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Early Detection of Leptomeningeal Metastases Among Patients Undergoing Spinal Stereotactic Radiosurgery
Freret, Morgan E; Wijetunga, N Ari; Shamseddine, Achraf A; Higginson, Daniel S; Schmitt, Adam M; Yamada, Yoshiya; Lis, Eric; Boire, Adrienne; Yang, Jonathan T; Xu, Amy J
PURPOSE/UNASSIGNED:The management of patients with advanced solid malignancies increasingly uses stereotactic body radiation therapy (SBRT). Advanced cancer patients are at risk for developing leptomeningeal metastasis (LM), a fatal complication of metastatic cancer. Cerebrospinal fluid (CSF) is routinely collected during computed tomography (CT) myelography for spinal SBRT planning, offering an opportunity for early LM detection by CSF cytology in the absence of radiographic LM or LM symptoms (subclinical LM). This study tested the hypothesis that early detection of tumor cells in CSF in patients undergoing spine SBRT portends a similarly poor prognosis compared with clinically overt LM. METHODS AND MATERIALS/UNASSIGNED:We retrospectively analyzed clinical records for 495 patients with metastatic solid tumors who underwent CT myelography for spinal SBRT planning at a single institution from 2014 to 2019. RESULTS/UNASSIGNED: = .02). CONCLUSIONS/UNASSIGNED:LM remains a fatal complication of metastatic cancer. Subclinical LM detected by CSF cytology in spine SBRT patients has a similarly poor prognosis compared with standardly detected LM and warrants consideration of central nervous system-directed therapies. As aggressive local therapies are increasingly used for metastatic patients, more sensitive CSF evaluation may further identify patients with subclinical LM and should be evaluated prospectively.
PMCID:9943781
PMID: 36845624
ISSN: 2452-1094
CID: 5771382
Radiomic Analysis to Predict Histopathologically Confirmed Pseudoprogression in Glioblastoma Patients
McKenney, Anna Sophia; Weg, Emily; Bale, Tejus A; Wild, Aaron T; Um, Hyemin; Fox, Michael J; Lin, Andrew; Yang, Jonathan T; Yao, Peter; Birger, Maxwell L; Tixier, Florent; Sellitti, Matthew; Moss, Nelson S; Young, Robert J; Veeraraghavan, Harini
PURPOSE/UNASSIGNED:Pseudoprogression mimicking recurrent glioblastoma remains a diagnostic challenge that may adversely confound or delay appropriate treatment or clinical trial enrollment. We sought to build a radiomic classifier to predict pseudoprogression in patients with primary isocitrate dehydrogenase wild type glioblastoma. METHODS AND MATERIALS/UNASSIGNED:-methylguanine-DNA methyltransferase status to predict pseudoprogression. RESULTS/UNASSIGNED:-methylguanine-DNA methyltransferase status into the classifier. CONCLUSIONS/UNASSIGNED:Our results suggest that radiomic analysis of contrast T1-weighted images and magnetic resonance imaging perfusion images can assist the prompt diagnosis of pseudoprogression. Validation on external and independent data sets is necessary to verify these advanced analyses, which can be performed on routinely acquired clinical images and may help inform clinical treatment decisions.
PMCID:9873493
PMID: 36711062
ISSN: 2452-1094
CID: 5771372
Randomized Phase II Trial of Proton Craniospinal Irradiation Versus Photon Involved-Field Radiotherapy for Patients With Solid Tumor Leptomeningeal Metastasis
Yang, Jonathan T; Wijetunga, N Ari; Pentsova, Elena; Wolden, Suzanne; Young, Robert J; Correa, Denise; Zhang, Zhigang; Zheng, Junting; Steckler, Alexa; Bucwinska, Weronika; Bernstein, Ashley; Betof Warner, Allison; Yu, Helena; Kris, Mark G; Seidman, Andrew D; Wilcox, Jessica A; Malani, Rachna; Lin, Andrew; DeAngelis, Lisa M; Lee, Nancy Y; Powell, Simon N; Boire, Adrienne
PURPOSE:Photon involved-field radiotherapy (IFRT) is the standard-of-care radiotherapy for patients with leptomeningeal metastasis (LM) from solid tumors. We tested whether proton craniospinal irradiation (pCSI) encompassing the entire CNS would result in superior CNS progression-free survival (PFS) compared with IFRT. PATIENTS AND METHODS:We conducted a randomized, phase II trial of pCSI versus IFRT in patients with non-small-cell lung cancer and breast cancers with LM. We enrolled patients with other solid tumors to an exploratory pCSI group. For the randomized groups, patients were assigned (2:1), stratified by histology and systemic disease status, to pCSI or IFRT. The primary end point was CNS PFS. Secondary end points included overall survival (OS) and treatment-related adverse events (TAEs). RESULTS:= .19). In the exploratory pCSI group, 35 patients enrolled, the median CNS PFS was 5.8 months (95% CI, 4.4 to 9.1 months) and OS was 6.6 months (95% CI, 5.4 to 11 months). CONCLUSION:Compared with photon IFRT, we found pCSI improved CNS PFS and OS for patients with non-small-cell lung cancer and breast cancer with LM with no increase in serious TAEs.
