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Lamo-Espinosa JM, Mariscal G, Gómez-Álvarez J, Khalil I, San-Julián M. Survival impact of pathological fractures in metastatic cancer: a comprehensive meta-analysis. Arch Orthop Trauma Surg 2025; 145:253. [PMID: 40244368 DOI: 10.1007/s00402-025-05852-6] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 01/10/2025] [Accepted: 03/26/2025] [Indexed: 04/18/2025]
Abstract
INTRODUCTION Metastatic patients face the risk of pathological fractures (PF). The incidence of PF varies among different cancer types, impacting patient survival and leading to substantial healthcare costs. However, conflicting findings regarding the survival impact of PF exist, and comprehensive meta-analyses addressing this issue are currently lacking. The aim of this study was to evaluate the survival of metastatic cancer patients with PF. METHODS This study adhered to PRISMA guidelines and employed the PICOS strategy for inclusion criteria. A comprehensive search was conducted across multiple databases. The primary focus was on survival outcomes. Statistical analysis employed Review Manager 5.4.1, calculating mean differences for continuous variables and generic inverse variances for hazard ratios. Heterogeneity was assessed using Chi2 and I2 tests. RESULTS A total of eight studies with 15,464 patients were included. Unadjusted hazard ratios (HRs) showed that PF increased the risk of mortality 1.45 (95% CI 1.22 to 1.73). Adjusted HRs confirmed significant increase in mortality risk for PF HR 1.31 (95% CI 1.08 to 1.57). The PF group had significant lower mean survival (MD -14.50, 95% CI -22.95 to -6.05). PF increased the risk of mortality in breast cancer (HR 1.52, 95% CI 1.32 to 1.76), prostate cancer (HR 1.38, 95% CI 1.16 to 1.64) and in leiomyosarcoma (HR 5.40, 95% CI 1.80 to 16.2). CONCLUSION PF increases the mortality risk and reduces the mean survival of patients with metastatic cancer.
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Affiliation(s)
| | - Gonzalo Mariscal
- Institute for Research on Muscuoskeletal Disorders, Valencia Catholic University, Valencia, Spain
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Nicholson G, Carlson KB, Hernandez RK, Schenfeld J, Cadieux B, Henry D, De Sousa Barbosa VJ, Saad H. Treatment Patterns of Bone-targeting Agents Among Solid Tumor Patients With Bone Metastases: An Analysis of Electronic Health Record Data in the United States From 2014 to 2018. Am J Clin Oncol 2024; 47:177-184. [PMID: 38200688 DOI: 10.1097/coc.0000000000001075] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/12/2024]
Abstract
OBJECTIVES This study evaluated real-world treatment patterns of approved bone-targeting agents (BTAs) with various mechanisms of action-pamidronate, zoledronic acid, and denosumab-for the prevention of skeletal-related events in patients with bone metastases (BM) from solid tumors. METHODS Adult patients with BM secondary to solid tumors between January 1, 2014, and December 31, 2018, were identified from the Flatiron Health Oncology Services Comprehensive Electronic Records database and categorized by BTA use and therapy type. Time from diagnosis to initiation, persistence (mean time on treatment), and compliance (≥12 administrations/year) with BTA with up to 4 years of follow-up were examined. RESULTS This study included 27,268 patients with BM (breast cancer, 32.7%; lung cancer, 16.5%; prostate cancer, 17.2%; and other solid tumors, 33.6%); of these, 41.4% initiated denosumab after BM diagnosis; 21.3%, zoledronic acid; 0.6%, pamidronate; and 36.7% had no treatment record. Mean (SD) time to initiation for denosumab or zoledronic acid was 68.6 (157.0) days (denosumab, 70.3 (160.4) days; zoledronic acid, 65.2 [150.2] days). Mean persistence and compliance (first year of treatment) were significantly higher for denosumab than for zoledronic acid (22.0 vs. 14.9 mo [ P <0.0001] and 42.3% vs. 34.8% [ P <0.0001], respectively). Treatment compliance was the highest in patients with breast cancer (denosumab, 48.2%; zoledronic acid, 39.1%). CONCLUSION Real-world BTA treatment patterns in the United States suggest that over one-third of patients with BM secondary to solid tumors remain untreated and less than 50% of the patients received ≥12 administrations/year of BTA therapy.
