Back to Authors

Mark, Ian T.

https://orcid.org/0000-0002-4036-2992

Mayo Clinic

Mayo Clinic

Citations 18

INNV-21. Initial experience with generative AI for clinical summarization in glioma MR interpretation
Black, David , Kaufmann, Tim , Charlotte, Rydberg, Kara, Schwartz, Ted, Passe, John, Port, Steven, Messina, Blezek, Daniel J. , Black, David, Carr, Carrie M. , Kaufmann, Tim, Kara, Schwartz, John, Port, Mark, Ian T. , Steven, Messina

Neuro-Oncology | November 11, 2025 | Volume: 27 | Issue: Supplement_5 | Pages: v229-v229

10.1093/neuonc/noaf201.0910 Get It

Abstract BACKGROUND Patients with primary brain tumors often have very complex histories, but an accurate understanding of their care timeline is critical to provide the best care possible. Extracting pertinent facts from the medical record can be time consuming and frustrating. We sought to apply generative AI large language models (LLM) to this problem in order to supply providers with concise, accurate, and focused data including graphs and tables. METHODS After evaluating multiple LLMs, GEMINI 2.5 Pro was selected. Prompt engineering was iteratively refined across a range of patients to generate concise outputs using tables, graphs, and prose to describe timing of chemoradiation, tumor markers, procedures, and trends in MRI results. The model inferred BT-RADS scores from the MRI report prose. Using a 5-point Likert scale, neuroradiologists assessed the AI-output both prospectively and retrospectively comparing it to the medical record. LLM’s compared AI summaries to source material. RESULTS Six neuroradiologists each ranked 25 prospective patient outputs as accurate (82%/16%/1%), useful (94%/6%/0%), trustworthy (86%/13%/1%), and satisfactory (86%/10%/1%) for Likert ratings of highly agree/agree/neutral, respectively. No responses were disagree or highly disagree. Interobserver agreement was high (Gwent AC2 > 0.95). The LLM evaluation of referenced portions of the record determined > 85% of summary statements were supported by source documents. While users estimated time savings of a 1-10 minutes per case, they felt the greater benefit was having more organized data presented efficiently. CONCLUSIONS AI summaries of the medical record of complex patients with primary brain tumors give providers an accurate, well-organized display of the pertinent facts necessary for high quality care and save time in chart review. These summaries, which are generated early each morning, have been found to be helpful and are now being incorporated into our clinical practice and multidisciplinary tumor board.
MRI Findings of Facet Joint Septic Arthritis
Weger, Kendal L. , Mark, Ian T. , Gallagher, Clare, Johnson-Tesch, Ben A. , Mark, Ian , Gallagher, Clare, Hoxworth, Joseph M. , Tande, Aaron J. , Carr, Carrie M.

Clinical Neuroimaging | April 1, 2025 | Volume: 2 | Issue: 1 | Pages: No page available

10.1002/neo2.70015 Get It

ABSTRACT Background Facet Joint Septic Arthritis (FJSA) is an infection of the spinal facet joints, for which previously described imaging findings are non‐specific. We present MRI findings of 20 patients who underwent facet biopsy for possible FJSA. Materials and Methods An internal database was reviewed for cases who underwent image‐guided spinal facet biopsy for possible infection and had pre‐biopsy contrast‐enhanced MRI. Cases were categorized as biopsy FJSA positive or negative and MRI was reviewed for synovitis, bone marrow enhancement, epidural phlegmon/abscess, and paraspinal muscle enhancement. The MRI findings were considered extensive if the involvement of the posterior paraspinal muscles spanned at least two vertebral bodies in the craniocaudal direction and at least half the length of the muscles in the anterior‐posterior direction. Results Twenty patients were included. Nine patients were FJSA positive, all of whom had synovitis, bone marrow enhancement of the facet joints, and epidural phlegmon. No patients had epidural abscess, but five patients had a paraspinal abscess. All nine patients demonstrated extensive paraspinal muscular enhancement. Eleven biopsy cases that were negative for FSJA were included. Their MRI findings demonstrated all with synovitis, six with bone marrow enhancement of the facet joints, six with epidural phlegmon, none with epidural abscess, and none with paraspinal abscess. Only one FJSA negative case had extensive paraspinal muscle enhancement. Conclusion The MRI appearance of FJSA has rarely been described in the literature; however, the diagnosis has a significant clinical impact. Facet enhancement with florid posterior paraspinal muscle enhancement should raise suspicion for FSJA.
Intraosseous Pseudoprogression vs. Progression and Recurrence of Clival Chordoma after Proton Radiation Therapy: Case Series
Hong, Sukwoo , Mahajan, Anita , Mark, Ian T. , Gompel, Jamie J. Van , Shinya, Yuki , Van Gompel, Jamie J , Mark, Ian , Laack, Nadia N. , Raghunathan, Aditya

Journal of Neurological Surgery Part B: Skull Base | February 14, 2025 | Volume: 87 | Issue: 02 | Pages: 173-181

