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Clinical Experience of Automated SBRT Paraspinal and Other Metastatic Tumor Planning With Constrained Hierarchical Optimization

Hong, Linda; Zhou, Ying; Yang, Jie; Mechalakos, James G; Hunt, Margie A; Mageras, Gig S; Yang, Jonathan; Yamada, Josh; Deasy, Joseph O; Zarepisheh, Masoud
PURPOSE/OBJECTIVE:We report on the clinical performance of a fully automated approach to treatment planning based on a Pareto optimal, constrained hierarchical optimization algorithm, named Expedited Constrained Hierarchical Optimization (ECHO). METHODS AND MATERIALS/METHODS:From April 2017 to October 2018, ECHO produced 640 treated plans for 523 patients who underwent stereotactic body radiation therapy (RT) for paraspinal and other metastatic tumors. A total of 182 plans were for 24 Gy in a single fraction, 387 plans were for 27 Gy in 3 fractions, and the remainder were for other prescriptions or fractionations. Of the plans, 84.5% were for paraspinal tumors, with 69, 302, and 170 in the cervical, thoracic, and lumbosacral spine, respectively. For each case, after contouring, a template plan using 9 intensity modulated RT fields based on disease site and tumor location was sent to ECHO through an application program interface plug-in from the treatment planning system. ECHO returned a plan that satisfied all critical structure hard constraints with optimal target volume coverage and the lowest achievable normal tissue doses. Upon ECHO completion, the planner received an e-mail indicating the plan was ready for review. The plan was accepted if all clinical criteria were met. Otherwise, a limited number of parameters could be adjusted for another ECHO run. RESULTS:(range, 6.9-633.2). The median time to produce 1 ECHO plan was 63.5 minutes (range, 11-340 minutes) and was largely dependent on the field sizes. Of the cases, 79.7% required 1 run to produce a clinically accepted plan, 13.3% required 1 additional run with minimal parameter adjustments, and 7.0% required ≥2 additional runs with significant parameter modifications. All plans met or bettered the institutional clinical criteria. CONCLUSIONS:We successfully implemented automated stereotactic body RT paraspinal and other metastatic tumors planning. ECHO produced high-quality plans, improved planning efficiency and robustness, and enabled expedited treatment planning at our clinic.
PMCID:7557131
PMID: 33083666
ISSN: 2452-1094
CID: 5771142

Palliative Radiation Therapy for Oncologic Emergencies in the Setting of COVID-19: Approaches to Balancing Risks and Benefits

Yerramilli, Divya; Xu, Amy J; Gillespie, Erin F; Shepherd, Annemarie F; Beal, Kathryn; Gomez, Daniel; Yamada, Josh; Tsai, C Jillian; Yang, T Jonathan
Palliation of metastatic disease compromises a significant portion of radiation treatments in the United States. These patients present a unique challenge in resource-limited settings, as expeditious treatment is often required to prevent serious morbidity. In order to reduce the risk of infection with severe acute respiratory syndrome coronavirus-2 and maximize the benefit to patients, we present evidence-based recommendations for radiation in patients with oncologic emergencies. Radiation oncologists with expertise in the treatment of metastatic disease at a high-volume comprehensive cancer center reviewed the available evidence and recommended best practices for the treatment of common oncologic emergencies, with attention to balancing the risk of infection with severe acute respiratory syndrome coronavirus-2 and the potential morbidity of delaying treatment. Many prospective trials and national guidelines support the use of abbreviated courses of radiotherapy for patients with oncologic emergencies. As such, in the setting of the current coronavirus disease 2019 pandemic, the use of hypofractionated radiation therapy for patients requiring palliation for oncologic emergencies achieves desirable functional outcomes without compromising care.
PMCID:7194647
PMID: 32363243
ISSN: 2452-1094
CID: 5771102

MRI radiomic features are associated with survival in melanoma brain metastases treated with immune checkpoint inhibitors