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Affiliation(s)
- Gina Nicholson
- EpidStrategies, a Division of ToxStrategies, Inc., Katy, TX
| | | | | | | | - Benoit Cadieux
- Department of Medical Affairs, Amgen Inc., Thousand Oaks, CA
| | - David Henry
- University of Pennsylvania, Pennsylvania Hospital, Philadelphia, PA
| | | | - Hossam Saad
- Department of Medical Affairs, Amgen Inc., Thousand Oaks, CA
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Agnoli C, Sabattini S, Ubiali A, Battisti E, Rossi F, Diana A, Camerino MT, Perfetti S, Ciammaichella L, Stefanello D, Papa M, Zaccone R, Marconato L. A retrospective study on bone metastasis in dogs with advanced-stage solid cancer. J Small Anim Pract 2023; 64:561-567. [PMID: 37186237 DOI: 10.1111/jsap.13621] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/01/2022] [Revised: 03/23/2023] [Accepted: 04/09/2023] [Indexed: 05/17/2023]
Abstract
OBJECTIVES To review clinical characteristics, treatment, outcome and prognostic factors in dogs with solid cancer-bearing bone metastases. MATERIALS AND METHODS Records were reviewed from dogs with histologically-proven solid cancer and bone metastases. Clinicopathologic variables, bone metastases characteristics and skeletal-related events were recorded. Endpoints were time to bone metastases and survival. RESULTS Fifty dogs were included, 20 of them with synchronous and 30 of them with metachronous bone metastases. In the latter group, median time to diagnosis of bone metastases was 210 days (range, 30 to 1835). Most common primary cancer locations included mammary gland (n=6), spleen (n=5) and tonsil (n=5). Most common histotypes were carcinoma (n=32) and hemangiosarcoma (n=10). Nineteen dogs had multiple bones involvement, with humeri and vertebrae more commonly affected. Twenty-four dogs received antitumoural therapy, five symptomatic treatment and 21 were not treated. Overall median survival after bone metastases diagnosis was 30 days (range, 11 to 49); 83% of dogs died because of skeletal-related events. Lack of antitumoural therapy was significantly associated with shorter survival (hazard ratio: 2.7; 95% confidence interval: 1.3 to 5.6) and with increased risk of skeletal-related death (hazard ratio: 3.3; 95% confidence interval: 1.4 to 7.4). Dogs with endocrine/neuroendocrine tumours (odds ratio: 8.8; 95% confidence interval: 1.2 to 63.9), without appendicular metastases (odds ratio: 5.1; 95% confidence interval: 1.0 to 25.8), without extra-skeletal metastases (odds ratio: 5.2; 95% confidence interval: 1.1 to 24.5) and receiving antitumoural therapy (odds ratio: 14.8; 95% confidence interval: 1.7 to 131.4) had an increased chance of surviving more than 100 days. CLINICAL SIGNIFICANCE Bone metastases in dogs with solid cancers are associated with poor prognosis and a high risk of skeletal-related events. Treatment appears to have an impact on survival.
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Affiliation(s)
- C Agnoli
- Department of Veterinary Medical Sciences, Alma Mater Studiorum University of Bologna, Bologna, Italy
| | - S Sabattini
- Department of Veterinary Medical Sciences, Alma Mater Studiorum University of Bologna, Bologna, Italy
| | - A Ubiali
- Department of Veterinary Medical Sciences, Alma Mater Studiorum University of Bologna, Bologna, Italy
| | - E Battisti
- Department of Veterinary Medical Sciences, Alma Mater Studiorum University of Bologna, Bologna, Italy
| | - F Rossi
- Clinica Veterinaria dell'Orologio, Sasso Marconi (BO), Italy
| | - A Diana
- Department of Veterinary Medical Sciences, Alma Mater Studiorum University of Bologna, Bologna, Italy
| | - M T Camerino
- Department of Veterinary Sciences, University of Torino, Torino, Italy
| | - S Perfetti
- Department of Veterinary Medical Sciences, Alma Mater Studiorum University of Bologna, Bologna, Italy
| | - L Ciammaichella
- Department of Veterinary Medical Sciences, Alma Mater Studiorum University of Bologna, Bologna, Italy
| | - D Stefanello
- Department of Veterinary Medicine and Animal Sciences, University of Milan, Milan, Italy
| | - M Papa
- Clinica Veterinaria Gran Sasso, Milan, Italy
| | - R Zaccone
- Department of Veterinary Medical Sciences, Alma Mater Studiorum University of Bologna, Bologna, Italy
| | - L Marconato
- Department of Veterinary Medical Sciences, Alma Mater Studiorum University of Bologna, Bologna, Italy
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Zhao H, Li W, Li X, Ding Z, Zhao S. Survival benefit of resection surgery for lung adenocarcinoma with bone metastases and a post-operative prognosis nomogram establishment and validation. J Thorac Dis 2022; 14:4877-4893. [PMID: 36647503 PMCID: PMC9840054 DOI: 10.21037/jtd-22-1514] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/14/2022] [Accepted: 11/30/2022] [Indexed: 12/28/2022]
Abstract
Background Surgical resection is not usually recommended for lung adenocarcinoma (LUAD) patients with bone metastases. However, the criteria for surgery are constantly being adjusted and there is a need to focus on the prognostic role of cancer-directed surgery (CDS) for bone metastatic LUAD patients investigate the factors influencing survival of CDS. We determined the survival benefit of CDS for LUAD patients with bone metastases and to develop a prognostic nomogram to predict overall survival (OS) for patients after surgery. Methods LUAD patients with bone metastases from the Surveillance, Epidemiology, and End Results (SEER) database between 2010-2015 were included and divided into CDS and non-CDS groups. The propensity score matching (PSM) was used to balance baseline characteristics. We used Kaplan-Meier curves and log-rank tests to compare cancer-specific survival (CSS) and OS between the two groups. Patients underwent CDS were randomly divided into training and validation cohorts to develop and validate a nomogram model to predict postoperative prognosis outcome-OS. Results Patients who underwent CDS had a better OS and CSS than those who did not underwent CDS (e.g., 1-year OS rate: 56.9% vs. 30.1%). Independent prognostic factors were selected by Cox regression analysis for CDS patients including age, sex, race, histological grade, N stage, and chemotherapy, and a nomogram was constructed to predict 1-, 2-, and 3-year OS after surgery according to the prognostic factors. The calibration curve and receiver operating characteristic (ROC) curve for the nomogram showed the model had a high predictive accuracy. [Area under the curve (AUC) at 1, 2, and 3 years in the training cohort were 0.735, 0.756 and 0.782, and in the validation cohort were 0.703, 0.758 and 0.836, respectively]. In addition, patients were divided into high-risk and low-risk groups based on prognostic scores, and Kaplan-Meier curves showed significant differences in prognosis between the two groups. Conclusions These results indicated that patients with bone metastasis of LUAD received survival benefit from CDS. The prognostic nomograms could assist clinicians in specifying individualized assessments, but further research is needed.
