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261 citation(s) found for "Oh, Ju‐Hee".

Letter on: 3D figure of epilepsy syndromes
Nordli, Douglas R. , Kim, Se Hee , Korff, Christian , Taha, Mohamed , Kim, Andrew, Phitsanuwong, Chalongchai , Nordli, Douglas R., Nordli Iii, Douglas R , Nordli, Douglas R.

Epilepsia Open | May 15, 2023 | Volume: 8 | Issue: 3 | Pages: 1202-1204

10.1002/epi4.12762 | PMID 37183581 Get It

Clonally Selected Lines After CRISPR-Cas Editing Are Not Isogenic
Panda, Arijit , Mariani, Jessica , Jang, Yeongjun , Kollmeyer, Thomas M. , Sarkar, Gobinda , Kim, Ji‐Eun , Yoon, Wan Hee , Jenkins, Robert B. , Vaccarino, Flora M. , Abyzov, Alexej , Kollmeyer, Thomas , Vaccarino, Flora M , Abyzov, Alexej , Jang, Yeongjun , Šuvakov, Milovan , Drucker, Kristen , Park, Yohan , Bae, Taejeong

The CRISPR Journal | April 18, 2023 | Volume: 6 | Issue: 2 | Pages: 176-182

10.1089/crispr.2022.0050 | PMID 37071670 Get It

The CRISPR-Cas9 system has enabled researchers to precisely modify/edit the sequence of a genome. A typical editing experiment consists of two steps: (1) editing cultured cells; (2) cell cloning and selection of clones with and without intended edit, presumed to be isogenic. The application of CRISPR-Cas9 system may result in off-target edits, whereas cloning will reveal culture-acquired mutations. We analyzed the extent of the former and the latter by whole genome sequencing in three experiments involving separate genomic loci and conducted by three independent laboratories. In all experiments we hardly found any off-target edits, whereas detecting hundreds to thousands of single nucleotide mutations unique to each clone after relatively short culture of 10–20 passages. Notably, clones also differed in copy number alterations (CNAs) that were several kb to several mb in size and represented the largest source of genomic divergence among clones. We suggest that screening of clones for mutations and CNAs acquired in culture is a necessary step to allow correct interpretation of DNA editing experiments. Furthermore, since culture associated mutations are inevitable, we propose that experiments involving derivation of clonal lines should compare a mix of multiple unedited lines and a mix of multiple edited lines.
Overcoming translational barriers in H3K27-altered diffuse midline glioma: Increasing the drug-tumor residence time
Power, Erica A. , Rechberger, Julian S. , Zhang, Liang , Oh, Ju‐Hee , Anderson, Jacob B. , Ge, Jizhi, Hinchcliffe, Edward H. , Elmquist, William F. , Nesvick, Cody L. , Power, Erica A , Rechberger, Julian S , Anderson, Jacob B , Daniels, David J.

Neuro-Oncology Advances | March 27, 2023 | Volume: 5 | Issue: 1 | Pages: No page available

