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Graur A, Saenger JA, Mercaldo ND, Simon J, Abston ED, Price MC, Lanciotti K, Swisher LA, Colson YL, Willers H, Lanuti M, Fintelmann FJ. Multimodality Management of Thoracic Tumors: Initial Experience With a Multidisciplinary Thoracic Ablation Conference. Ann Surg Oncol 2024; 31:3426-3436. [PMID: 38270827 DOI: 10.1245/s10434-024-14910-z] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/19/2023] [Accepted: 01/02/2024] [Indexed: 01/26/2024]
Abstract
BACKGROUND This study aimed to describe lesion-specific management of thoracic tumors referred for consideration of image-guided thermal ablation (IGTA) at a newly established multidisciplinary ablation conference. METHODS This retrospective single-center cohort study included consecutive patients with non-small cell lung cancer (NSCLC) or thoracic metastases evaluated from June 2020 to January 2022 in a multidisciplinary conference. Outcomes included the management recommendation, treatments received (IGTA, surgical resection, stereotactic body radiation therapy [SBRT], multimodality management), and number of tumors treated per patient. Pearson's chi-square test was used to assess for a change in management, and Poisson regression was used to compare the number of tumors by treatment received. RESULTS The study included 172 patients (58 % female; median age, 69 years; 56 % thoracic metastases; 27 % multifocal primary lung cancer; 59 % ECOG 0 [range, 0-3]) assessed in 206 evaluations. For the patients with NSCLC, IGTA was considered the most appropriate local therapy in 12 %, equal to SBRT in 22 %, and equal to lung resection in 3 % of evaluations. For the patients with thoracic metastases, IGTA was considered the most appropriate local therapy in 22 %, equal to SBRT in 12 %, and equal to lung resection in 3 % of evaluations. Although all patients were referred for consideration of IGTA, less than one third of patients with NSCLC or thoracic metastases underwent IGTA (p < 0.001). Multimodality management allowed for treatment of more tumors per patient than single-modality management (p < 0.01). CONCLUSIONS Multidisciplinary evaluation of patients with thoracic tumors referred for consideration of IGTA significantly changed patient management and facilitated lesion-specific multimodality management.
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Affiliation(s)
- Alexander Graur
- Department of Radiology, Division of Thoracic Imaging and Intervention, Massachusetts General Hospital, Boston, MA, USA
- Department of Radiology, Ludwig-Maximilians-University, Munich, Germany
| | - Jonathan A Saenger
- Department of Radiology, Division of Thoracic Imaging and Intervention, Massachusetts General Hospital, Boston, MA, USA
- Diagnostic and Interventional Radiology, University Hospital Zurich, University Zurich, Zurich, Switzerland
| | | | - Judit Simon
- Department of Radiology, Division of Thoracic Imaging and Intervention, Massachusetts General Hospital, Boston, MA, USA
| | - Eric D Abston
- Department of Surgery, Division of Thoracic Surgery, Massachusetts General Hospital, Boston, MA, USA
| | - Melissa C Price
- Department of Radiology, Division of Thoracic Imaging and Intervention, Massachusetts General Hospital, Boston, MA, USA
| | - Kori Lanciotti
- Department of Surgery, Division of Thoracic Surgery, Massachusetts General Hospital, Boston, MA, USA
| | - Lauren A Swisher
- Department of Surgery, Division of Thoracic Surgery, Massachusetts General Hospital, Boston, MA, USA
| | - Yolonda L Colson
- Department of Surgery, Division of Thoracic Surgery, Massachusetts General Hospital, Boston, MA, USA
| | - Henning Willers
- Department of Radiation Oncology, Massachusetts General Hospital, Boston, MA, USA
| | - Michael Lanuti
- Department of Surgery, Division of Thoracic Surgery, Massachusetts General Hospital, Boston, MA, USA
| | - Florian J Fintelmann
- Department of Radiology, Division of Thoracic Imaging and Intervention, Massachusetts General Hospital, Boston, MA, USA.