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Affiliation(s)
- Hanqing Zhao
- Department of Thoracic Surgery, The First Affiliated Hospital of Zhengzhou University, Zhengzhou, China
| | - Wenqi Li
- Department of Oncology, The First Affiliated Hospital of Zhengzhou University, Zhengzhou, China
| | - Xiangnan Li
- Department of Thoracic Surgery, The First Affiliated Hospital of Zhengzhou University, Zhengzhou, China
| | - Zheng Ding
- Department of Thoracic Surgery, The First Affiliated Hospital of Zhengzhou University, Zhengzhou, China
| | - Song Zhao
- Department of Thoracic Surgery, The First Affiliated Hospital of Zhengzhou University, Zhengzhou, China
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Giglio AG, de Brito Rangel J, Cardozo CL, Bergmann A, da Silva GT, Thuler LCS. Incidence and risk factors associated with the development of metastatic spinal cord compression due to bone metastasis in women with cervical cancer. EUROPEAN SPINE JOURNAL : OFFICIAL PUBLICATION OF THE EUROPEAN SPINE SOCIETY, THE EUROPEAN SPINAL DEFORMITY SOCIETY, AND THE EUROPEAN SECTION OF THE CERVICAL SPINE RESEARCH SOCIETY 2022; 31:3139-3145. [PMID: 35861891 DOI: 10.1007/s00586-022-07314-8] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 03/17/2022] [Revised: 05/11/2022] [Accepted: 06/26/2022] [Indexed: 06/08/2023]
Abstract
PURPOSE The aim of this study was to determine the incidence and factors associated with the development of metastatic spinal cord compression (MSCC) after cervical cancer (CC). METHODS This retrospective cohort of 3551 women with CC who underwent treatment at the Brazilian National Cancer Institute were included in the study. Clinical and sociodemographic variables were obtained from the Hospital Cancer Registry and from hospital records. A descriptive study of the population was carried out, using means and standard deviations or frequencies and percentages. The Kaplan-Meier curve was used to identify annual incidence rates. Associations between the independent variables and the outcome (MSCC) were evaluated by a univariate analysis, applying crude and adjusted odds ratios (aOR) assuming 95% confidence intervals. RESULTS The MSCC incidence was of 1.5% (n = 51), associated to advanced staging (aOR = 2.65, 95% CI: 1.45-4.85, p = 0.001) and initial treatment with concomitant chemotherapy and radiotherapy (aOR = 4.40, 95% CI: 1.74-11.13, p = 0.002). CONCLUSIONS Our findings revealed the incidence and factors associated with MSCC, indicating a subset of patients who may be potential targets for the prevention and early treatment of this condition, indicating unprecedented and relevant data for the Brazilian epidemiological scenario due to the high CC incidence rates.
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Affiliation(s)
- Alessandra Grasso Giglio
- Federal University of Rio de Janeiro State (UNIRIO), Rio de Janeiro, Brazil
- Brazilian National Cancer Institute (INCA), Instituto Nacional de Câncer, Coordenação de Pesquisa Clínica, Rua André Cavalcanti, 37/Anexo, 3º andar, Centro, Rio de Janeiro, RJ, 20231-050, Brazil
| | - Juliana de Brito Rangel
- Federal University of Rio de Janeiro State (UNIRIO), Rio de Janeiro, Brazil
- Brazilian National Cancer Institute (INCA), Instituto Nacional de Câncer, Coordenação de Pesquisa Clínica, Rua André Cavalcanti, 37/Anexo, 3º andar, Centro, Rio de Janeiro, RJ, 20231-050, Brazil
| | - Cristiane Lemos Cardozo
- Brazilian National Cancer Institute (INCA), Instituto Nacional de Câncer, Coordenação de Pesquisa Clínica, Rua André Cavalcanti, 37/Anexo, 3º andar, Centro, Rio de Janeiro, RJ, 20231-050, Brazil
| | - Anke Bergmann
- Brazilian National Cancer Institute (INCA), Instituto Nacional de Câncer, Coordenação de Pesquisa Clínica, Rua André Cavalcanti, 37/Anexo, 3º andar, Centro, Rio de Janeiro, RJ, 20231-050, Brazil
| | - Gustavo Telles da Silva
- Brazilian National Cancer Institute (INCA), Instituto Nacional de Câncer, Coordenação de Pesquisa Clínica, Rua André Cavalcanti, 37/Anexo, 3º andar, Centro, Rio de Janeiro, RJ, 20231-050, Brazil
| | - Luiz Claudio Santos Thuler
- Federal University of Rio de Janeiro State (UNIRIO), Rio de Janeiro, Brazil.