PMID: 35802849
ISSN: 1527-7755
CID: 5771322
Correction to: Salvage resection plus cesium-131 brachytherapy durably controls post-SRS recurrent brain metastases
Imber, Brandon S; Young, Robert J; Beal, Kathryn; Reiner, Anne S; Giantini-Larsen, Alexandra M; Krebs, Simone; Yang, Jonathan T; Aramburu-Nunez, David; Cohen, Gil'ad N; Brennan, Cameron; Tabar, Viviane; Moss, Nelson S
PMID: 35997921
ISSN: 1573-7373
CID: 5771352
Salvage resection plus cesium-131 brachytherapy durably controls post-SRS recurrent brain metastases
Imber, Brandon S; Young, Robert J; Beal, Kathryn; Reiner, Anne S; Giantini-Larsen, Alexandra M; Krebs, Simone; Yang, Jonathan T; Aramburu-Nunez, David; Cohen, Gil'ad N; Brennan, Cameron; Tabar, Viviane; Moss, Nelson S
BACKGROUND:Salvage of recurrent previously irradiated brain metastases (rBrM) is a significant challenge. Resection without adjuvant re-irradiation is associated with a high local failure rate, while reirradiation only partially reduces failure but is associated with greater radiation necrosis risk. Salvage resection plus Cs131 brachytherapy may offer dosimetric and biologic advantages including improved local control versus observation, with reduced normal brain dose versus re-irradiation, however data are limited. METHODS:A prospective registry of consecutive patients with post-stereotactic radiosurgery (SRS) rBrM undergoing resection plus implantation of collagen-matrix embedded Cs131 seeds (GammaTile, GT Medical Technologies) prescribed to 60 Gy at 5 mm from the cavity was analyzed. RESULTS:Twenty patients underwent 24 operations with Cs131 implantation in 25 tumor cavities. Median maximum preoperative diameter was 3.0 cm (range 1.1-6.3). Gross- or near-total resection was achieved in 80% of lesions. A median of 16 Cs131 seeds (range 6-30), with a median air-kerma strength of 3.5 U/seed were implanted. There was one postoperative wound dehiscence. With median follow-up of 1.6 years for survivors, two tumors recurred (one in-field, one marginal) resulting in 8.4% 1-year progression incidence (95%CI = 0.0-19.9). Radiographic seed settling was identified in 7/25 cavities (28%) 1.9-11.7 months post-implantation, with 1 case of distant migration (4%), without clinical sequelae. There were 8 cases of radiation necrosis, of which 4 were symptomatic. CONCLUSIONS:With > 1.5 years of follow-up, intraoperative brachytherapy with commercially available Cs131 implants was associated with favorable local control and toxicity profiles. Weak correlation between preoperative tumor geometry and implanted tiles highlights a need to optimize planning criteria.