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Graur A, Mercaldo ND, Simon J, Alici C, Saenger JA, Cahalane AM, Vazquez R, Fintelmann FJ. High-Frequency Jet Ventilation Versus Spontaneous Respiration for Percutaneous Cryoablation of Lung Tumors: Comparison of Adverse Events and Procedural Efficiency. AJR Am J Roentgenol 2024; 222:e2330557. [PMID: 38264999 DOI: 10.2214/ajr.23.30557] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/25/2024]
Abstract
BACKGROUND. High-frequency jet ventilation (HFJV) facilitates accurate probe placement in percutaneous ablation of lung tumors but may increase risk for adverse events, including systemic air embolism. OBJECTIVE. The purpose of this study was to compare major adverse events and procedural efficiency of percutaneous lung ablation with HFJV under general anesthesia to spontaneous respiration (SR) under moderate sedation. METHODS. This retrospective study included consecutive adults who underwent CT-guided percutaneous cryoablation of one or more lung tumors with HFJV or SR between January 1, 2017, and May 31, 2023. We compared major adverse events (Common Terminology Criteria for Adverse Events grade ≥ 3) within 30 days postprocedure and hospital length of stay (HLOS) of 2 days or more using logistic regression analysis. We compared procedure time, room time, CT guidance acquisition time, CT guidance radiation dose, total radiation dose, and pneumothorax using generalized estimating equations. RESULTS. Overall, 139 patients (85 women, 54 men; median age, 68 years) with 310 lung tumors (82% metastases) underwent 208 cryoablations (HFJV, n = 129; SR, n = 79). HFJV showed greater rates than SR for the treatment of multiple tumors per session (43% vs 19%, respectively; p = .02) and tumors in a nonperipheral location (48% vs 24%, p < .001). Major adverse event rate was 8% for HFJV and 5% for SR (p = .46). No systemic air embolism occurred. HLOS was 2 days or more in 17% of sessions and did not differ significantly between HFJV and SR (p = .64), including after adjusting for probe number per session, chronic obstructive pulmonary disease, and operator experience (p = .53). Ventilation modalities showed no significant difference in procedure time, CT guidance acquisition time, CT guidance radiation dose, or total radiation dose (all p > .05). Room time was longer for HFJV than SR (median, 154 vs 127 minutes, p < .001). For HFJV, the median anesthesia time was 136 minutes. Ventilation modalities did not differ in the frequencies of pneumothorax or pneumothorax requiring chest tube placement (both p > .05). CONCLUSION. HFJV appears to be as safe as SR but had longer room times. HFJV can be used in complex cases without significantly impacting HLOS of 2 days or more, procedure time, or radiation exposure. CLINICAL IMPACT. Selection of the ventilation modality during percutaneous lung ablation should be based on patient characteristics and anticipated procedural requirements as well as operator preference.
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Affiliation(s)
- Alexander Graur
- Department of Radiology, Division of Thoracic Imaging and Intervention, Massachusetts General Hospital, 55 Fruit St, Boston, MA 02114
- Department of Radiology, Ludwig-Maximilians-University, Munich, Germany
| | | | - Judit Simon
- Department of Radiology, Division of Thoracic Imaging and Intervention, Massachusetts General Hospital, 55 Fruit St, Boston, MA 02114
| | - Cagatay Alici
- Department of Radiology, Division of Thoracic Imaging and Intervention, Massachusetts General Hospital, 55 Fruit St, Boston, MA 02114
| | - Jonathan A Saenger
- Department of Radiology, Division of Thoracic Imaging and Intervention, Massachusetts General Hospital, 55 Fruit St, Boston, MA 02114
- Department of Diagnostic and Interventional Radiology, University Hospital Zurich, University of Zurich, Zurich, Switzerland
| | - Alexis M Cahalane
- Department of Radiology, Division of Thoracic Imaging and Intervention, Massachusetts General Hospital, 55 Fruit St, Boston, MA 02114
| | - Rafael Vazquez
- Department of Anesthesia, Critical Care, and Pain Medicine, Massachusetts General Hospital, Boston, MA
| | - Florian J Fintelmann
- Department of Radiology, Division of Thoracic Imaging and Intervention, Massachusetts General Hospital, 55 Fruit St, Boston, MA 02114
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Tonnesen PE, Mercaldo ND, Tahir I, Dietrich ASW, Amayri W, Graur A, Allaire B, Bouxsein ML, Samelson EJ, Kiel DP, Fintelmann FJ. Muscle Reference Values From Thoracic and Abdominal CT for Sarcopenia Assessment: The Framingham Heart Study. Invest Radiol 2024; 59:259-270. [PMID: 37725490 PMCID: PMC10920396 DOI: 10.1097/rli.0000000000001012] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 09/21/2023]
Abstract