- Brazilian National Cancer Institute (INCA), Instituto Nacional de Câncer, Coordenação de Pesquisa Clínica, Rua André Cavalcanti, 37/Anexo, 3º andar, Centro, Rio de Janeiro, RJ, 20231-050, Brazil.
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Ryan C, Stoltzfus KC, Horn S, Chen H, Louie AV, Lehrer EJ, Trifiletti DM, Fox EJ, Abraham JA, Zaorsky NG. Epidemiology of bone metastases. Bone 2022; 158:115783. [PMID: 33276151 DOI: 10.1016/j.bone.2020.115783] [Citation(s) in RCA: 75] [Impact Index Per Article: 25.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 08/14/2020] [Revised: 11/29/2020] [Accepted: 11/29/2020] [Indexed: 12/17/2022]
Abstract
BACKGROUND This study evaluated the incidence of de novo bone metastasis across all primary cancer sites and their impact on survival by primary cancer site, age, race, and sex. QUESTIONS/PURPOSES Our objectives were (I) characterize the epidemiology of de novo bone metastasis with respect to patient demographics, (II) characterize the incidence by primary site, age, and sex (2010-2015), and (III) compare survival of de novo metastatic cancer patients with and without bone metastasis. METHODS This is a retrospective, population-based study using nationally representative data from the Surveillance, Epidemiology, and End Results program, 2010-2015. Incidence rates by year of diagnosis, annual percentage changes, Kaplan-Meier, univariate and multiple Cox regression models are included in the analysis. RESULTS Of patients with cancer in the SEER database, 5.1% were diagnosed with metastasis to bone, equaling ~18.8 per 100,000 bone metastasis diagnoses in the US per year (2010-2015). For adults >25, lung cancer is the most common primary site (2015 rate: 8.7 per 100,000) with de novo bone metastases, then prostate and breast primaries (2015 rates: 3.19 and 2.38 per 100,000, respectively). For patients <20 years old, endocrine cancers and soft tissue sarcomas are the most common primaries. Incidence is increasing for prostate (Annual Percentage Change (APC) = 4.6%, P < 0.001) and stomach (APC = 5.0%, P = 0.001) cancers. The presence of de novo bone metastasis was associated with a limited reduction in overall survival (HR = 1.02, 95%, CI = [1.01-1.03], p < 0.001) when compared to patients with other non-bone metastases. CONCLUSION The presence of bone metastasis versus metastasis to other sites has disease site-specific impact on survival. The incidence of de novo bone metastasis varies by age, sex, and primary disease site.
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Affiliation(s)
- Casey Ryan
- Department of Radiation Oncology, Penn State Cancer Institute, Hershey, PA, USA
| | - Kelsey C Stoltzfus
- Department of Radiation Oncology, Penn State Cancer Institute, Hershey, PA, USA
| | - Samantha Horn
- Department of Radiation Oncology, Penn State Cancer Institute, Hershey, PA, USA
| | - Hanbo Chen
- Department of Radiation Oncology, Amsterdam University Medical Centers - Location VUmc, Amsterdam, Netherlands
| | - Alexander V Louie
- Department of Radiation Oncology, Sunnybrook Health Sciences Centre, Toronto, ON, Canada
| | - Eric J Lehrer
- Department of Radiation Oncology, Icahn School of Medicine at Mount Sinai, New York, NY, USA
| | | | - Edward J Fox
- Penn State Hershey Bone and Joint Institute, Penn State Milton S. Hershey Medical Center, Hershey, PA, USA
| | - John A Abraham
- Rothman Institute at Thomas Jefferson University, Philadelphia, PA, USA
| | - Nicholas G Zaorsky
- Department of Radiation Oncology, Penn State Cancer Institute, Hershey, PA, USA; Department of Public Health Sciences, Penn State College of Medicine, Hershey, PA, USA. https://twitter.com/NicholasZaorsky
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Patel V, Patel S, Grossman S, Wali R, Burns M, Zebic L, Enting D, Henien M. The presenting dental status of solid tumours with bone metastases requiring bone-targeting agents - part 4: miscellaneous cancers. Br Dent J 2022; 232:213-218. [PMID: 35217738 DOI: 10.1038/s41415-022-3983-6] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/14/2020] [Accepted: 01/25/2021] [Indexed: 11/09/2022]
Abstract
This article discusses relevant information for the dental sector regarding metastatic cancers beyond breast and prostate cancer. Typically, tumour sites such as lung, renal, colorectal, gastrointestinal, thyroid, hepatic and pancreatic cancers are increasingly being referred for bone-targeting agents upon evidence of bone metastases.The current article explores the presenting dental status of these tumour groups on the background of survival outcomes. In addition, the article provides insight towards the complexity in achieving 'dental fitness' and whether 'dental stability' could be an alternative to consider via palliative dentistry in certain cases.