10.1055/a-2538-3865 Get It

Abstract To propose a novel entity of possible intraosseous pseudoprogression in clival chordoma following proton radiation therapy (PRT). A total of 38 consecutive patients who underwent surgical resection followed by PRT for clival chordoma between January 2015 and December 2023 were analyzed retrospectively. Follow-up magnetic resonance imaging (MRI) suggesting recurrence or progression was evaluated for validity. Apparent diffusion coefficient (ADC) and tumor-to-brainstem signal intensity ratio on contrast-enhanced T1-weighted imaging (Rce) were assessed. Pseudoprogression was defined as (1) MRI signs of recurrence or progression with no pathological confirmation despite obtaining a specimen, or (2) MRI signs of recurrence or regression with spontaneous resolution/regression. Of the 11 patients with MRI findings suggestive of recurrence or progression, 3 were diagnosed with recurrence, 5 with progression, and 3 with pseudoprogression. Patients with pseudoprogression were significantly younger than those with progression (p = 0.04), and all were female. The median time to recurrence, progression, and pseudoprogression was 31, 29, and 21 months, respectively. The three pseudoprogression cases were managed with gross-total resection followed by stereotactic radiosurgery, extensive biopsy, and observation, respectively. Although statistical significance was not reached, ADC (p = 0.33) and Rce (p = 0.13) tended to be higher in pseudoprogression cases. After PRT for clival chordoma, intraosseous pseudoprogression should be considered in the differential diagnosis, particularly in relatively young female patients, although the role of ADC and Rce on MRI remains inconclusive. Multidisciplinary teams managing chordomas should take this into account when determining the aggressiveness of treatment in such cases.
Photon-Counting Detector CT Outperforms MRI in Localizing Cushing’s Disease: An Institutional Cohort Study
Pihneiro-Neto, Carlos D., Peris-Celda, Maria, Erickson, Dana , Michalopoulos, Giorgos D. , Mark, Ian T. , Shinya, Yuki , Palit, Sandhya R. , Bancos, Irina , Peris‐Celda, Maria , Gompel, Jamie J. Van

Journal of Neurological Surgery Part B: Skull Base | February 7, 2025 | Volume: 86 | Issue: No issue available | Pages: No page available

10.1055/s-0045-1803038 Get It

Radiology-pathology correlation: Rosai–Dorfman disease
Benson, John C. , Pais, Alex B, Mark, Ian T. , Chen, John J. , Meyer, Frederic B., Giannini, Caterina, Tobin, William O, Benson, John , Mark, Ian , Chen, John J , Pais, Alex B, Tobin, W. Oliver , Hunt, Christopher H.

The Neuroradiology Journal | November 20, 2024 | Volume: 38 | Issue: 3 | Pages: 299-303

10.1177/19714009241303077 Get It

Rosai–Dorfman Disease (RDD), also known as sinus histiocytosis with massive lymphadenopathy, is a rare non-Langerhans cell histiocytic neoplasm. Although the disease classically presents as massive painless lymphadenopathy in young adults, RDD can also involve the central nervous system in some patients. CNS lesions, can cause headaches, neurologic deficits, and even neurologic deficits. The imaging appearance of CNS RDD typically mimics that of meningiomas: well-circumscribed dural-based lesions that often have dural tails. However, some imaging clues also exist that might help a radiologist recognize RDD, even before histopathologic confirmation. This radiology-pathology report of a patient with CNS RDD highlights the most pertinent clinical, imaging, and pathologic features of CNS RDD, and discusses what the neuroradiologist needs to know about the disease.
Improved visualization of cochlear implant electrodes on photon counting detector CT
Schroeder, Dane G. , Farnsworth, Paul J. , Benson, John C. , Carlson, Matthew L. , Kassmeyer, Blake , Lane, Jack I., Benson, John , Farnsworth, Paul , Carr, Carrie M. , DeLone, David R. , Leng, Shuai , Mark, Ian T.

Clinical Neuroimaging | October 25, 2024 | Volume: 1 | Issue: 1-2 | Pages: No page available

10.1002/neo2.70005 Get It

AbstractBackgroundCochlear implants (CIs) are used to rehabilitate moderate to profound sensorineural hearing loss and stimulate the auditory system via a multichannel electrode array positioned in the scala tympani. Imaging evaluation of CIs is substantially degraded by metallic artifacts. Photon‐counting detector (PCD)‐CT has the potential to minimize such artifacts, though this has not been convincingly established in prior studies. This study compared the visualization of CI electrodes on PCD‐CT to conventional energy integrating detector (EID)‐CT.Materials and MethodsFive patients with CIs were prospectively recruited to undergo temporal bone imaging on both EID‐CT and PCD‐CT scanners yielding 2D and 3D Volume Rendering Technique (VRT) images. Three nonblinded neuroradiologists reviewed 2D and 3D VRT images for the ability to resolve CI electrode leads using a Likert scale. The average Likert scores of PCD‐CT versus EID‐CT were calculated for each reader for both 2D and 3D VRT images. (Likert scores 1–5 based on inferior to superior rating of PCD‐CT compared to EID‐CT). Inter‐rater agreement was assessed using Krippendorff's alpha with ordinal weights. ResultsFive patients underwent temporal bone CT for CI array evaluation. As evidenced by 5‐point Likert scales that were independently used by the three reviewers, this study demonstrated superior resolution of CI electrode array using PCD‐CT as compared to EID‐CT with an average score of 4.2 ± 0.8 for 2D images and 4.9 ± 0.4 for 3D VRT images.ConclusionsPCD‐CT is superior to EID‐CT in the visualization of CI electrodes, particularly in 3D VRT imaging.
O-069 CSF-venous fistula transvenous embolization: incidence of onyx migration and suggestion of one-way fistula physiology
Michaelcheck, Charlotte E., Brinjikji, Waleed , Verdoorn, Jared T. , Cutsforth‐Gregory, Jeremy K. , Cogswell, Petrice M. , Benson, John C. , Madhavan, Ajay A. , Mark, Ian T.

