R Klug , Cole J Cook , Adriana V Gregory , Peter C Harris , Fouad T Chebib , Marie C Hogan , Vicente E Torres , Candice W Bolan , Kumaresan Sandrasegaran , Akira Kawashima , Jeremy D Collins , Naoki Takahashi , Robert P Hartman , Eric E Williamson , Bernard F King , Matthew R Callstrom , Bradley J Erickson , Timothy L Kline

AI in the Loop: functionalizing fold performance disagreement to monitor automated medical image segmentation workflows.

Frontiers in radiology

Avec: Harrison C Gottlich , Adriana V Gregory , Timothy L Kline

Non-traumatic brachial plexopathy identification from routine MRIs: Retrospective studies with deep learning networks.

European journal of radiology

Avec: Weiguo Cao , Benjamin M Howe , Sumana Ramanathan , Nicholas G Rhodes , Kimberly K Amrami , Robert J Spinner , Timothy L Kline

Automated Abdominal Segmentation of CT Scans for Body Composition Analysis Using Deep Learning.

Radiology

Avec: Alexander D Weston , Timothy L Kline , Kenneth A Philbrick , Petro Kostandy , Tomas Sakinis , Motokazu Sugimoto , Naoki Takahashi , Bradley J Erickson

Fast super-resolution ultrasound microvessel imaging using spatiotemporal data with deep fully convolutional neural network.

Physics in medicine and biology

Avec: U-Wai Lok , Chengwu Huang , Ping Gong , Shanshan Tang , Lulu Yang , Wei Zhang , Yohan Kim , Daniel J Blezek , Fabrice Lucien , Rongqin Zheng , Joshua D Trzasko , Shigao Chen

Development of a volumetric pancreas segmentation CT dataset for AI applications through trained technologists: a study during the COVID 19 containment phase.

Abdominal radiology (New York)

Avec: Garima Suman , Ananya Panda , Marie E Edwards , Sushil Garg , Daniel J Blezek , Suresh T Chari , Ajit H Goenka

Radiomics-based machine learning (ML) classifier for detection of type 2 diabetes on standard-of-care abdomen CTs: a proof-of-concept study.

Abdominal radiology (New York)

Avec: Darryl E Wright , Sovanlal Mukherjee , Anurima Patra , Hala Khasawneh , Garima Suman , Suresh T Chari , Yogish C Kudva , Timothy L Kline , Ajit H Goenka

Sarcopenia identified by computed tomography imaging using a deep learning-based segmentation approach impacts survival in patients with newly diagnosed multiple myeloma.

Cancer

Avec: Bharat Nandakumar , Francis Baffour , Nadine H Abdallah , Shaji K Kumar , Angela Dispenzieri , Francis K Buadi , David Dingli , Martha Q Lacy , Suzanne R Hayman , Prashant Kapoor , Nelson Leung , Amie Fonder , Miriam Hobbs , Yi Lisa Hwa , Eli Muchtar , Rahma Warsame , Taxiarchis V Kourelis , Ronald S Go , Robert A Kyle , Morie A Gertz , S Vincent Rajkumar , Jason Klug , Wilson I Gonsalves

Bounding box-based 3D AI model for user-guided volumetric segmentation of pancreatic ductal adenocarcinoma on standard-of-care CTs.

Pancreatology : official journal of the International Association of Pancreatology (IAP) ... [et al.]

Avec: Sovanlal Mukherjee , Hala Khasawneh , Naveen Rajamohan , Anurima Patra , Garima Suman , Aparna Singh , Jay Thakkar , Nandakumar G Patnam , Kamaxi H Trivedi , Aashna Karbhari , Suresh T Chari , Mark J Truty , Thorvardur R Halfdanarson , Candice W Bolan , Kumar Sandrasegaran , Shounak Majumder , Ajit H Goenka

The Number and Size of Individual Kidney Medullary Pyramids is Associated with Clinical Characteristics, Kidney Biopsy Findings, and CKD Outcomes among Kidney Donors.

Journal of the American Society of Nephrology : JASN

Avec: Adriana V Gregory , Aleksandar Denic , Amr Moustafa , Praveen G Dasaraju , Bhavya Poudyal , Joshua J Augustine , Aidan F Mullan , Andrew D Rule , Timothy L Kline

Transition-zone PSA-density calculated from MRI deep learning prostate zonal segmentation model for prediction of clinically significant prostate cancer.