10.1093/noajnl/vdad033 | PMID 37128506 Get It

Abstract Background H3K27-altered diffuse midline glioma (DMG) is the deadliest pediatric brain tumor; despite intensive research efforts, every clinical trial to date has failed. Is this because we are choosing the wrong drugs? Or are drug delivery and other pharmacokinetic variables at play? We hypothesize that the answer is likely a combination, where optimization may result in a much needed novel therapeutic approach. Methods We used in vitro drug screening, patient samples, and shRNA knockdown models to identify an upregulated target in DMG. A single small molecule protein kinase inhibitor with translational potential was selected for systemic and direct, loco-regional delivery to patient-derived xenografts (PDX) and genetically engineered mouse models (GEMM). Pharmacokinetic studies were conducted in non-tumor bearing rats. Results Aurora kinase (AK) inhibitors demonstrated strong antitumor effects in DMG drug screens. Additional in vitro studies corroborated the importance of AK to DMG survival. Systemic delivery of alisertib showed promise in subcutaneous PDX but not intracranial GEMM and PDX models. Repeated loco-regional drug administration into the tumor through convection-enhanced delivery (CED) was equally inefficacious, and pharmacokinetic studies revealed rapid clearance of alisertib from the brain. In an effort to increase the drug to tumor residence time, continuous CED over 7 days improved drug retention in the rodent brainstem and significantly extended survival in both orthotopic PDXs and GEMMs. Conclusions These studies provide evidence for increasing drug-tumor residence time of promising targeted therapies via extended CED as a valuable treatment strategy for DMG.
Abstract PD9-05: Stromal tumor-infiltrating lymphocytes identify early-stage triple-negative breast cancer patients with favorable outcomes at 10-year follow-up in the absence of systemic therapy: a pooled analysis of 1835 patients
Leon‐Ferre, Roberto A. , Jonas, Sarah Flora , Salgado, Roberto, Jong, Vincent de, Nielson, Torsten, Leung, Samuel , Riaz, Nazia , Linderholm, Barbro, Deurzen, Carolien HM van, Timmermans, Mieke, Yazaki, Shu, Yoshida, Masayuki , Kok, Marleen , Salgado, Roberto , Loi, Sherene , Carter, Jodi M. , Curigliano, Giuseppe , Criscitiello, Carmen , Cockenpot, Vincent , Lambertini, Matteo , Suman, Vera J. , Linderholm, Barbro Kristina , Martens, John W.M. , Deurzen, Carolien HM van, Shimoi, Tatsunori , Kim, Sung-Bae , Lee, Hee Jin , Dieci, Maria Vittoria , Bataillon, Guillaume , Vincent‐Salomon, Anne , André, Fabrice , Linn, Sabine C. , Goetz, Matthew P. , Michiels, Stefan

Cancer Research | March 2, 2023 | Volume: 83 | Issue: 5_Supplement | Pages: PD9-05-PD9-05