BACKGROUND Loss of muscle mass is a known feature of sarcopenia and predicts poor clinical outcomes. Although muscle metrics can be derived from routine computed tomography (CT) images, sex-specific reference values at multiple vertebral levels over a wide age range are lacking. OBJECTIVE The aim of this study was to provide reference values for skeletal muscle mass and attenuation on thoracic and abdominal CT scans in the community-based Framingham Heart Study cohort to aid in the identification of sarcopenia. MATERIALS AND METHODS This secondary analysis of a prospective trial describes muscle metrics by age and sex for participants from the Framingham Heart Study without prior history of cancer who underwent at least 1 CT scan between 2002 and 2011. Using 2 previously validated machine learning algorithms followed by human quality assurance, skeletal muscle was analyzed on a single axial CT image per level at the 5th, 8th, 10th thoracic, and 3rd lumbar vertebral body (T5, T8, T10, L3). Cross-sectional muscle area (cm 2 ), mean skeletal muscle radioattenuation (SMRA, in Hounsfield units), skeletal muscle index (SMI, in cm 2 /m 2 ), and skeletal muscle gauge (SMRA·SMI) were calculated. Measurements were summarized by age group (<45, 45-54, 55-64, 65-74, ≥75 years), sex, and vertebral level. Models enabling the calculation of age-, sex-, and vertebral-level-specific reference values were created and embedded into an open access online Web application. RESULTS The cohort consisted of 3804 participants (1917 [50.4%] males; mean age, 55.6 ± 11.8 years; range, 33-92 years) and 7162 CT scans. Muscle metrics qualitatively decreased with increasing age and female sex. CONCLUSIONS This study established age- and sex-specific reference values for CT-based muscle metrics at thoracic and lumbar vertebral levels. These values may be used in future research investigating the role of muscle mass and attenuation in health and disease, and to identify sarcopenia.
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Affiliation(s)
- P. Erik Tonnesen
- Department of Radiology, Division of Thoracic Imaging and Intervention, Massachusetts General Hospital, Boston, MA
- Department of Radiology and Nuclear Medicine, University Hospital Schleswig-Holstein, Lübeck, Germany
| | - Nathaniel D. Mercaldo
- Department of Radiology, Division of Thoracic Imaging and Intervention, Massachusetts General Hospital, Boston, MA
- Harvard Medical School, Boston, MA
| | - Ismail Tahir
- Department of Radiology, Division of Thoracic Imaging and Intervention, Massachusetts General Hospital, Boston, MA
| | - Anna-Sophia W. Dietrich
- Department of Radiology, Division of Thoracic Imaging and Intervention, Massachusetts General Hospital, Boston, MA
| | - Wael Amayri
- Department of Radiology, Division of Thoracic Imaging and Intervention, Massachusetts General Hospital, Boston, MA
| | - Alexander Graur
- Department of Radiology, Division of Thoracic Imaging and Intervention, Massachusetts General Hospital, Boston, MA
| | - Brett Allaire
- Center for Advanced Orthopaedic Studies, Beth Israel Deaconess Medical Center, Boston, MA
| | - Mary L. Bouxsein
- Center for Advanced Orthopaedic Studies, Beth Israel Deaconess Medical Center, Boston, MA
- Department of Orthopedic Surgery, Harvard Medical School, Boston, MA
- Endocrine Division, Massachusetts General Hospital, Boston, MA
| | - Elizabeth J. Samelson
- Harvard Medical School, Boston, MA
- Hinda and Arthur Marcus Institute for Aging Research, Hebrew SeniorLife, Boston, MA
- Department of Medicine, Beth Israel Deaconess Medical Center, Boston, MA
| | - Douglas P. Kiel
- Harvard Medical School, Boston, MA
- Hinda and Arthur Marcus Institute for Aging Research, Hebrew SeniorLife, Boston, MA
- Department of Medicine, Beth Israel Deaconess Medical Center, Boston, MA
| | - Florian J. Fintelmann
- Department of Radiology, Division of Thoracic Imaging and Intervention, Massachusetts General Hospital, Boston, MA
- Harvard Medical School, Boston, MA
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Graur A, Lanuti M, Fintelmann FJ. ASO Author Reflections: Multimodality (Hybrid) Management of Thoracic Tumors-Why and How? Ann Surg Oncol 2024:10.1245/s10434-024-15003-7. [PMID: 38372866 DOI: 10.1245/s10434-024-15003-7] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/16/2024] [Accepted: 01/18/2024] [Indexed: 02/20/2024]
Affiliation(s)
- Alexander Graur
- Department of Radiology, Division of Thoracic Imaging and Intervention, Massachusetts General Hospital, Boston, MA, USA
- Department of Radiology, Ludwig-Maximilians-University, Munich, Germany
| | - Michael Lanuti
- Department of Surgery, Division of Thoracic Surgery, Massachusetts General Hospital, Boston, MA, USA
| | - Florian J Fintelmann
- Department of Radiology, Division of Thoracic Imaging and Intervention, Massachusetts General Hospital, Boston, MA, USA.