Bhatia, Ankush; Birger, Maxwell; Veeraraghavan, Harini; Um, Hyemin; Tixier, Florent; McKenney, Anna Sophia; Cugliari, Marina; Caviasco, Annalise; Bialczak, Angelica; Malani, Rachna; Flynn, Jessica; Zhang, Zhigang; Yang, T Jonathan; Santomasso, Bianca D; Shoushtari, Alexander N; Young, Robert J
BACKGROUND:Melanoma brain metastases historically portend a dismal prognosis, but recent advances in immune checkpoint inhibitors (ICIs) have been associated with durable responses in some patients. There are no validated imaging biomarkers associated with outcomes in patients with melanoma brain metastases receiving ICIs. We hypothesized that radiomic analysis of magnetic resonance images (MRIs) could identify higher-order features associated with survival. METHODS:Between 2010 and 2019, we retrospectively reviewed patients with melanoma brain metastases who received ICI. After volumes of interest were drawn, several texture and edge descriptors, including first-order, Haralick, Gabor, Sobel, and Laplacian of Gaussian (LoG) features were extracted. Progression was determined using Response Assessment in Neuro-Oncology Brain Metastases. Univariate Cox regression was performed for each radiomic feature with adjustment for multiple comparisons followed by Lasso regression and multivariate analysis. RESULTS:Eighty-eight patients with 196 total brain metastases were identified. Median age was 63.5 years (range, 19-91 y). Ninety percent of patients had Eastern Cooperative Oncology Group performance status of 0 or 1 and 35% had elevated lactate dehydrogenase. Sixty-three patients (72%) received ipilimumab, 11 patients (13%) received programmed cell death protein 1 blockade, and 14 patients (16%) received nivolumab plus ipilimumab. Multiple features were associated with increased overall survival (OS), and LoG edge features best explained the variation in outcome (hazard ratio: 0.68, P = 0.001). In multivariate analysis, a similar trend with LoG was seen, but no longer significant with OS. Findings were confirmed in an independent cohort. CONCLUSION:Higher-order MRI radiomic features in patients with melanoma brain metastases receiving ICI were associated with a trend toward improved OS.
PMID: 31621883
ISSN: 1523-5866
CID: 5771072

Radiographic appearance of leptomeningeal disease in patients with EGFR-mutated non-small-cell lung carcinoma treated with tyrosine kinase inhibitors: a case series [Case Report]

Sener, Ugur; Matin, Nassim; Yu, Helena; Lin, Andrew; Yang, T Jonathan; Malani, Rachna
EGFR is frequently mutated in non-small-cell lung carcinomas (NSCLCs). Clinically available tyrosine kinase inhibitors (TKIs) are effective in treating EGFR-mutant NSCLC. In this case series, we present five patients with TKI-treated EGFR-mutated NSCLC who developed leptomeningeal disease (LMD) lacking characteristic imaging findings. All five patients received TKIs prior to development of cytology-confirmed LMD. Clinical signs of LMD preceded radiographic evidence by 2-12 months. T790M, the most common resistance mutation to first-generation EGFR inhibitors, was identified in four cases. These cases illustrate that in patients with EGFR-mutant NSCLC, TKIs may effectively control LMD, creating a lag between onset of symptoms and observation of radiographic findings.
PMCID:6912846
PMID: 31777268
ISSN: 2045-0915
CID: 5771082

Genomic Correlates of Disease Progression and Treatment Response in Prospectively Characterized Gliomas