10.1158/1538-7445.sabcs22-pd9-05 Get It

Abstract Background: The prognostic value of stromal tumor-infiltrating lymphocytes (TILs) as a biomarker for triple-negative breast cancer (TNBC) has been extensively demonstrated in patients (pts) receiving (neo)adjuvant systemic therapy. In addition, several small studies suggest that a subset of pts with early-stage TNBC and high TILs have excellent long-term outcomes, even in the absence of systemic therapy [1-3]. However, data on the absolute risk of TNBC recurrence according to TIL levels in the absence of systemic therapy are limited and critical to inform the design of future systemic therapy de-escalation clinical trials. Methods: We conducted an individual patient data pooled analysis of 12 international cohorts of pts with TNBC treated with locoregional therapy but no systemic therapy. TNBC was defined as tumors with estrogen and progesterone receptor of < 1% and HER2 negative (IHC 0, 1+ or IHC 2+ and FISH negative) per local evaluation. TILs were locally assessed in hematoxylin & eosin-stained slides according to the International Immuno-Oncology Biomarker Working Group guidelines (www.tilsinbreastcancer.org). We used the Kaplan-Meier method to assess survival outcomes according to prespecified TIL thresholds: 30% and 50%. Confidence intervals (CI) for survival probabilities were calculated using a percentile bootstrap method. The primary endpoint was invasive disease-free survival (iDFS, STEEP 2.0 definition). Key secondary outcomes included recurrence-free survival (RFS), distant disease-free survival (DDFS) and overall survival (OS). Results: 1,835 pts diagnosed with TNBC between 1982 and 2017 who did not receive systemic therapy were included. The median age at diagnosis was 56 (IQR 38-71). Menopausal status was known in 1,184 women, of whom 78% were post-menopausal. The median tumor size was 2.0 cm (IQR 1.2-2.6). Most pts (87%) had no axillary lymph node involvement (N0). Most tumors were invasive ductal carcinoma (74%) and grade 3 (70%). The median level of TILs was 15% (IQR 5-40). The median duration of follow-up was 30.4 years (95% CI 29.9, 31.1). A total of 950 (52%) iDFS, 828 (45%) RFS, 767 (42%) DDFS events, and 604 (33%) deaths were observed. In multivariable analyses, higher TILs were independently associated with improved iDFS, RFS, DDFS, and OS beyond clinicopathological factors (likelihood ratio p< 10e-6). Each 10% increment in stromal TILs was associated with an 8% (95% CI: 6-11), 10% (95% CI: 7-13), and 13% (95% CI: 10-15) reduction in the risk of experiencing an iDFS, RFS or DDFS event, and with a 12% (95% CI: 9-15) reduction in the risk of death. iDFS, RFS, DDFS and OS rates according to different TIL thresholds and nodal status are shown in the Table. Of note, the RFS estimates (which exclude second non-breast primaries and contralateral breast cancers) were consistently higher than the iDFS counterparts (which include both), consistent with a high rate of contralateral breast cancers and second primary tumors in this cohort. Notably, patients with node-negative—and especially stage I—TNBC with high TILs had excellent survival rates at 10-year follow-up. Conclusion: TILs are highly prognostic in pts with systemically untreated early-stage TNBC. Pts with pN0 (and especially stage I) TNBC with high TILs exhibited very favorable long-term outcomes even in the absence of systemic therapy. These data define the natural history of TIL-rich TNBC pts and are crucial to identifying the optimal patient population for future chemotherapy and immunotherapy de-escalation clinical trials. References: [1] Leon-Ferre et al, 2017, PMID: 28913760 [2] Park et al, 2019, PMID: 31566659 [3] de Jong et al, 2022, PMID: 35353548 Table 5 and 10-year survival endpoints according TIL level, nodal status, and stage Citation Format: Roberto A. Leon-Ferre, Sarah Flora Jonas, Roberto Salgado, Sherene Loi, Vincent De Jong, Jodi M. Carter, Torsten Nielson, Samuel Leung, Nazia Riaz, Giuseppe Curigliano, Carmen Criscitiello, Vincent Cockenpot, Matteo Lambertini, Vera Suman, Barbro Linderholm, John WM Martens, Carolien HM van Deurzen, Mieke Timmermans, Tatsunori Shimoi, Shu Yazaki, Masayuki Yoshida, Sung-Bae Kim, Hee Jin Lee, Maria Vittoria Dieci, Guillaume Bataillon, Anne Salomon, Fabrice Andre, Marleen Kok, Sabine Linn, Matthew P. Goetz, Stefan Michiels. Stromal tumor-infiltrating lymphocytes identify early-stage triple-negative breast cancer patients with favorable outcomes at 10-year follow-up in the absence of systemic therapy: a pooled analysis of 1835 patients [abstract]. In: Proceedings of the 2022 San Antonio Breast Cancer Symposium; 2022 Dec 6-10; San Antonio, TX. Philadelphia (PA): AACR; Cancer Res 2023;83(5 Suppl):Abstract nr PD9-05.