Abdominal radiology (New York)

Avec: Shiba Kuanar , Jason Cai , Hirotsugu Nakai , Hiroki Nagayama , Hiroaki Takahashi , Jordan LeGout , Akira Kawashima , Adam Froemming , Lance Mynderse , Chandler Dora , Mitchell Humphreys , Jason Klug , Bradley Erickson , Naoki Takahashi

Evaluating the Use of rCBV as a Tumor Grade and Treatment Response Classifier Across NCI Quantitative Imaging Network Sites: Part II of the DSC-MRI Digital Reference Object (DRO) Challenge.

Tomography (Ann Arbor, Mich.)

Avec: Laura C Bell , Natenael Semmineh , Hongyu An , Cihat Eldeniz , Richard Wahl , Kathleen M Schmainda , Melissa A Prah , Bradley J Erickson , Chengyue Wu , Anna G Sorace , Thomas E Yankeelov , Neal Rutledge , Thomas L Chenevert , Dariya Malyarenko , Yichu Liu , Andrew Brenner , Leland S Hu , Yuxiang Zhou , Jerrold L Boxerman , Yi-Fen Yen , Jayashree Kalpathy-Cramer , Andrew L Beers , Mark Muzi , Ananth J Madhuranthakam , Marco Pinho , Brian Johnson , C Chad Quarles

Complete abdomen and pelvis segmentation using U-net variant architecture.

Medical physics

Avec: Alexander D Weston , Kenneth A Philbrick , Gian Marco Conte , Petro Kostandy , Thomas Sakinis , Atefeh Zeinoddini , Arunnit Boonrod , Michael Moynagh , Naoki Takahashi , Bradley J Erickson

Quality gaps in public pancreas imaging datasets: Implications & challenges for AI applications.

Pancreatology : official journal of the International Association of Pancreatology (IAP) ... [et al.]

Avec: Garima Suman , Anurima Patra , Shounak Majumder , Suresh T Chari , Mark J Truty , Joel G Fletcher , Ajit H Goenka

Deep Learning Improves the Temporal Reproducibility of Aortic Measurement.

Journal of digital imaging

Avec: Alex Bratt , Daniel J Blezek , William J Ryan , Kenneth A Philbrick , Prabhakar Rajiah , Yasmeen K Tandon , Lara A Walkoff , Jason C Cai , Emily N Sheedy , Eric E Williamson , Bradley J Erickson , Jeremy D Collins

A Classification-Based Adaptive Segmentation Pipeline: Feasibility Study Using Polycystic Liver Disease and Metastases from Colorectal Cancer CT Images.

Journal of imaging informatics in medicine

Avec: Peilong Wang , Timothy L Kline , Andrew D Missert , Cole J Cook , Matthew R Callstrom , Alex Chan , Robert P Hartman , Zachary S Kelm ,

Natural language processing pipeline to extract prostate cancer-related information from clinical notes.

European radiology

Avec: Hirotsugu Nakai , Garima Suman , Daniel A Adamo , Patrick J Navin , Candice A Bookwalter , Jordan D LeGout , Frank K Chen , Clinton V Wellnitz , Alvin C Silva , John V Thomas , Akira Kawashima , Jungwei W Fan , Adam T Froemming , Derek J Lomas , Mitchell R Humphreys , Chandler Dora , Naoki Takahashi

Association Between Body Composition Measured by Artificial Intelligence and Long-Term Sequelae After Acute Pancreatitis.

Digestive diseases and sciences

Avec: Pedro Cortés , Tyler Mistretta , Brittany Jackson , Caroline G Olson , Ahmed M Salih , Fernando F Stancampiano , Jason R Klug , Dana M Harris , JDan Echols , Rickey E Carter , Baoan Ji , Heather D Hardway , Michael B Wallace , Vivek Kumbhari , Yan Bi

Cerebral blood volume and apparent diffusion coefficient - Valuable predictors of non-response to bevacizumab treatment in patients with recurrent glioblastoma.

Journal of the neurological sciences

Avec: Lucie Petrova , Ondra Petr , Daniel H LaChance , Ian Parney , Jan C Buckner , Bradley J Erickson

Deep learning can see the unseeable: predicting molecular markers from MRI of brain gliomas.