Jonsson, Philip; Lin, Andrew L; Young, Robert J; DiStefano, Natalie M; Hyman, David M; Li, Bob T; Berger, Michael F; Zehir, Ahmet; Ladanyi, Marc; Solit, David B; Arnold, Angela G; Stadler, Zsofia K; Mandelker, Diana; Goldberg, Michael E; Chmielecki, Juliann; Pourmaleki, Maryam; Ogilvie, Shahiba Q; Chavan, Shweta S; McKeown, Andrew T; Manne, Malbora; Hyde, Allison; Beal, Kathryn; Yang, T Jonathan; Nolan, Craig P; Pentsova, Elena; Omuro, Antonio; Gavrilovic, Igor T; Kaley, Thomas J; Diamond, Eli L; Stone, Jacqueline B; Grommes, Christian; Boire, Adrienne; Daras, Mariza; Piotrowski, Anna F; Miller, Alexandra M; Gutin, Philip H; Chan, Timothy A; Tabar, Viviane S; Brennan, Cameron W; Rosenblum, Marc; DeAngelis, Lisa M; Mellinghoff, Ingo K; Taylor, Barry S
PURPOSE:We integrated prospective clinical sequencing of 1,004 primary and recurrent tumors from 923 glioma patients with clinical and treatment phenotypes. RESULTS:-mutant gliomas, response to agents targeting the RAF/MEK/ERK signaling axis was influenced by the type of mutation, its clonality, and its cellular and genomic context. CONCLUSIONS:These data reveal genomic correlates of disease progression and treatment response in diverse types of glioma and highlight the potential utility of incorporating genomic information into the clinical decision-making for patients with glioma.
PMCID:6753053
PMID: 31263031
ISSN: 1078-0432
CID: 4576062

Comparison of Radiographic Approaches to Assess Treatment Response in Pituitary Adenomas: Is RECIST or RANO Good Enough?

Imber, Brandon S; Lin, Andrew L; Zhang, Zhigang; Keshavamurthy, Krishna Nand; Deipolyi, Amy Robin; Beal, Kathryn; Cohen, Marc A; Tabar, Viviane; DeAngelis, Lisa M; Geer, Eliza B; Yang, T Jonathan; Young, Robert J
CONTEXT/BACKGROUND:Pituitary adenomas (PA) are often irregularly shaped, particularly posttreatment. There are no standardized radiographic criteria for assessing treatment response, substantially complicating interpretation of prospective outcome data. Existing imaging frameworks for intracranial tumors assume perfectly spherical targets and may be suboptimal. OBJECTIVE:To compare a three-dimensional (3D) volumetric approach against accepted surrogate measurements to assess PA posttreatment response (PTR). DESIGN/METHODS:Retrospective review of patients with available pre- and postradiotherapy (RT) imaging. A neuroradiologist determined tumor sizes in one dimensional (1D) per Response Evaluation in Solid Tumors (RECIST) criteria, two dimensional (2D) per Response Assessment in Neuro-Oncology (RANO) criteria, and 3D estimates assuming a perfect sphere or perfect ellipsoid. Each tumor was manually segmented for 3D volumetric measurements. The Hakon Wadell method was used to calculate sphericity. SETTING/METHODS:Tertiary cancer center. PATIENTS OR OTHER PARTICIPANTS/METHODS:Patients (n = 34, median age = 50 years; 50% male) with PA and MRI scans before and after sellar RT. INTERVENTIONS/METHODS:Patients received sellar RT for intact or surgically resected lesions. MAIN OUTCOME MEASURES/METHODS:Radiographic PTR, defined as percent tumor size change. RESULTS:= 0.009). 3D volumetrics identified more potential partially responding and progressive lesions. CONCLUSIONS:Although PAs are irregularly shaped, 1D and 2D approaches are adequately correlated with volumetric assessment.
PMCID:6735764
PMID: 31528829
ISSN: 2472-1972
CID: 5771062

High-dose radiation therapy is needed for intracranial control and long-term survival in patients with non-seminomatous germ cell tumor brain metastases