Incidence of Glaucoma-Related Adverse Events in the First 5 Years After Pediatric Lensectomy
Bothun, Erick D. , Repka, Michael X. , Kraker, Raymond T. , Leske, David A. , Li, Zhuokai , Astle, William F., Holmes, Jonathan M. , Group, Pediatric Eye Disease Investigator, Wallace, David K. , Enyedi, Laura B. , Jones, Sarah K., Hug, Denise, Stahl, Erin D., Dent, Rebecca J., Kong, Lingkun , Wang, Serena , Gallerson, Bryan K., Hutchinson, Amy K., Lenhart, Phoebe D. , Brower, Judy, Morrison, David G., Ruark, Scott T., Mets-Halgrimson, Rebecca, Yoon, Hawke , Hamidullah, Aaliyah, Anderson, Jill S., Holleschau, Ann M., Superstein, Rosanne , Bélanger, Caroline, Fallaha, Nicole, Hamel, Patrick , Thibeault, Maryse, Tamkins, Susanna M. , Park, Hee-Jung S., Trumler, Anya A., Liu, Xiaonong, Sanders, Emi , McOwen, Diana C., Gray, Michael E. , Yang, Michael B. , Bowman, Corey S., Galvin, Jennifer, Therriault, Margaret, Smith, Heather , Whitaker, Michele E., Örge, Faruk , Grigorian, A. Paula, Baird, Alicia M., Strominger, Mitchell B. , Klein, Shelley, Kemmer, Jacquelyn D., Neiman, Alexandra E., Mendoza, Myra N., Frohwein, Jill J., Bremer, Don L., Cassady, Cybil, Golden, Richard P., Jordan, Catherine O., Oravec, Sara A., Yanovitch, Tammy L. , Lunsford, Keven, Nye, Christina, Shea, Caroline, Stillman, SueAnn M., Iderstine, Stephen C. Van, Robertson, Elisa, Cruz, Oscar A., Ghadban, Rafif, Govreau, Dawn, Longmuir, Susannah Q. , Shan, Xiaoyan, Taylor, Kate , Powell, Christine, Hammond, Benjamin P., Gearinger, Matthew D., Czubinski, Andrea, Salvin, Jonathan, Fisher, Alicia, Lee, Katherine A., Brooks, Daniel , Schweinler, Bonita R., Sala, Nicholas A., Sala, Allyson M., Summers, Allison I. , Karr, Daniel J. , Wilson, Lorri B., Rauch, Paula K., O’Hara, Mary, Gandhi, Nandini, Hashmi, Tania, Colburn, Jeffrey, Dittman, Eileen, Whitfill, Charles R., Wheeler, Amy M., McCourt, Emily A. , Singh, Jasleen , Welnick, Nanastasia, Azar, Nathalie F., Baker, Joseph, Droste, Patrick J. , Peters, Robert J., Hilbrands, Jan, Pineles, Stacy L., Bernardo, Marianne J., Peterson, Edward, Peterson, Charla H., Kumar, Kartik , Melese, Ephrem, Lingua, Robert W., Grijalva, Jeff, Crouch, Earl R., Crouch, Earl R., Ventura, Gaylord, Anninger, William, Benson, Shawn L., Karp, Karen A. , Smith, Jordana M., Brickman-Kelleher, Jill, Ticho, Benjamin H., Khammar, Alexander J., Clausius, Deborah A., Guo, Suquin, Chamberlain, Carolyn, Schloff, Susan, Madigan, William P., Burkman, Donna, Ramsey, Jean E., McConnell, Kate H. , Friedman, Ilana, Rosado, José , Sauberan, Donald P., Hemberger, Jody C., Davis, Patricia L., Rudaitis, Indre, Lowery, Robert S., Cupit, Shawn, Mohney, Brian G., Wernimont, Suzanne M., Neilsen, Rebecca A., Baran, Francine, Gladstone, Amy, Smith, Justin , Mellott, Mei, Kieser, Troy, Erzurum, S. Ayse , Colon, Beth, Shah, Birva, Quebbemann, Micaela, Austin, Darrell S., Boyle, Nicole M., Conner, Courtney L., Chandler, Danielle L. , Donahue, Quayleen, Fimbel, Brooke P., Robinson, Julianne L., Hercinovic, Amra, Hoepner, James E., Kaplon, Joseph D., Melia, Michele , Ortiz, Gillaine, Woodard, Victoria C., Stutz, Kathleen M., Sutherland, Desirae R. , Everett, Donald F., Diener‐West, Marie , Baker, John D., Davis, Barry R. , Phelps, Dale L. , Poff, Stephen W., Tychsen, Lawrence , Bradfield, Yasmin S., Foster, Nicole C. , Plager, David A. , Salchow, Daniel J. , Silver, Jayne L., Weise, Katherine K., Verderber, Lisa C. , Dean, Trevano W., Yen, Kimberly G., Campomanes, Alejandra G. de Alba , Young, Marielle P. , Rahmani, Bahram , Haider, Kathryn M. , Whitehead, George F., Lambert, Scott R. , Kurup, Sudhi P. , Kraus, Courtney L. , Wu, Rui, Hatt, Sarah R. , Freedman, Sharon F. , Cotter, Susan A. , Group, Pediatric Eye Disease Investigator, Prakalapakorn, Sasapin Grace , Ranaivo, Hantamalala Ralay , Areaux, Raymond G. , Chang, Ta Chen , Traboulsi, Elias I. , Ghasia, Fatema F. , Chen, Vicki, Rogers, David L. , LaRoche, G. Robert, Larson, Scott A. , Clarke, Michael W. , Hendricks, Dorothy H. , Jin, Jing , Brooks, Daniel, Rauch, Paula K., Baker, Joseph, Peterson, Edward, Crouch, Earl R., Suh, Donny Won , Christiansen, Stephen P. , Herlihy, Erin P. , Beck, Roy W. , Henderson, Robert J. , Saunders, Richard Anthony , Birch, Eileen E. , Manny, Ruth E. , Holmes, Jonathan M.