Clinical radiology

Avec: P Korfiatis , B Erickson

Evaluating Multisite rCBV Consistency from DSC-MRI Imaging Protocols and Postprocessing Software Across the NCI Quantitative Imaging Network Sites Using a Digital Reference Object (DRO).

Tomography (Ann Arbor, Mich.)

RIL-Contour: a Medical Imaging Dataset Annotation Tool for and with Deep Learning.

Journal of digital imaging

Avec: Kenneth A Philbrick , Alexander D Weston , Zeynettin Akkus , Timothy L Kline , Tomas Sakinis , Petro Kostandy , Arunnit Boonrod , Atefeh Zeinoddini , Naoki Takahashi , Bradley J Erickson

Two-stage deep learning model for fully automated pancreas segmentation on computed tomography: Comparison with intra-reader and inter-reader reliability at full and reduced radiation dose on an external dataset.

Medical physics

Avec: Ananya Panda , Garima Suman , Sushil K Garg , Eric C Polley , Dhruv P Singh , Suresh T Chari , Ajit H Goenka

A systematic review on the use of artificial intelligence in gynecologic imaging - Background, state of the art, and future directions.

Gynecologic oncology

Avec: Pallabi Shrestha , Bhavya Poudyal , Sepideh Yadollahi , Darryl E Wright , Adriana V Gregory , Joshua D Warner , Isabel C Green , Sarah L Rassier , Andrea Mariani , Bohyun Kim , Shannon K Laughlin-Tommaso , Timothy L Kline

Radiomics-based Machine-learning Models Can Detect Pancreatic Cancer on Prediagnostic Computed Tomography Scans at a Substantial Lead Time Before Clinical Diagnosis.

Gastroenterology

Avec: Sovanlal Mukherjee , Anurima Patra , Hala Khasawneh , Naveen Rajamohan , Garima Suman , Shounak Majumder , Ananya Panda , Matthew P Johnson , Nicholas B Larson , Darryl E Wright , Timothy L Kline , Joel G Fletcher , Suresh T Chari , Ajit H Goenka

Effect of Dataset Size and Medical Image Modality on Convolutional Neural Network Model Performance for Automated Segmentation: A CT and MR Renal Tumor Imaging Study.

Journal of digital imaging

Avec: Harrison C Gottlich , Adriana V Gregory , Vidit Sharma , Abhinav Khanna , Amr U Moustafa , Christine M Lohse , Theodora A Potretzke , Aaron M Potretzke , Aleksandar Denic , Andrew D Rule , Naoki Takahashi , Bradley J Erickson , Bradley C Leibovich , Timothy L Kline

Automated Artificial Intelligence Model Trained on a Large Data Set Can Detect Pancreas Cancer on Diagnostic Computed Tomography Scans As Well As Visually Occult Preinvasive Cancer on Prediagnostic Computed Tomography Scans.

Gastroenterology

Avec: Garima Suman , Nandakumar G Patnam , Kamaxi H Trivedi , Aashna Karbhari , Sovanlal Mukherjee , Cole Cook , Jason R Klug , Anurima Patra , Hala Khasawneh , Naveen Rajamohan , Joel G Fletcher , Mark J Truty , Shounak Majumder , Candice W Bolan , Kumar Sandrasegaran , Suresh T Chari , Ajit H Goenka

Abnormal Brachial Plexus Differentiation from Routine Magnetic Resonance Imaging: An AI-based Approach.

Neuroscience

Avec: Weiguo Cao , Benjamin M Howe , Darryl E Wright , Sumana Ramanathan , Nicholas G Rhodes , Kimberly K Amrami , Robert J Spinner , Timothy L Kline

Fully Automated Deep Learning Model to Detect Clinically Significant Prostate Cancer at MRI.