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Graur A, Saenger JA, Mercaldo ND, Simon J, Abston ED, Price MC, Lanciotti K, Swisher LA, Colson YL, Willers H, Lanuti M, Fintelmann FJ. ASO Visual Abstract: Multimodality Management of Thoracic Tumors-Initial Experience with a Multidisciplinary Thoracic Ablation Conference. Ann Surg Oncol 2024:10.1245/s10434-024-15045-x. [PMID: 38372862 DOI: 10.1245/s10434-024-15045-x] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/20/2024]
Affiliation(s)
- Alexander Graur
- Department of Radiology, Division of Thoracic Imaging and Intervention, Massachusetts General Hospital, Boston, MA, USA
- Department of Radiology, Ludwig-Maximilians-University, Munich, Germany
| | - Jonathan A Saenger
- Department of Radiology, Division of Thoracic Imaging and Intervention, Massachusetts General Hospital, Boston, MA, USA
- Diagnostic and Interventional Radiology, University Hospital Zurich, University Zurich, Zurich, Switzerland
| | | | - Judit Simon
- Department of Radiology, Division of Thoracic Imaging and Intervention, Massachusetts General Hospital, Boston, MA, USA
| | - Eric D Abston
- Department of Surgery, Division of Thoracic Surgery, Massachusetts General Hospital, Boston, MA, USA
| | - Melissa C Price
- Department of Radiology, Division of Thoracic Imaging and Intervention, Massachusetts General Hospital, Boston, MA, USA
| | - Kori Lanciotti
- Department of Surgery, Division of Thoracic Surgery, Massachusetts General Hospital, Boston, MA, USA
| | - Lauren A Swisher
- Department of Surgery, Division of Thoracic Surgery, Massachusetts General Hospital, Boston, MA, USA
| | - Yolonda L Colson
- Department of Surgery, Division of Thoracic Surgery, Massachusetts General Hospital, Boston, MA, USA
| | - Henning Willers
- Department of Radiation Oncology, Massachusetts General Hospital, Boston, MA, USA
| | - Michael Lanuti
- Department of Surgery, Division of Thoracic Surgery, Massachusetts General Hospital, Boston, MA, USA
| | - Florian J Fintelmann
- Department of Radiology, Division of Thoracic Imaging and Intervention, Massachusetts General Hospital, Boston, MA, USA.