JAMA Ophthalmology | February 16, 2023 | Volume: 141 | Issue: 4 | Pages: 324

10.1001/jamaophthalmol.2022.6413 | PMID 36795393 Get It

ImportanceGlaucoma can develop following cataract removal in children.ObjectiveTo assess the cumulative incidence of glaucoma-related adverse events (defined as glaucoma or glaucoma suspect) and factors associated with risk of these adverse events in the first 5 years after lensectomy prior to 13 years of age.Design, Setting, and ParticipantsThis cohort study used longitudinal registry data collected at enrollment and annually for 5 years from 45 institutional and 16 community sites. Participants were children aged 12 years or younger with at least 1 office visit after lensectomy from June 2012 to July 2015. Data were analyzed from February through December 2022.ExposuresUsual clinical care after lensectomy.Main Outcomes and MeasuresThe main outcomes were cumulative incidence of glaucoma-related adverse events and baseline factors associated with risk of these adverse events.ResultsThe study included 810 children (1049 eyes); 443 eyes of 321 children (55% female; mean [SD] age, 0.89 [1.97] years) were aphakic after lensectomy, and 606 eyes of 489 children (53% male; mean [SD] age, 5.65 [3.32] years) were pseudophakic. The 5-year cumulative incidence of glaucoma-related adverse events was 29% (95% CI, 25%-34%) in 443 eyes with aphakia and 7% (95% CI, 5%-9%) in 606 eyes with pseudophakia; 7% (95% CI, 5%-10%) of aphakic eyes and 3% (95% CI, 2%-5%) of pseudophakic eyes were diagnosed as glaucoma suspect. Among aphakic eyes, a higher risk for glaucoma-related adverse events was associated with 4 of 8 factors, including age less than 3 months (vs ≥3 months: adjusted hazard ratio [aHR], 2.88; 99% CI, 1.57-5.23), abnormal anterior segment (vs normal: aHR, 2.88; 99% CI, 1.56-5.30), intraoperative complications at time of lensectomy (vs none; aHR, 2.25; 99% CI, 1.04-4.87), and bilaterality (vs unilaterality: aHR, 1.88; 99% CI, 1.02-3.48). Neither of the 2 factors evaluated for pseudophakic eyes, laterality and anterior vitrectomy, were associated with risk of glaucoma-related adverse events.Conclusions and RelevanceIn this cohort study, glaucoma-related adverse events were common after cataract surgery in children; age less than 3 months at surgery was associated with elevated risk of the adverse events in aphakic eyes. Children with pseudophakia, who were older at surgery, less frequently developed a glaucoma-related adverse event within 5 years of lensectomy. The findings suggest that ongoing monitoring for the development of glaucoma is needed after lensectomy at any age.
SEAMARK: Randomized phase 2 study of pembrolizumab + encorafenib + cetuximab vs pembrolizumab alone for first-line treatment of BRAF V600E–mutant microsatellite instability–high (MSI-H)/mismatch repair deficient (dMMR) metastatic colorectal cancer (CRC).
Chung, Chin‐Hee, Zhang, Xiaosong , Kopetz, Scott , Bekaii‐Saab, Tanios , Yoshino, Takayuki , Tabernero, Josep