Radiology

Avec: Jason C Cai , Hirotsugu Nakai , Shiba Kuanar , Adam T Froemming , Candice W Bolan , Akira Kawashima , Hiroaki Takahashi , Lance A Mynderse , Chandler D Dora , Mitchell R Humphreys , Pouria Rouzrokh , Alexander K Bratt , Gian Marco Conte , Bradley J Erickson , Naoki Takahashi

Réseau de co-auteurs

Timothy L Kline 13 collaborations

Bradley J Erickson 10 collaborations

Garima Suman 9 collaborations

Ajit H Goenka 8 collaborations

Naoki Takahashi 8 collaborations

Suresh T Chari 7 collaborations

Adriana V Gregory 6 collaborations

Daniel J Blezek 5 collaborations

Darryl E Wright 5 collaborations

Sovanlal Mukherjee 5 collaborations

Anurima Patra 5 collaborations

Joel G Fletcher 4 collaborations

Candice W Bolan 4 collaborations

Akira Kawashima 4 collaborations

Kenneth A Philbrick 4 collaborations

Hala Khasawneh 4 collaborations

Shounak Majumder 4 collaborations

Aleksandar Denic 3 collaborations

Marie E Edwards 3 collaborations

Andrew D Rule 3 collaborations

Nandakumar G Patnam 3 collaborations

Kamaxi H Trivedi 3 collaborations

Aashna Karbhari 3 collaborations

Jason R Klug 3 collaborations

Alexander D Weston 3 collaborations

Petro Kostandy 3 collaborations

Ananya Panda 3 collaborations

Naveen Rajamohan 3 collaborations

Mark J Truty 3 collaborations

Hirotsugu Nakai 3 collaborations

Theodora A Potretzke 2 collaborations

Cole J Cook 2 collaborations

Jeremy D Collins 2 collaborations

Robert P Hartman 2 collaborations

Eric E Williamson 2 collaborations

Matthew R Callstrom 2 collaborations

Harrison C Gottlich 2 collaborations

Weiguo Cao 2 collaborations

Benjamin M Howe 2 collaborations

Sumana Ramanathan 2 collaborations

Nicholas G Rhodes 2 collaborations

Kimberly K Amrami 2 collaborations

Robert J Spinner 2 collaborations

Tomas Sakinis 2 collaborations

Jason Klug 2 collaborations

Kumar Sandrasegaran 2 collaborations

Bhavya Poudyal 2 collaborations

Shiba Kuanar 2 collaborations

Hiroaki Takahashi 2 collaborations

Chandler Dora 2 collaborations

Laura C Bell 2 collaborations

Natenael Semmineh 2 collaborations

Hongyu An 2 collaborations

Cihat Eldeniz 2 collaborations

Richard Wahl 2 collaborations

Kathleen M Schmainda 2 collaborations

Melissa A Prah 2 collaborations

Chengyue Wu 2 collaborations

Anna G Sorace 2 collaborations

Thomas E Yankeelov 2 collaborations

Neal Rutledge 2 collaborations

Thomas L Chenevert 2 collaborations

Dariya Malyarenko 2 collaborations

Yichu Liu 2 collaborations

Andrew Brenner 2 collaborations

Leland S Hu 2 collaborations

Yuxiang Zhou 2 collaborations

Jerrold L Boxerman 2 collaborations

Yi-Fen Yen 2 collaborations

Jayashree Kalpathy-Cramer 2 collaborations

Andrew L Beers 2 collaborations

Mark Muzi 2 collaborations

Ananth J Madhuranthakam 2 collaborations

Marco Pinho 2 collaborations

Brian Johnson 2 collaborations

C Chad Quarles 2 collaborations

Gian Marco Conte 2 collaborations

Atefeh Zeinoddini 2 collaborations

Arunnit Boonrod 2 collaborations

Jason C Cai 2 collaborations

Adam T Froemming 2 collaborations

Mitchell R Humphreys 2 collaborations

Lonny Olson-Williams 1 collaboration

Andrew Missert 1 collaboration

Pangiotis Korfiatis 1 collaboration

Aidan Mullan 1 collaboration

Joshua Augustine 1 collaboration

Peter C Harris 1 collaboration

Fouad T Chebib 1 collaboration

Marie C Hogan 1 collaboration

Vicente E Torres 1 collaboration

Kumaresan Sandrasegaran 1 collaboration

Bernard F King 1 collaboration

Motokazu Sugimoto 1 collaboration

U-Wai Lok 1 collaboration

Chengwu Huang 1 collaboration

Ping Gong 1 collaboration

Shanshan Tang 1 collaboration