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Affiliation(s)
- Vinod Patel
- Department of Oral Surgery, Guy´s and St Thomas´ NHS Foundation Trust, London, UK.
| | - Sheelen Patel
- Department of Oral Surgery, Guy´s and St Thomas´ NHS Foundation Trust, London, UK
| | | | - Rana Wali
- Department of Oral Surgery, Guy´s and St Thomas´ NHS Foundation Trust, London, UK
| | - Megan Burns
- Department of Oral Surgery, Guy´s and St Thomas´ NHS Foundation Trust, London, UK
| | - Lara Zebic
- Oral Surgery Department, Royal London Hospital, Barts Health NHS Trust, London, UK
| | - Deborah Enting
- Medical Oncology, Guy´s and St Thomas´ NHS Foundation Trust, London, UK
| | - Marianne Henien
- Department of Oral Surgery, Guy´s and St Thomas´ NHS Foundation Trust, London, UK
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WANG Y, WANG L, GUO J, WANG Z, HUA S. The efficacy and safety of endostar combined gemcitabine and cisplatin in the treatment of non-small cell lung cancer: a meta-analysis. FOOD SCIENCE AND TECHNOLOGY 2022. [DOI: 10.1590/fst.40720] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 11/21/2022]
Affiliation(s)
| | | | | | - Ziyu WANG
- Jilin Provincial People's Hospital, China
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Herget G, Saravi B, Schwarzkopf E, Wigand M, Südkamp N, Schmal H, Uhl M, Lang G. Clinicopathologic characteristics, metastasis-free survival, and skeletal-related events in 628 patients with skeletal metastases in a tertiary orthopedic and trauma center. World J Surg Oncol 2021; 19:62. [PMID: 33632256 PMCID: PMC7908692 DOI: 10.1186/s12957-021-02169-7] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/13/2020] [Accepted: 02/10/2021] [Indexed: 12/22/2022] Open
Abstract
Background Skeletal-related events (SREs) due to bone metastases (BM) significantly impact the morbidity and mortality of cancer patients. The present study sought to investigate clinicopathological characteristics, metastasis-free survival (MFS), and SREs in patients referred to a tertiary orthopedic and trauma center. Methods Data were retrieved from electronic health records (n=628). Survival curves were estimated utilizing the Kaplan–Meier method. The Cox regression model was used to determine factors influencing MFS based on estimated hazard ratios (HRs). Results Breast (55.8%) and lung (18.2%), and lung (32.9%) and prostate (16.8%) cancer were the most common cancer types in our cohort in women and men, respectively. Fifteen percent of patients presented with BM as the first manifestation of tumor disease, 23% had metastasis diagnosis on the same day of primary tumor diagnosis or within 3 months, and 62% developed BM at least 3 months after primary tumor diagnosis. Osteolytic BM were predominant (72.3%) and most commonly affecting the spine (23%). Overall median MFS was 45 months (32 (men) vs. 53 (women) months). MFS was shortest in the lung (median 15 months, 95% CI 8.05–19) and longest in breast cancer (median 82 months, 95% CI 65.29–94). Age (≥ 60 vs. < 60 years) and primary cancer grading of ≥2 vs. 1 revealed prognostic relevance. Conclusion Women with breast or lung cancer, men with lung or prostate cancer, age ≥60 years, male sex, and primary cancer grading ≥2 are associated with increased risk for MBD. Intensified follow-up programs may reduce the risk of SREs and associated morbidity and mortality.
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Affiliation(s)
- Georg Herget
- Department of Orthopedics and Trauma Surgery, Medical Centre-Albert-Ludwigs-University of Freiburg, Faculty of Medicine, Albert-Ludwigs-University of Freiburg, Hugstetterstrasse 55, 79106, Freiburg, Germany
| | - Babak Saravi
- Department of Orthopedics and Trauma Surgery, Medical Centre-Albert-Ludwigs-University of Freiburg, Faculty of Medicine, Albert-Ludwigs-University of Freiburg, Hugstetterstrasse 55, 79106, Freiburg, Germany.