Journal of Clinical Oncology | January 24, 2023 | Volume: 41 | Issue: 4_suppl | Pages: TPS268-TPS268

10.1200/jco.2023.41.4_suppl.tps268 Get It

TPS268 Background: Among patients with MSI-H/dMMR CRC, BRAF mutations occur in approximately 30%. MSI-H/dMMR and BRAF mutations are both associated with poor prognosis; in patients who have both biomarkers, poor prognosis is thought to be driven by the BRAF mutation. Pembrolizumab is indicated for the treatment of patients with MSI-H/dMMR unresectable or metastatic CRC (mCRC). The BRAF inhibitor encorafenib, in combination with cetuximab, an anti-EGFR antibody, is indicated for previously treated patients with BRAF V600E-mutant mCRC. Currently, there are no first-line treatment options indicated specifically for patients with both MSI-H/dMMR and BRAF V600E-mutant mCRC. To assess the safety and efficacy of combining pembrolizumab with encorafenib + cetuximab, the SEAMARK study will evaluate this combination vs pembrolizumab alone in patients with previously untreated BRAF V600E-mutant MSI-H/dMMR mCRC. Methods: SEAMARK (NCT05217446) is an open-label, multicenter, randomized, phase 2 study. Approximately 104 patients (randomized 1:1; stratified by Eastern Cooperative Oncology Group Performance Status [ECOG PS] 0 vs 1) will receive either pembrolizumab + encorafenib + cetuximab or pembrolizumab. Enrolled patients must be aged ≥16 or ≥18 years (per country-specific regulations) and have previously untreated BRAF V600E-mutant MSI-H/dMMR mCRC; measurable disease (Response Evaluation Criteria in Solid Tumors 1.1); ECOG PS 0 or 1; and adequate bone marrow, hepatic, and renal function. Patients who received prior treatment with BRAF/EGFR inhibitors or immune checkpoint inhibitors, or who have brain metastases (unless radiologically stable) or RAS mutation (or unknown RAS status), will be excluded. The primary endpoint is investigator-assessed progression-free survival. Secondary endpoints include safety and tolerability, overall survival, objective response rate, duration of response, and quality of life. Enrollment started in July 2022. Clinical trial information: NCT05217446 .
Relevance of Monitoring Thymic Function and Recovery in Interpreting Immune Reconstitution Post Hematopoietic Cell Transplantation in Inborn Errors of Immunity
Hee, Michelle Van, Dong, Xiangyang , Knight‐Perry, Jessica, Abraham, Roshini S. , Drozdov, Daniel , Bunch, Dustin R. , Luo, Xianghua , Ebens, Christen L.

Blood | November 28, 2022 | Volume: 140 | Issue: Supplement 1 | Pages: 4778-4779

10.1182/blood-2022-158373 Get It

DDEL-05. PHARMACOKINETICS AND CNS DISTRIBUTION OF A NOVEL ATM INHIBITOR, WSD0628, FOR THE TREATMENT OF BRAIN TUMORS
Oh, Ju‐Hee , Elmquist, William F. , Rathi, Sneha , Sarkaria, Jann N.

Neuro-Oncology | November 14, 2022 | Volume: 24 | Issue: Supplement_7 | Pages: vii95-vii95