PMID: 35896906
ISSN: 1573-7373
CID: 5771342
Multidisciplinary Treatment of Non-Spine Bone Metastases: Results of a Modified Delphi Consensus Process
Gillespie, Erin F; Mathis, Noah J; Vaynrub, Max; Santos Martin, Ernesto; Kotecha, Rupesh; Panoff, Joseph; Salner, Andrew L; McIntosh, Alyson F; Gupta, Ranju; Gulati, Amitabh; Yerramilli, Divya; Xu, Amy J; Bartelstein, Meredith; Guttmann, David M; Yamada, Yoshiya J; Lin, Diana; Lapen, Kaitlyn; Korenstein, Deborah; Pfister, David G; Lipitz-Snyderman, Allison; Yang, Jonathan T
PURPOSE/UNASSIGNED:Local treatment for bone metastases is becoming increasingly complex. National guidelines traditionally focus only on radiation therapy (RT), leaving a gap in clinical decision support resources available to clinicians. The objective of this study was to reach expert consensus regarding multidisciplinary management of non-spine bone metastases, which would facilitate standardizing treatment within an academic-community partnership. METHODS AND MATERIALS/UNASSIGNED:A multidisciplinary panel of physicians treating metastatic disease across the Memorial Sloan Kettering (MSK) Cancer Alliance, including community-based partner sites, was convened. Clinical questions rated of high importance in the management of non-spine bone metastases were identified via survey. A literature review was conducted, and panel physicians drafted initial recommendation statements. Consensus was gathered on recommendation statements through a modified Delphi process from a full panel of 17 physicians from radiation oncology, orthopaedic surgery, medical oncology, interventional radiology, and anesthesia pain. Consensus was defined a priori as 75% of respondents indicating "agree" or "strongly agree" with the consensus statement. Strength of Recommendation Taxonomy was employed to assign evidence strength for each statement. RESULTS/UNASSIGNED:Seventeen clinical questions were identified, of which 11 (65%) were selected for the consensus process. Consensus was reached for 16 of 17 answer statements (94%), of which 12 were approved after Round 1 and additional 4 approved after Round 2 of the modified Delphi voting process. Topics included indications for referral to surgery or interventional radiology, radiation fractionation and appropriate use of stereotactic approaches, and the handling of systemic therapies during radiation. Evidence strength was most commonly C (n = 7), followed by B (n = 5) and A (n = 3). CONCLUSIONS/UNASSIGNED:Consensus among a multidisciplinary panel of community and academic physicians treating non-spine bone metastases was feasible. Recommendations will assist clinicians and potentially provide measures to reduce variation across diverse practice settings. Findings highlight areas for further research such as pathologic fracture risk estimation, pre-operative radiation, and percutaneous ablation.
PMCID:9127274
PMID: 35620018
ISSN: 2405-6308
CID: 5771312
Implementation Strategies to Increase Clinical Trial Enrollment in a Community-Academic Partnership and Impact on Hispanic Representation: An Interrupted Time Series Analysis
Ledesma Vicioso, Nahomy; Lin, Diana; Gomez, Daniel R; Yang, Jonathan T; Lee, Nancy Y; Rimner, Andreas; Yamada, Yoshiya; Zelefsky, Michael J; Kalman, Noah S; Rutter, Charles E; Kotecha, Rupesh R; Mehta, Minesh P; Panoff, Joseph E; Chuong, Michael D; Salner, Andrew L; Ostroff, Jamie S; Diamond, Lisa C; Mathis, Noah J; Cahlon, Oren; Pfister, David G; Zhang, Zhigang; Chino, Fumiko; Tsai, Jillian; Gillespie, Erin F
PURPOSE/UNASSIGNED:Community-academic partnerships have the potential to improve access to clinical trials for under-represented minority patients who more often receive cancer treatment in community settings. In 2017, the Memorial Sloan Kettering (MSK) Cancer Center began opening investigator-initiated clinical trials in radiation oncology in targeted community-based partner sites with a high potential to improve diverse population accrual. This study evaluates the effectiveness of a set of implementation strategies for increasing overall community-based enrollment and the resulting proportional enrollment of Hispanic patients on trials on the basis of availability in community-based partner sites. METHODS/UNASSIGNED:An interrupted time series analysis evaluating implementation strategies was conducted from April 2018 to September 2021. Descriptive analysis ofHispanic enrollment on investigator-initiated randomized therapeutic radiation trials open at community-based sites was compared with those open only at themain academic center. RESULTS/UNASSIGNED:Overall, 84 patients were enrolled in clinical trials in the MSK Alliance, of which 48 (56%) identified as Hispanic. The quarterly patient enrollment pre- vs postimplementation increased from 1.39 (95% CI, -3.67 to 6.46) to 9.42 (95% CI, 2.05 to 16.78; P5 .017). In the investigator-initiated randomized therapeutic radiation trials open in the MSK Alliance, Hispanic representation was 11.5% and 35.9% in twometastatic trials and 14.2% in a proton versus photon trial. Inmatched trials open only at the main academic center, Hispanic representation was 5.6%, 6.0%, and 4.0%, respectively. CONCLUSION/UNASSIGNED:A combination of practice-level and physician-level strategies implemented at community-based partner sites was associated with increased clinical trial enrollment, which translated to improved Hispanic representation. This supports the role Q:2 of strategic community-academic partnerships in addressing disparities in clinical trial enrollment.