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Fintelmann FJ, Graur A, Oueidat K, Simon J, Barnes JMH, McDermott S, Genshaft SJ, Healey TT, Suh RD, Maxwell AWP, Abtin F. Ablation of Stage I-II Non-Small Cell Lung Cancer in Patients With Interstitial Lung Disease: A Multicenter Retrospective Study. AJR Am J Roentgenol 2024; 222:e2330300. [PMID: 37966037 DOI: 10.2214/ajr.23.30300] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/16/2023]
Abstract
BACKGROUND. Treatment options for patients with interstitial lung disease (ILD) who develop stage I-II non-small cell lung cancer (NSCLC) are severely limited, given that surgical resection, radiation, and systemic therapy are associated with significant morbidity and mortality. OBJECTIVE. The aim of this study was to evaluate the safety and efficacy of percutaneous ablation of stage I-II NSCLC in patients with ILD. METHODS. This retrospective study included patients with ILD and stage I-II NSCLC treated with percutaneous ablation in three health systems between October 2004 and February 2023. At each site, a single thoracic radiologist, blinded to clinical outcomes, reviewed preprocedural chest CT examinations for the presence and type of ILD according to 2018 criteria proposed by the American Thoracic Society, European Respiratory Society, Japanese Respiratory Society, and Latin American Thoracic Society. The primary outcome was 90-day major (grade ≥ 3) adverse events, based on Common Terminology Criteria for Adverse Events (CTCAE) version 5.0. Secondary outcomes were hospital length of stay (HLOS), local tumor control, and overall survival (OS). RESULTS. The study included 33 patients (19 men, 14 women; median age, 78 years; 16 patients with Eastern Cooperative Oncology Group performance status ≤ 1) with ILD who underwent 42 percutaneous ablation sessions (21 cryoablations, 11 radiofrequency ablations, 10 microwave ablations) of 43 NSCLC tumors ((median tumor size, 1.6 cm; IQR, 1.4-2.5 cm; range, 0.7-5.4 cm; 37 stage I, six stage II). The extent of lung fibrosis was 20% or less in 24 patients; 17 patients had imaging findings of definite or probable usual interstitial pneumonia. The 90-day major adverse event rate was 14% (6/42), including one CTCAE grade 4 event. No acute ILD exacerbation or death occurred within 90 days after ablation. The median HLOS was 1 day (IQR, 0-2 days). Median imaging follow-up for local tumor control was 17 months (IQR, 11-32 months). Median imaging or clinical follow-up for OS was 16 months (IQR, 6-26 months). Local tumor control and OS were 78% and 77%, respectively, at 1 year and 73% and 46% at 2 years. CONCLUSION. Percutaneous ablation appears to be a safe and effective treatment option for stage I-II NSCLC in the setting of ILD after multidisciplinary selection. CLINICAL IMPACT. Patients with ILD and stage I-II NSCLC should be considered for percutaneous ablation given that they are frequently ineligible for surgical resection, radiation, and systemic therapy.
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Affiliation(s)
- Florian J Fintelmann
- Department of Radiology, Division of Thoracic Imaging and Intervention, Massachusetts General Hospital, 55 Fruit St, Boston, MA 02114
| | - Alexander Graur
- Department of Radiology, Division of Thoracic Imaging and Intervention, Massachusetts General Hospital, 55 Fruit St, Boston, MA 02114
- Department of Radiology, Ludwig-Maximilians-University, Munich, Germany
| | - Karim Oueidat
- Department of Diagnostic Imaging, Lifespan Health System, Providence, RI
- Department of Diagnostic Imaging, Warren Alpert Medical School, Brown University, Providence, RI
| | - Judit Simon
- Department of Radiology, Division of Thoracic Imaging and Intervention, Massachusetts General Hospital, 55 Fruit St, Boston, MA 02114
| | - Jeanna M Harvey Barnes
- Department of Diagnostic Imaging, Lifespan Health System, Providence, RI
- Department of Diagnostic Imaging, Warren Alpert Medical School, Brown University, Providence, RI
| | - Shaunagh McDermott
- Department of Radiology, Division of Thoracic Imaging and Intervention, Massachusetts General Hospital, 55 Fruit St, Boston, MA 02114
| | - Scott J Genshaft
- Department of Radiological Sciences, David Geffen School of Medicine, University of California, Los Angeles, CA
| | - Terrance T Healey
- Department of Diagnostic Imaging, Lifespan Health System, Providence, RI
- Department of Diagnostic Imaging, Warren Alpert Medical School, Brown University, Providence, RI
| | - Robert D Suh
- Department of Radiological Sciences, David Geffen School of Medicine, University of California, Los Angeles, CA
| | - Aaron W P Maxwell
- Department of Diagnostic Imaging, Lifespan Health System, Providence, RI
- Department of Diagnostic Imaging, Warren Alpert Medical School, Brown University, Providence, RI
| | - Fereidoun Abtin
- Department of Radiological Sciences, David Geffen School of Medicine, University of California, Los Angeles, CA