Casey, Dana L; Pitter, Kenneth L; Imber, Brandon S; Lin, Andrew; Chan, Timothy A; Beal, Kathryn; Yamada, Yoshiya; Feldman, Darren R; Yang, T Jonathan
PURPOSE/OBJECTIVE:The presence of brain metastases (BM) in patients with non-seminomatous germ cell tumor (NSGCT) is associated with poor prognosis. While radiation therapy (RT) is an important treatment for patients with NSGCT BM, there is a paucity of data on the optimal regimen. We sought to investigate the impact of RT on clinical outcomes in patients with NSGCT BM. METHODS:Patients with NSGCT BM who received RT at our institution from 2002 to 2017 were included. Sixty-three consecutive patients were identified. Clinical factors associated with intracranial control (ICC) and overall survival (OS) were evaluated using cox regression analysis and Kaplan Meier method. RESULTS:Median age was 31 years and number of BM was three. Fifteen patients presented with BM at diagnosis, while 48 developed BM at a median time of 8.4 months from diagnosis. At a median follow-up of 3.6 years, ICC and OS were 39.7% and 30.1%. On multivariate analysis, ICC (hazard ratio [HR] = 0.93, p = 0.03) and OS (HR = 0.93, p = 0.005) were both significantly associated with biologically effective dose (BED) of RT. The 4-year OS of patients who received BED < 39Gy, 39 Gy, 40-50 Gy, and ≥ 50 Gy were 0%, 14.7%, 34.1%, and 70.0%, respectively. Patients who achieved ICC after RT were able to achieve long-term survival (4-year OS 68.1% vs. 0%, p < 0.0001). CONCLUSIONS:Our data supports that a higher BED is required for durable ICC, and that ICC is needed for patients with NSGCT to achieve long-term survival. Prospective studies evaluating radiation dose-escalation for the treatment of NSGCT BM should be considered.
PMCID:7443359
PMID: 30771201
ISSN: 1573-7373
CID: 5771042

A 3-Dimensional Mapping Analysis of Regional Nodal Recurrences in Breast Cancer

DeSelm, Carl; Yang, T Jonathan; Cahlon, Oren; Tisnado, Jamie; Khan, Atif; Gillespie, Erin; Powell, Simon; Ho, Alice
PURPOSE:The primary goal was to map the anatomic pattern of isolated nodal recurrences (NR) in the supraclavicular (SCV), axillary, and internal mammary nodes (IMNs) in patients with breast cancer treated with curative-intent surgery with or without radiation therapy (RT). Secondary objectives were to assess clinical and pathologic factors associated with patterns of NR and survival rates. METHODS AND MATERIALS:Patients with NR after treatment at a single cancer center during 1998 to 2013 were identified. Patients with prior distant metastases or NR without correlative imaging were excluded. All NRs were overlaid onto representative axial computed tomographic images. Multivariable analysis was performed to identify clinical and pathologic characteristics associated with NR. Kaplan-Meier curves were generated to assess the rate of relapse by nodal region according to pathologic feature or radiation treatment status. RESULTS:The locations of 243 NRs among 153 eligible patients were mapped. The majority of NR occurred in the axilla (42%; 102/243), followed by the IMN (32.5%; 79/243) and the SCV (25.5%; 62/243). Radiation Therapy Oncology Group (RTOG) or European Society for Radiation therapy and Oncology (ESTRO) clinical target volume encompassed 82% (198/243) of NRs. The majority of out-of-field NRs were located in the lateral and posterior SCV region for both RTOG (67%; 30/45) and ESTRO (89%; 49/55) guidelines. The high-risk patients who received regional RT to the SCV relapsed at a similar rate in the medial, but a higher rate in lateral SCV (P = .009), compared with low-risk patients who received no nodal RT. Lymphovascular invasion most strongly associated with IMN NR (P = .001); grade 3 disease highly associated with both IMN (P = .001) and SCV NR (P = .02). The presence of an IMN NR portended for significantly inferior overall survival (OS), compared with an axillary NR, with a 5-year OS of 59% versus 72%, respectively (P = .03). CONCLUSIONS:In this 3-dimensional image-based analysis of NR patterns in breast cancer patients treated with contemporary therapies, the lateral and posterior SCV represented a distinct site of NR that is not routinely included within current breast cancer contouring atlases. Grade 3 breast cancer and LVI were most commonly associated with the development of NR in the SCV. Modifying the CTV to encompass the lateral and posterior SCV in patients with breast cancer with these features might be justified.
PMID: 30367906
ISSN: 1879-355x
CID: 5239002