PMID: 35544650
ISSN: 2688-1535
CID: 5239342
Semisupervised Training of a Brain MRI Tumor Detection Model Using Mined Annotations
Swinburne, Nathaniel C; Yadav, Vivek; Kim, Julie; Choi, Ye R; Gutman, David C; Yang, Jonathan T; Moss, Nelson; Stone, Jacqueline; Tisnado, Jamie; Hatzoglou, Vaios; Haque, Sofia S; Karimi, Sasan; Lyo, John; Juluru, Krishna; Pichotta, Karl; Gao, Jianjiong; Shah, Sohrab P; Holodny, Andrei I; Young, Robert J; ,
Background Artificial intelligence (AI) applications for cancer imaging conceptually begin with automated tumor detection, which can provide the foundation for downstream AI tasks. However, supervised training requires many image annotations, and performing dedicated post hoc image labeling is burdensome and costly. Purpose To investigate whether clinically generated image annotations can be data mined from the picture archiving and communication system (PACS), automatically curated, and used for semisupervised training of a brain MRI tumor detection model. Materials and Methods In this retrospective study, the cancer center PACS was mined for brain MRI scans acquired between January 2012 and December 2017 and included all annotated axial T1 postcontrast images. Line annotations were converted to boxes, excluding boxes shorter than 1 cm or longer than 7 cm. The resulting boxes were used for supervised training of object detection models using RetinaNet and Mask region-based convolutional neural network (R-CNN) architectures. The best-performing model trained from the mined data set was used to detect unannotated tumors on training images themselves (self-labeling), automatically correcting many of the missing labels. After self-labeling, new models were trained using this expanded data set. Models were scored for precision, recall, and F1 using a held-out test data set comprising 754 manually labeled images from 100 patients (403 intra-axial and 56 extra-axial enhancing tumors). Model F1 scores were compared using bootstrap resampling. Results The PACS query extracted 31 150 line annotations, yielding 11 880 boxes that met inclusion criteria. This mined data set was used to train models, yielding F1 scores of 0.886 for RetinaNet and 0.908 for Mask R-CNN. Self-labeling added 18 562 training boxes, improving model F1 scores to 0.935 (P < .001) and 0.954 (P < .001), respectively. Conclusion The application of semisupervised learning to mined image annotations significantly improved tumor detection performance, achieving an excellent F1 score of 0.954. This development pipeline can be extended for other imaging modalities, repurposing unused data silos to potentially enable automated tumor detection across radiologic modalities. © RSNA, 2022 Online supplemental material is available for this article.
PMCID:8962822
PMID: 35040676
ISSN: 1527-1315
CID: 5771272
The Role of Ablative Radiotherapy in Older Adults With Limited Metastatic Disease
Diplas, Bill H; Santos, Patricia Mae G; Shahrokni, Armin; Warner, Andrew; Iyengar, Puneeth; Yang, Jonathan T; Gomez, Daniel R; Palma, David A; Tsai, C Jillian
For patients with oligometastatic cancer, radiotherapy presents a promising avenue for achieving meaningful symptom relief and durable disease control. Data from recently published and ongoing randomized studies are helping to define the appropriate contexts for effective intervention with stereotactic ablative body radiotherapy (SABR) in the oligometastatic setting. Importantly, older adults represent a significant portion of patients with oligometastatic disease, yet often comprise a minority of patients in clinical trials. Moreover, older adults of the same chronologic age may have variable degrees of fitness and frailty. In this review, we highlight the specific challenges and considerations for the use of radiotherapy for older adults with oligometastatic disease-noting the importance of geriatric assessments in clinical decision-making about the appropriateness of SABR and other metastasis-directed therapies in this population. We then review data from existing trials, including a subset analysis of adverse events and survival estimates among older adults enrolled in the landmark SABR-COMET trial. Finally, we discuss future directions for research, including the need for focused clinical trials in older adult cohorts. Ultimately, a multidisciplinary approach is critical when carefully balancing the potential risks and benefits of this emerging treatment paradigm in the older adult population.
PMCID:10898514
PMID: 35307115
ISSN: 1532-9461
CID: 5771302
Recent Advances and Applications of Radiation Therapy for Brain Metastases
Mathis, Noah J; Wijetunga, N Ari; Imber, Brandon S; Pike, Luke R G; Yang, Jonathan T
PURPOSE OF REVIEW:Radiation therapy (RT) is a mainstay of treatment for brain metastases from solid tumors. Treatment of these patients is complex and should focus on minimizing symptoms, preserving functional status, and prolonging survival. RECENT FINDINGS:Whole-brain radiotherapy (WBRT) can lead to toxicity, and while it does reduce recurrence in the CNS, this has not been shown to provide a survival benefit. Recent advances focus on reducing the toxicity of WBRT or using more targeted radiation therapy. New paradigms including the use of proton RT for leptomeningeal metastases (LM) and stereotactic radiosurgery (SRS) before craniotomy hold promise in improving treatment efficacy and reducing toxicity. Omission or replacement of WBRT is often safe and the use of SRS is expanding to include patients with more lesions and preoperative RT. Proton RT holds promise for LM. Progress is being made in improving patient-centered outcomes and reducing toxicity for patients with brain metastases.
PMID: 35133614
ISSN: 1534-6269
CID: 5771282