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Petranovic M, McDermott S, Mercaldo S, Little BP, Graur A, Huang K, Fintelmann FJ, Digumarthy SR, Gainor JF. Impact of Baseline Interstitial Lung Abnormalities on Pneumonitis Risk in Patients Receiving Immune Checkpoint Inhibitors for Non-Small-Cell Lung Cancer. Clin Lung Cancer 2023; 24:682-688.e5. [PMID: 37758549 DOI: 10.1016/j.cllc.2023.08.014] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/23/2023] [Revised: 08/10/2023] [Accepted: 08/17/2023] [Indexed: 09/29/2023]
Abstract
INTRODUCTION/BACKGROUND Immune-related pneumonitis is a potentially fatal complication of treatment with immune checkpoint inhibitors (ICIs). Interstitial lung disease (ILD) is associated with increased risk for pneumonitis, but the impact of interstitial abnormalities (ILA) in the absence of ILD has not been extensively assessed. We examined the relationship between ILA on pretreatment chest computed tomography (CT) scans and risk of pneumonitis in patients with non-small-cell lung cancer (NSCLC). METHODS This retrospective cohort study included consecutive adult patients who received ICI for NSCLC between January 2013 and January 2020 at our institution. Two thoracic radiologists blinded to clinical outcomes independently reviewed pre-ICI chest CTs to identify and categorize ILA using previously published definitions. We used uni- and multivariable analysis adjusted for age, radiation, and smoking status to assess for associations between ILA, clinicopathologic characteristics, and symptomatic (CTCAE grade ≥2) pneumonitis. RESULTS Of 475 patients who received ICI treatment and met inclusion criteria, baseline ILA were present in 78 (16.4%) patients, most commonly as a subpleural nonfibrotic pattern. In total, 43 (9.1%) of 475 patients developed symptomatic pneumonitis. Pneumonitis occurred in 16.7% of patients with ILA compared to 7.6% patients without ILA (P < .05). Presence of ground glass and extent of lung parenchymal involvement were associated with an increased risk of pneumonitis. On multivariable analysis, baseline ILA remained associated with increased risk of symptomatic pneumonitis (OR 2.2, 95% CI, 1.0-4.5). CONCLUSIONS Baseline ILAs are associated with the development of symptomatic pneumonitis in patients with NSCLC treated with ICI. Additional studies are needed to validate these observations.
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Affiliation(s)
- Milena Petranovic
- Department of Radiology, Massachusetts General Hospital, Boston, MA; Harvard Medical School, Boston, MA.
| | - Shaunagh McDermott
- Department of Radiology, Massachusetts General Hospital, Boston, MA; Harvard Medical School, Boston, MA
| | - Sarah Mercaldo
- Department of Radiology, Massachusetts General Hospital, Boston, MA; Harvard Medical School, Boston, MA; Data Science Office, Mass General Brigham, Boston, MA
| | | | - Alexander Graur
- Department of Radiology, Massachusetts General Hospital, Boston, MA
| | | | - Florian J Fintelmann
- Department of Radiology, Massachusetts General Hospital, Boston, MA; Harvard Medical School, Boston, MA
| | - Subba R Digumarthy
- Department of Radiology, Massachusetts General Hospital, Boston, MA; Harvard Medical School, Boston, MA
| | - Justin F Gainor
- Harvard Medical School, Boston, MA; Department of Medicine, Massachusetts General Hospital, Boston, MA
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Simon J, Mikhael P, Tahir I, Graur A, Ringer S, Fata A, Jeffrey YCF, Shepard JA, Jacobson F, Barzilay R, Sequist LV, Pace LE, Fintelmann FJ. Role of sex in lung cancer risk prediction based on single low-dose chest computed tomography. Sci Rep 2023; 13:18611. [PMID: 37903855 PMCID: PMC10616081 DOI: 10.1038/s41598-023-45671-6] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/31/2023] [Accepted: 10/22/2023] [Indexed: 11/01/2023] Open
Abstract
A validated open-source deep-learning algorithm called Sybil can accurately predict long-term lung cancer risk from a single low-dose chest computed tomography (LDCT). However, Sybil was trained on a majority-male cohort. Use of artificial intelligence algorithms trained on imbalanced cohorts may lead to inequitable outcomes in real-world settings. We aimed to study whether Sybil predicts lung cancer risk equally regardless of sex. We analyzed 10,573 LDCTs from 6127 consecutive lung cancer screening participants across a health system between 2015 and 2021. Sybil achieved AUCs of 0.89 (95% CI: 0.85-0.93) for females and 0.89 (95% CI: 0.85-0.94) for males at 1 year, p = 0.92. At 6 years, the AUC was 0.87 (95% CI: 0.83-0.93) for females and 0.79 (95% CI: 0.72-0.86) for males, p = 0.01. In conclusion, Sybil can accurately predict future lung cancer risk in females and males in a real-world setting and performs better in females than in males for predicting 6-year lung cancer risk.