Comparison of outcomes in early-stage uterine clear cell carcinoma and serous carcinoma

Zhang, Minsi; Yang, T Jonathan; Desai, Neil B; DeLair, Deborah; Kollmeier, Marisa A; Makker, Vicky; Leitao, Mario M; Abu-Rustum, Nadeem R; Alektiar, Kaled M
PURPOSE/OBJECTIVE:The treatment paradigm for uterine clear cell carcinoma is often linked to serous carcinoma. This study compares oncologic outcomes between women with uterine clear cell and serous carcinoma. METHODS AND MATERIALS/METHODS:We reviewed 114 women with stage I-II uterine clear cell carcinoma (n = 17, 15%) or serous carcinoma (n = 97, 85%) who underwent hysterectomy and salpingo-oophorectomy at our institution from April 1992 to December 2011; 86 (76%) had stage IA, 14 (12%) had stage IB, and 14 (12%) had stage II disease. Median followup was 57 months. RESULTS:Patients with uterine clear cell and serous carcinoma did not differ significantly by age ≥60 years, stage, or rate of lymphovascular invasion. There was no difference in the number of patients with clear cell or serous histology who received adjuvant radiotherapy (71% vs. 84%, respectively; p = 0.31); however, significantly fewer patients with clear cell histology received adjuvant chemotherapy (35% vs. 67%, respectively; p = 0.02). At 5 years, there were no significant differences in disease-free survival (94% vs. 84%, respectively; p = 0.27), disease-specific survival (100% vs. 92%, respectively; p = 0.20), or overall survival (100% vs. 89%, respectively; p = 0.34). The differences in chemotherapy utilization did not impact pattern of relapse, specifically peritoneal spread (7% vs. 6%, respectively; p = 0.92) or other distant sites (0% vs. 9%, respectively; p = 0.17). CONCLUSIONS:Oncologic outcomes and recurrence patterns of women with stage I-II uterine clear cell carcinoma compared favorably with those of women with serous carcinoma, despite significantly less adjuvant chemotherapy use. Potential reduction in adjuvant therapy in women with clear cell carcinoma should be studied prospectively.
PMID: 30316723
ISSN: 1873-1449
CID: 3639922

Clinical Outcomes of Recurrent Intracranial Meningiomas Treated with Proton Beam Reirradiation

Imber, Brandon S; Neal, Brian; Casey, Dana L; Darwish, Heba; Lin, Andrew L; Cahlon, Oren; Chon, Brian; Tsai, Henry; Hug, Eugen; Yamada, Yoshiya; Yang, T Jonathan
PURPOSE/OBJECTIVE:Recurrent meningiomas remain therapeutically challenging, often progressive despite multimodality salvage. There are limited data guiding reirradiation (reRT), and proton beam radiation therapy (PBRT) offers a potential advantage owing to lower integral brain dose. PATIENTS AND METHODS/METHODS:We retrospectively conducted a review of 16 patients who received PBRT reRT for recurrent meningiomas. Kaplan-Meier and proportional hazards were used to determine post-PBRT progression-free survival (PFS) and overall survival (OS) and to evaluate clinical predictors. RESULTS: = .049). Overall late grade 3+ toxicity rate was 31%. Two patients (13%) developed radionecrosis at 6 and 16 months after PBRT; only 1 was symptomatic. CONCLUSIONS:This is the first series specifically analyzing PBRT alone as a reRT strategy for recurrent meningioma. We report fair intracranial control with low rates of radionecrosis at 1 year after reRT. However, strategies to achieve durable outcomes are needed, particularly for high-grade tumors.
PMCID:6871625
PMID: 31773037
ISSN: 2331-5180
CID: 5239092