SNIS 21st annual meeting oral abstracts | July 22, 2024 | Volume: No volume available | Issue: No issue available | Pages: A52.1-A52

10.1136/jnis-2024-snis.69 Get It

Photon-Counting Detector CT Iodine Maps for Pituitary Adenoma in Cushing Disease
Mark, Ian T. , Yu, Lifeng , Mark, Ian , Yu, Lifeng

American Journal of Roentgenology | June 5, 2024 | Volume: 223 | Issue: 3 | Pages: No page available

10.2214/ajr.24.31418 Get It

Radiology-pathology correlation: Giant tumefactive perivascular spaces
Benson, John C. , Trejo‐Lopez, Jorge , Cormier, Jason L, Mark, Ian T. , Madhavan, Ajay A. , Rydberg, Charlotte H. , Eckel, Laurence J. , Trejo-Lopez, Jorge A, Mark, Ian , Madhavan, Ajay A , Kotsenas, Amy L. , Johnson, Derek R , Benson, John , Parney, Ian F. , Luetmer, Patrick H. , Johnson, Derek R.

The Neuroradiology Journal | April 13, 2024 | Volume: 38 | Issue: 2 | Pages: 233-237

10.1177/19714009241247459 Get It

Dilated perivascular spaces (PVSs) are common and easily recognized on imaging. However, rarer giant tumefactive PVSs (GTPVSs) can have unusual multilocular cystic configurations, and are often confused for other pathologic entities, including neoplasms, cystic infarctions, and neuroepithelial cysts. Because GTPVSs are scarcely encountered and even more infrequently operated upon, many radiologists are unaware of the imaging and pathologic features of these lesions. Here, a case of a resected GTPVS is presented, highlighting both its radiologic and histologic characteristics, and discussing how such lesions can be differentiated from their closest mimickers on imaging.
Intracranial findings in spontaneous intracranial hypotension: Does the severity of abnormalities correspond with certainty and/or multifocality of cerebrospinal fluid leaks?
Benson, John C. , Mark, Ian T. , Madhavan, Ajay A. , Johnson‐Tesch, Benjamin A., Kim, Dong Kun , Brinjikji, Waleed , Verdoorn, Jared T. , Johnson-Tesch, Benjamin, Diehn, Felix E. , Verdoorn, Jared T , Benson, John , Mark, Ian , Madhavan, Ajay A , Carr, Carrie M.

The Neuroradiology Journal | March 25, 2024 | Volume: 37 | Issue: 4 | Pages: 468-472

10.1177/19714009241242645 Get It

Background and Purpose Spontaneous intracranial hypotension (SIH) is caused by spinal cerebrospinal fluid (CSF) leaks. This study assessed whether the certainty and/or multifocality of CSF leaks is associated with the severity of intracranial sequelae of SIH. Materials and Methods A retrospective review was completed of patients with suspected SIH that underwent digital subtraction myelogram (DSM) preceded by brain MRI. DSMs were evaluated for the presence or absence of a CSF leak, categorized both as positive/negative/indeterminate and single versus multifocal. Brain MRIs were assessed for intracranial sequelae of SIH based on two probabilistic scoring systems (Dobrocky and Mayo methods). For each system, both an absolute “numerical” score (based on tabulation of findings) and “categorized” score (classification of probability) were tabulated. Results 174 patients were included; 113 (64.9%) were female, average age 52.0 ± 14.3 years. One or more definite leaks were noted in 76 (43.7%) patients; an indeterminate leak was noted in 22 (12.6%) patients. 16 (16.3%) had multiple leaks. There was no significant difference in the severity of intracranial findings between patients with a single versus multiple leaks ( p values ranged from .36 to .70 using categorized scores and 0.22–0.99 for numerical scores). Definite leaks were more likely to have both higher categorized intracranial scores (Mayo p = .0008, Dobrocky p = .006) and numerical scores ( p = .0002 for Mayo and p = .006 for Dobrocky). Conclusions Certainty of a CSF leak on diagnostic imaging is associated with severity of intracranial sequelae of SIH, with definite leaks having significantly more intracranial findings than indeterminate leaks. Multifocal leaks do not cause greater intracranial abnormalities.