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Affiliation(s)
- Judit Simon
- Division of Thoracic Imaging and Intervention, Department of Radiology, Massachusetts General Hospital, 55 Fruit Street, Boston, MA, 02114, USA
- Harvard Medical School, Boston, MA, USA
| | - Peter Mikhael
- Department of Electrical Engineering and Computer Science, Massachusetts Institute of Technology, Cambridge, MA, USA
- Jameel Clinic, Massachusetts Institute of Technology, Cambridge, MA, USA
| | - Ismail Tahir
- Division of Thoracic Imaging and Intervention, Department of Radiology, Massachusetts General Hospital, 55 Fruit Street, Boston, MA, 02114, USA
- Harvard Medical School, Boston, MA, USA
| | - Alexander Graur
- Division of Thoracic Imaging and Intervention, Department of Radiology, Massachusetts General Hospital, 55 Fruit Street, Boston, MA, 02114, USA
| | - Stefan Ringer
- Division of Thoracic Imaging and Intervention, Department of Radiology, Massachusetts General Hospital, 55 Fruit Street, Boston, MA, 02114, USA
| | - Amanda Fata
- Department of Medicine, Brigham and Women's Hospital, Boston, MA, USA
| | - Yang Chi-Fu Jeffrey
- Harvard Medical School, Boston, MA, USA
- Department of Surgery, Massachusetts General Hospital, Boston, MA, USA
| | - Jo-Anne Shepard
- Division of Thoracic Imaging and Intervention, Department of Radiology, Massachusetts General Hospital, 55 Fruit Street, Boston, MA, 02114, USA
- Harvard Medical School, Boston, MA, USA
| | - Francine Jacobson
- Harvard Medical School, Boston, MA, USA
- Division of Thoracic Imaging, Department of Radiology, Brigham and Women's Hospital, Boston, MA, USA
| | - Regina Barzilay
- Department of Electrical Engineering and Computer Science, Massachusetts Institute of Technology, Cambridge, MA, USA
- Jameel Clinic, Massachusetts Institute of Technology, Cambridge, MA, USA
| | - Lecia V Sequist
- Harvard Medical School, Boston, MA, USA
- Department of Medicine, Massachusetts General Hospital, Boston, MA, USA
| | - Lydia E Pace
- Harvard Medical School, Boston, MA, USA
- Department of Medicine, Brigham and Women's Hospital, Boston, MA, USA
| | - Florian J Fintelmann
- Division of Thoracic Imaging and Intervention, Department of Radiology, Massachusetts General Hospital, 55 Fruit Street, Boston, MA, 02114, USA.
- Harvard Medical School, Boston, MA, USA.