10.1093/neuonc/noac209.351 Get It

Abstract The treatment of brain tumors using chemo- and radio-sensitizers may be limited by a lack of effective drug delivery. Radiation and some cytotoxic therapies induce DNA damage, and DNA damage response (DDR) pathways modulate resistance to effective chemo-radiation therapy. Inhibiting DDR pathways by targeting ATM leads to sensitization and enhances cytotoxicity. The purpose of this study is to determine the key pre-clinical pharmacokinetic parameters and mechanisms that influence the CNS delivery of WSD0628, a novel ATM inhibitor. Pharmacokinetics and CNS distribution studies were conducted in FVB wild-type mice following intravenous (IV) and oral (PO) dosing (5 mg/kg). Plasma, brain, and spinal cord samples were harvested after dosing and drug concentrations were measured using LC-MS/MS. The free fraction of WSD0628 was measured in plasma, brain, and spinal cord using rapid equilibrium dialysis. Our results indicate that WSD0628 has a half-life of 4.11 hrs and a high oral bioavailability (0.95). The brain partition coefficient (AUCbrain/AUCplasma, i.e., Kp, brain) is 0.05 and 0.11 after IV and PO dosing, respectively. The free fraction in plasma is 2.01 ± 0.02 % and in brain it is 1.22 ± 0.40 %. The unbound brain partition coefficient (Kpuu brain) is 0.03 and 0.06 after IV and PO dosing, respectively. The differential binding to plasma and brain tissues results in a relatively low Kpuu, a key parameter describing brain penetrability. These data show that WSD0628, a highly potent inhibitor of ATM, reached sufficient concentrations in brain after a single dose of 5 mg/kg to engage ATM over the desired time frame and elicit a response after DNA damage by chemo-radiotherapy. WSD0628 shows promising potential and further evaluations are underway to determine if efflux transporters at the BBB limit its brain distribution.
Magnetic resonance radiomic feature performance in pulmonary nodule classification and impact of segmentation variability on radiomics
Koo, Chi Wan , Kline, Timothy L. , Yoon, Joo Hee , Vercnocke, Andrew J. , Johnson, Mathew P, Suman, Garima , Lu, Aiming , Larson, Nicholas B. , Larson, Nicholas B

The British Journal of Radiology | November 11, 2022 | Volume: 95 | Issue: 1140 | Pages: No page available

10.1259/bjr.20220230 | PMID 36367095 Get It

Objective: Investigate the performance of multiparametric MRI radiomic features, alone or combined with current standard-of-care methods, for pulmonary nodule classification. Assess the impact of segmentation variability on feature reproducibility and reliability. Methods: Radiomic features were extracted from 74 pulmonary nodules of 68 patients who underwent nodule resection or biopsy after MRI exam. The MRI features were compared with histopathology and conventional quantitative imaging values (maximum standardized uptake value [SUVmax] and mean Hounsfield unit [HU]) to determine whether MRI radiomic features can differentiate types of nodules and associate with SUVmax and HU using Wilcoxon rank sum test and linear regression. Diagnostic performance of features and four machine learning (ML) models were evaluated with area under the receiver operating characteristic curve (AUC) and 95% confidence intervals (CIs). Concordance correlation coefficient (CCC) assessed the segmentation variation impact on feature reproducibility and reliability. Results: Elevn diffusion-weighted features distinguished malignant from benign nodules (adjusted p < 0.05, AUC: 0.73–0.81). No features differentiated cancer types. Sixty-seven multiparametric features associated with mean CT HU and 14 correlated with SUVmax. All significant MRI features outperformed traditional imaging parameters (SUVmax, mean HU, apparent diffusion coefficient [ADC], T1, T2, dynamic contrast-enhanced imaging values) in distinguishing malignant from benign nodules with some achieving statistical significance (p < 0.05). Adding ADC and smoking history improved feature performance. Machine learning models demonstrated strong performance in nodule classification, with extreme gradient boosting (XGBoost) having the highest discrimination (AUC = 0.83, CI=[0.727, 0.932]). We found good to excellent inter- and intrareader feature reproducibility and reliability (CCC≥0.80). Conclusion: Eleven MRI radiomic features differentiated malignant from benign lung nodules, outperforming traditional quantitative methods. MRI radiomic ML models demonstrated good nodule classification performances with XGBoost superior to three others. There was good to excellent inter- and intrareader feature reproducibility and reliability. Advances in knowledge: Our study identified MRI radiomic features that successfully differentiated malignant from benign lung nodules and demonstrated high performance of our MR radiomic feature-based ML models for nodule classification. These new findings could help further establish thoracic MRI as a non-invasive and radiation-free alternative to standard practice for pulmonary nodule assessment.