| | - Eugenia Schwarzkopf
- Department of Orthopedics and Trauma Surgery, Medical Centre-Albert-Ludwigs-University of Freiburg, Faculty of Medicine, Albert-Ludwigs-University of Freiburg, Hugstetterstrasse 55, 79106, Freiburg, Germany
| | - Mara Wigand
- Department of Orthopedics and Trauma Surgery, Medical Centre-Albert-Ludwigs-University of Freiburg, Faculty of Medicine, Albert-Ludwigs-University of Freiburg, Hugstetterstrasse 55, 79106, Freiburg, Germany
| | - Norbert Südkamp
- Department of Orthopedics and Trauma Surgery, Medical Centre-Albert-Ludwigs-University of Freiburg, Faculty of Medicine, Albert-Ludwigs-University of Freiburg, Hugstetterstrasse 55, 79106, Freiburg, Germany
| | - Hagen Schmal
- Department of Orthopedics and Trauma Surgery, Medical Centre-Albert-Ludwigs-University of Freiburg, Faculty of Medicine, Albert-Ludwigs-University of Freiburg, Hugstetterstrasse 55, 79106, Freiburg, Germany.,Department of Orthopaedic Surgery, Odense University Hospital, Sdr. Boulevard 29, 5000, Odense, Denmark
| | - Markus Uhl
- Department of Radiology, Pediatric Radiology, and Interventional Radiology, St. Josefskrankenhaus, Sautierstraße 1, 79104, Freiburg, Germany
| | - Gernot Lang
- Department of Orthopedics and Trauma Surgery, Medical Centre-Albert-Ludwigs-University of Freiburg, Faculty of Medicine, Albert-Ludwigs-University of Freiburg, Hugstetterstrasse 55, 79106, Freiburg, Germany
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da Silva GT, da Costa TGP, De Bessa CM, Zamboni MM, Bergmann A, Thuler LCS. Predictors of overall survival in non-small-cell lung cancer patients with metastatic spinal cord compression treated with short-course radiotherapy. Eur J Cancer Care (Engl) 2021; 30:e13427. [PMID: 33569856 DOI: 10.1111/ecc.13427] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/21/2020] [Revised: 10/09/2020] [Accepted: 12/23/2020] [Indexed: 12/25/2022]
Abstract
Metastatic spinal cord compression (MSCC) is a condition that impacts directly on the patient's prognosis. OBJECTIVE The study purpose was to identify predictors of overall survival in non-small-cell lung cancer (NSCLC) patients with MSCC. METHODS A cohort study involving NSCLC patients enrolled between 2008 and 2017 was performed. Sixty-four patients treated with short-course radiotherapy were included. Clinical and socio-demographic data were extracted from medical records. Data were analysed using survival analysis and Cox proportional hazard regression analysis. RESULTS The median survival time was 2.5 months (95% CI: 1.6-3.5). Patients >60 years had shorter survival than younger patients (HR 1.85; 95% CI 1.06-3.24; p = 0.02), and patients with performance status (PS) >2 had shorter survival than those with PS≤2 (HR 1.93; 95% CI 1.12-3.33; p = 0.01). CONCLUSION This study found worse PS and higher age are independent predictors of overall survival in NSCLC patients with MSCC treated with short-course radiotherapy after adjusting the potential confounding factors (PS, age and target therapy).
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Affiliation(s)
| | - Thaís Gomes Pereira da Costa
- Instituto Nacional de Câncer (INCA, Rio de Janeiro, Brasil.,Universidade Federal do Rio de Janeiro (UFRJ, Rio de Janeiro, Brasil
| | - Camila Martins De Bessa
- Instituto Nacional de Câncer (INCA, Rio de Janeiro, Brasil.,Universidade Federal do Rio de Janeiro (UFRJ, Rio de Janeiro, Brasil
| | | | - Anke Bergmann
- Instituto Nacional de Câncer (INCA, Rio de Janeiro, Brasil
| | - Luiz Claudio Santos Thuler
- Instituto Nacional de Câncer (INCA, Rio de Janeiro, Brasil.,Universidade Federal do Estado do Rio de Janeiro (UNIRIO, Rio de Janeiro, Brasil
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Adogwa O, Rubio DR, Buchowski JM, D'Souza A, Shlykov MA, Jennings JW. Spine-specific skeletal related events and mortality in non-small cell lung cancer patients: a single-institution analysis. J Neurosurg Spine 2020; 36:125-132. [PMID: 33254136 DOI: 10.3171/2020.7.spine20829] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/08/2020] [Accepted: 07/01/2020] [Indexed: 12/24/2022]
Abstract
OBJECTIVE The population prevalence of non-small cell lung cancer (NSCLC) continues to increase; however, data are limited regarding the incidence rate of skeletal related events (SREs) (i.e., surgery to the spinal column, radiation to the spinal column, radiofrequency ablation, kyphoplasty/vertebroplasty, spinal cord compression, or pathological vertebral body fractures) and their impact on overall mortality. In this study, the authors sought to estimate the incidence rates of SREs in NSCLC patients and to quantify their impact on overall mortality. METHODS This was a single-institution retrospective study of patients diagnosed with NSCLC between 2002 and 2014. The incidence rates for bone metastasis and subsequent SREs (per 1000 person-years) by time since lung cancer diagnosis were calculated and analyses were stratified separately for each histological type. Incidence rates for mortality at 1, 2, and 3 years from diagnosis stratified by the presence of SREs were also calculated. Kaplan-Meier survival curves were constructed to describe crude survival ratios in patients with spine metastasis and SREs and those with spine metastasis but without SREs. These curves were used to estimate the 1- and 2-year survival rates for each cohort. RESULTS We identified 320 patients with incident NSCLC (median follow-up 9.5 months). The mean ± SD age was 60.65 ± 11.26 years; 94.48% of patients were smokers and 60.12% had a family history of cancer. The majority of first-time SREs were pathological vertebral body compression fractures (77.00%), followed by radiation (35%), surgery (14%), and spinal cord compression (13.04%). Mortality rates were highest in NSCLC patients with spine metastasis who had at least 1 SRE. Stratifying by histological subtype, the incidence rate of mortality in patients with SRE was highest in the large cell cohort, 7.42 per 1000 person-years (95% CI 3.09-17.84 per 1000 person-years); followed by the squamous cell cohort, 2.49 per 1000 person-years (95% CI 1.87-3.32 per 1000 person-years); and lowest in the adenocarcinoma cohort, 1.68 per 1000 person-years (95% CI 1.46-1.94 per 1000 person-years). Surgery for decompression of neural structures and stabilization of the spinal column was required in 6% of patients. CONCLUSIONS SREs in NSCLC patients with bone metastasis are associated with an increased incidence rate of mortality.