Lulu Yang 1 collaboration

Wei Zhang 1 collaboration

Yohan Kim 1 collaboration

Fabrice Lucien 1 collaboration

Rongqin Zheng 1 collaboration

Joshua D Trzasko 1 collaboration

Shigao Chen 1 collaboration

Sushil Garg 1 collaboration

Yogish C Kudva 1 collaboration

Bharat Nandakumar 1 collaboration

Francis Baffour 1 collaboration

Nadine H Abdallah 1 collaboration

Shaji K Kumar 1 collaboration

Angela Dispenzieri 1 collaboration

Francis K Buadi 1 collaboration

David Dingli 1 collaboration

Martha Q Lacy 1 collaboration

Suzanne R Hayman 1 collaboration

Prashant Kapoor 1 collaboration

Nelson Leung 1 collaboration

Amie Fonder 1 collaboration

Miriam Hobbs 1 collaboration

Yi Lisa Hwa 1 collaboration

Eli Muchtar 1 collaboration

Rahma Warsame 1 collaboration

Taxiarchis V Kourelis 1 collaboration

Ronald S Go 1 collaboration

Robert A Kyle 1 collaboration

Morie A Gertz 1 collaboration

S Vincent Rajkumar 1 collaboration

Wilson I Gonsalves 1 collaboration

Aparna Singh 1 collaboration

Jay Thakkar 1 collaboration

Thorvardur R Halfdanarson 1 collaboration

Amr Moustafa 1 collaboration

Praveen G Dasaraju 1 collaboration

Joshua J Augustine 1 collaboration

Aidan F Mullan 1 collaboration

Jason Cai 1 collaboration

Hiroki Nagayama 1 collaboration

Jordan LeGout 1 collaboration

Adam Froemming 1 collaboration

Lance Mynderse 1 collaboration

Mitchell Humphreys 1 collaboration

Bradley Erickson 1 collaboration

Thomas Sakinis 1 collaboration

Michael Moynagh 1 collaboration

Alex Bratt 1 collaboration

William J Ryan 1 collaboration

Prabhakar Rajiah 1 collaboration

Yasmeen K Tandon 1 collaboration

Lara A Walkoff 1 collaboration

Emily N Sheedy 1 collaboration

Peilong Wang 1 collaboration

Andrew D Missert 1 collaboration

Alex Chan 1 collaboration

Zachary S Kelm 1 collaboration

Daniel A Adamo 1 collaboration

Patrick J Navin 1 collaboration

Candice A Bookwalter 1 collaboration

Jordan D LeGout 1 collaboration

Frank K Chen 1 collaboration

Clinton V Wellnitz 1 collaboration

Alvin C Silva 1 collaboration

John V Thomas 1 collaboration

Jungwei W Fan 1 collaboration

Derek J Lomas 1 collaboration

Pedro Cortés 1 collaboration

Tyler Mistretta 1 collaboration

Brittany Jackson 1 collaboration

Caroline G Olson 1 collaboration

Ahmed M Salih 1 collaboration

Fernando F Stancampiano 1 collaboration

Dana M Harris 1 collaboration

JDan Echols 1 collaboration

Rickey E Carter 1 collaboration

Baoan Ji 1 collaboration

Heather D Hardway 1 collaboration

Michael B Wallace 1 collaboration

Vivek Kumbhari 1 collaboration

Yan Bi 1 collaboration

Lucie Petrova 1 collaboration

Ondra Petr 1 collaboration

Daniel H LaChance 1 collaboration

Ian Parney 1 collaboration

Jan C Buckner 1 collaboration

P Korfiatis 1 collaboration

B Erickson 1 collaboration

Zeynettin Akkus 1 collaboration

Sushil K Garg 1 collaboration

Eric C Polley 1 collaboration

Dhruv P Singh 1 collaboration

Pallabi Shrestha 1 collaboration

Sepideh Yadollahi 1 collaboration

Joshua D Warner 1 collaboration

Isabel C Green 1 collaboration

Sarah L Rassier 1 collaboration

Andrea Mariani 1 collaboration

Bohyun Kim 1 collaboration

Shannon K Laughlin-Tommaso 1 collaboration

Matthew P Johnson 1 collaboration

Nicholas B Larson 1 collaboration

Vidit Sharma 1 collaboration

Abhinav Khanna 1 collaboration

Amr U Moustafa 1 collaboration

Christine M Lohse 1 collaboration

Aaron M Potretzke 1 collaboration

Bradley C Leibovich 1 collaboration

Cole Cook 1 collaboration

Lance A Mynderse 1 collaboration

Chandler D Dora 1 collaboration

Pouria Rouzrokh 1 collaboration

Alexander K Bratt 1 collaboration