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Sänger JA, Graur A, Tahir I, Price MC, Keane FK, Lanuti M, Sharma A, Fintelmann FJ. Outcomes following cryoablation of stage IA non-small cell lung cancer in patients with and without interstitial lung disease: A retrospective single-center cohort study. Lung Cancer 2023; 181:107231. [PMID: 37172368 DOI: 10.1016/j.lungcan.2023.107231] [Citation(s) in RCA: 6] [Impact Index Per Article: 6.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/11/2023] [Revised: 04/23/2023] [Accepted: 05/01/2023] [Indexed: 05/14/2023]
Abstract
OBJECTIVE To compare the safety and efficacy of cryoablation of treatment-naïve stage IA non-small cell lung cancer (NSCLC) in patients with and without interstitial lung disease (ILD). MATERIALS AND METHODS This retrospective single-center cohort study evaluated 33 consecutive patients (24 females, median age 75 years, Eastern Cooperative Oncology Group performance score 0-3) with ILD (9 patients) and without ILD (24 patients) who underwent 39 percutaneous cryoablations to treat 42 stage IA (8th IASLC edition) NSCLC measuring 1.2 cm (range 0.5-2.6 cm) from 2018 to 2022. Presence of ILD was determined according to 2018 American Thoracic Society Criteria on pre-ablation CT scans. The primary outcome was 90-day adverse events graded by the Common Terminology Criteria for Adverse Events (CTCAE) v5.0. Secondary outcomes were hospital length of stay (LOS), local recurrence-free survival, overall survival, and the cumulative incidence of local recurrence with death as a competing risk. RESULTS Adverse events ranged from grade 1-3 and occurred more often in the non-ILD group (p <.001). No acute exacerbation of ILD or death occurred within 90 days after cryoablation. The median LOS was 1 day (interquartile range 1-2 days) and did not differ between groups. One patient with ILD and two patients without ILD died after 22, 26, and 27 months from causes unrelated to cryoablation. Median imaging follow-up was 11 months (range, 0-47 months) and three tumors (7%) showed local recurrence after 4, 17, and 22 months. No difference in the cumulative incidence of local recurrence (p =.56) was found. Among all patients, local recurrence-free survival on a per-tumor basis and overall survival were 97% and 100% at 1 year, respectively. CONCLUSION Adverse events and local recurrence following percutaneous cryoablation of stage IA NSCLC did not differ between patients with and without ILD. No acute exacerbation of ILD or death within 90 days were observed.
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Affiliation(s)
- Jonathan A Sänger
- Institute of Diagnostic and Interventional Radiology, University Hospital Zurich (USZ), University of Zurich (UZH), Raemistrasse 100, CH-8091 Zurich, Switzerland; Department of Radiology, Division of Thoracic Imaging and Intervention, Massachusetts General Hospital, 55 Fruit Street, Boston, MA 02114, United States.
| | - Alexander Graur
- Department of Radiology, Division of Thoracic Imaging and Intervention, Massachusetts General Hospital, 55 Fruit Street, Boston, MA 02114, United States; Department of Radiology, University Hospital, LMU Munich, Marchioninstraße 15, Munich 81377, Germany.
| | - Ismail Tahir
- Department of Radiology, Division of Thoracic Imaging and Intervention, Massachusetts General Hospital, 55 Fruit Street, Boston, MA 02114, United States.
| | - Melissa C Price
- Department of Radiology, Division of Thoracic Imaging and Intervention, Massachusetts General Hospital, 55 Fruit Street, Boston, MA 02114, United States.
| | - Florence K Keane
- Department of Radiation Oncology, Massachusetts General Hospital, 55 Fruit Street, Boston, MA 02114, United States.
| | - Michael Lanuti
- Department of Surgery, Division of Thoracic Surgery, Massachusetts General Hospital, 55 Fruit Street, Boston, MA 02114, United States.
| | - Amita Sharma
- Department of Radiology, Division of Thoracic Imaging and Intervention, Massachusetts General Hospital, 55 Fruit Street, Boston, MA 02114, United States.
| | - Florian J Fintelmann
- Department of Radiology, Division of Thoracic Imaging and Intervention, Massachusetts General Hospital, 55 Fruit Street, Boston, MA 02114, United States.
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Graur A, Montesi SB, Lanuti M, Fintelmann FJ. Treating lung cancer in patients with interstitial lung disease: what do we know? J Thorac Dis 2023; 15:1555-1558. [PMID: 37197553 PMCID: PMC10183522 DOI: 10.21037/jtd-23-316] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Key Words] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/02/2023] [Accepted: 03/24/2023] [Indexed: 05/19/2023]
Affiliation(s)
- Alexander Graur
- Department of Radiology, Division of Thoracic Imaging and Intervention, Massachusetts General Hospital, Boston, MA, USA
| | - Sydney B. Montesi
- Division of Pulmonary and Critical Care Medicine, Massachusetts General Hospital, Boston, MA, USA
| | - Michael Lanuti
- Department of Surgery, Division of Thoracic Surgery, Massachusetts General Hospital, Boston, MA, USA
| | - Florian J. Fintelmann
- Department of Radiology, Division of Thoracic Imaging and Intervention, Massachusetts General Hospital, Boston, MA, USA
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