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Affiliation(s)
| | | | | | | | | | - Jack W Jennings
- 2Radiology, Washington University School of Medicine, St. Louis, Missouri
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12
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Huang Z, Hu C, Tong Y, Fan Z, Zhao C. Construction of a nomogram to predict the prognosis of non-small-cell lung cancer with brain metastases. Medicine (Baltimore) 2020; 99:e21339. [PMID: 32756121 PMCID: PMC7402728 DOI: 10.1097/md.0000000000021339] [Citation(s) in RCA: 10] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 04/17/2020] [Revised: 06/11/2020] [Accepted: 06/17/2020] [Indexed: 12/24/2022] Open
Abstract
Patients with non-small-cell lung cancer (NSCLC) often have a poor prognosis when brain metastases (BM) occur. This study aimed to evaluate the prognostic factors of BM in newly diagnosed NSCLC patients and construct a nomogram to predict the overall survival (OS).We included NSCLC patients with BM newly diagnosed from 2010 to 2015 in Surveillance, Epidemiology, and End Results database. The independent prognostic factors for NSCLC with BM were determined by Cox proportional hazards regression analysis. We then constructed and validated a nomogram to predict the OS of NSCLC with BM.We finally included 4129 NSCLC patients with BM for analysis. Age, race, sex, liver metastasis, primary site, histologic type, grade, bone metastasis, T stage, N stage, surgery, chemotherapy, and lung metastasis were identified as the prognostic factors for NSCLC with BM and integrated to establish the nomogram. The calibration, receiver operating characteristic curve, and decision curve analyses also showed that the clinical prediction model performed satisfactorily in predicting prognosis.A clinical prediction model was constructed and validated to predict individual OS for NSCLC with BM. The establishment of this clinical prediction model has great significance for clinicians and individuals.
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Affiliation(s)
- Zhangheng Huang
- Department of Minimally Invasive Spine Surgery, Affiliated Hospital of Chengde Medical University, Chengde, Hebei
| | - Chuan Hu
- Department of Minimally Invasive Spine Surgery, Affiliated Hospital of Chengde Medical University, Chengde, Hebei
- Department of Orthopedic, The Affiliated Hospital of Qingdao University, Qingdao, Shandong, China
| | - Yuexin Tong
- Department of Minimally Invasive Spine Surgery, Affiliated Hospital of Chengde Medical University, Chengde, Hebei
| | - Zhiyi Fan
- Department of Minimally Invasive Spine Surgery, Affiliated Hospital of Chengde Medical University, Chengde, Hebei
| | - Chengliang Zhao
- Department of Minimally Invasive Spine Surgery, Affiliated Hospital of Chengde Medical University, Chengde, Hebei
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13
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An Artificial Intelligence Model for Predicting 1-Year Survival of Bone Metastases in Non-Small-Cell Lung Cancer Patients Based on XGBoost Algorithm. BIOMED RESEARCH INTERNATIONAL 2020; 2020:3462363. [PMID: 32685470 PMCID: PMC7338972 DOI: 10.1155/2020/3462363] [Citation(s) in RCA: 20] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 04/28/2020] [Accepted: 06/10/2020] [Indexed: 12/16/2022]
Abstract
Non-small-cell lung cancer (NSCLC) patients often develop bone metastases (BM), and the overall survival for these patients is usually perishing. However, a model with high accuracy for predicting the survival of NSCLC with BM is still lacking. Here, we aimed to establish a model based on artificial intelligence for predicting the 1-year survival rate of NSCLC with BM by using extreme gradient boosting (XGBoost), a large-scale machine learning algorithm. We selected NSCLC patients with BM between 2010 and 2015 from the Surveillance, Epidemiology, and End Results database. In total, 5973 cases were enrolled and divided into the training (n = 4183) and validation (n = 1790) sets. XGBoost, random forest, support vector machine, and logistic algorithms were used to generate predictive models. Receiver operating characteristic curves were used to evaluate and compare the predictive performance of each model. The parameters including tumor size, age, race, sex, primary site, histological subtype, grade, laterality, T stage, N stage, surgery, radiotherapy, chemotherapy, distant metastases to other sites (lung, brain, and liver), and marital status were selected to construct all predictive models. The XGBoost model had a better performance in both training and validation sets as compared with other models in terms of accuracy. Our data suggested that the XGBoost model is the most precise and personalized tool for predicting the 1-year survival rate for NSCLC patients with BM. This model can help the clinicians to design more rational and effective therapeutic strategies.
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14
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Huang Z, Tong Y, Tian H, Zhao C. Establishment of a Prognostic Nomogram for Lung Adenocarcinoma with Brain Metastases. World Neurosurg 2020; 141:e700-e709. [PMID: 32531436 DOI: 10.1016/j.wneu.2020.05.273] [Citation(s) in RCA: 10] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/26/2020] [Revised: 05/29/2020] [Accepted: 05/30/2020] [Indexed: 10/24/2022]
Abstract
BACKGROUND The brain is one of the common metastatic sites of lung adenocarcinoma, and the prognosis associated with brain metastasis is not good. We performed a large data analyses to determine the prognostic factors of lung adenocarcinoma with brain metastases (LABM) and to develop a nomogram to predict its prognosis. METHODS We conducted a retrospective study of 2879 patients with LABM from the Surveillance, Epidemiology, and End Results database. An X-tile analysis provided the optimal age cutoff point. We used univariate and multivariate Cox regression analyses to determine the independent prognostic factors of LABM. Finally, we established and validated a nomogram to predict the prognosis of LABM. RESULTS A total of 2879 patients with brain metastases were included in this study. Multivariate Cox regression analysis showed that age, race, sex, T stage, N stage, surgery, chemotherapy, bone metastasis, liver metastasis, and marital status were independent prognostic factors. We constructed a nomogram to predict the prognosis of LABM with the RMS package. Through calibration curves, receiver operating characteristic curves, and decision curve analyses, we found that the nomogram, which predicted the prognosis of LABM, performed well internally. CONCLUSIONS The nomogram is expected to be a precise and personalized tool for predicting the prognosis of patients with LABM. This nomogram will help clinicians develop more rational and effective treatment strategies.
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Affiliation(s)
- Zhangheng Huang
- Department of Spine Surgery, Affiliated Hospital of Chengde Medical University, Chengde, Hebei, China
| | - Yuexin Tong
- Department of Spine Surgery, Affiliated Hospital of Chengde Medical University, Chengde, Hebei, China
| | - Huifei Tian
- School of Stomatology, Wenzhou Medical University, Wenzhou, Zhejiang, China
| | - Chengliang Zhao
- Department of Spine Surgery, Affiliated Hospital of Chengde Medical University, Chengde, Hebei, China.
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15
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Huang JF, Shen J, Li X, Rengan R, Silvestris N, Wang M, Derosa L, Zheng X, Belli A, Zhang XL, Li YM, Wu A. Incidence of patients with bone metastases at diagnosis of solid tumors in adults: a large population-based study. ANNALS OF TRANSLATIONAL MEDICINE 2020; 8:482. [PMID: 32395526 PMCID: PMC7210217 DOI: 10.21037/atm.2020.03.55] [Citation(s) in RCA: 127] [Impact Index Per Article: 25.4] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Indexed: 12/11/2022]
Abstract
Background Bones are one of the most common metastatic sites for solid malignancies. Bone metastases can significantly increase mortality and decrease the quality of life of cancer patients. In the United States, around 350,000 people die each year from bone metastases. This study aimed to analyze and update the incidence and prognosis of bone metastases with solid tumors at the time of cancer diagnosis and its incidence rate for each solid cancer. Methods We used the Surveillance, Epidemiology, and End Results (SEER) database to find patients diagnosed with solid cancers originating from outside the bones and joints between 2010 and 2016. Data were stratified by age, sex, and race. Patients with a tumor in situ or with an unknown bone metastases stage were excluded. We then selected most of the sites where cancer often occurred, leaving 2,207,796 patients for the final incidence analysis. For the survival analysis, patients were excluded if they were diagnosed at their autopsy or on their death certificate, or had unknown follow-ups. The incidence of bone metastases and overall survival was compared between patients with different primary tumor sites. Results We identified 2,470,634 patients, including 426,594 patients with metastatic disease and 113,317 patients with bone metastases, for incidence analysis. The incidence of bone metastases among the metastatic subset was 88.74% in prostate cancer, 53.71% in breast cancer, and 38.65% in renal cancer. In descending order of incidence, there were patients with other cancers in the genitourinary system (except for renal, bladder, prostate, and testicular cancer) (37.91%), adenocarcinoma of the lung (ADC) (36.86%), other gynecologic cancers (36.02%), small-cell lung cancer (SCLC) (34.56%), non-small cell lung cancer not otherwise specified and others [NSCLC (NOS/others)] (33.55%), and bladder (31.08%) cancers. The rate of bone metastases is 23.19% in SCLC, 22.50% in NSCLC (NOS/others), 20.28% in ADC, 8.44% in squamous cell carcinoma of the lung (SCC), and 4.11% in bronchioloalveolar carcinoma [NSCLC (BAC)]. As for the digestive system, the overall bone metastases rate was 7.99% in the esophagus, 4.47% in the gastric cancer, 4.42% in the hepatobiliary cancer, 3.80% in the pancreas, 3.26% in other digestive organs, 1.24% in the colorectum, and 1.00% in the anus. Overall, the incidence rate of bone metastases among the entire cohort in breast and prostate cancer was 3.73% and 5.69%, respectively. Conclusions The results of this study provide population-based estimates for the incidence rates of patients with bone metastases at initial diagnosis of their solid tumor. The findings can help clinicians to early detect bone metastases by bone screening to anticipate the occurrence of symptoms and favorably improve the prognosis.
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Affiliation(s)
- Jin-Feng Huang
- Department of Orthopaedics, Zhejiang Provincial Key Laboratory of Orthopaedics, The Second Affiliated Hospital, and Yuying Children's Hospital of Wenzhou Medical University, Wenzhou 325027, China
| | - Jianfei Shen
- Department of Cardiothoracic Surgery, Taizhou Hospital of Zhejiang Province, Wenzhou Medical University, Linhai 317000, China
| | - Xiao Li
- Department of Urology, Jiangsu Cancer Hospital & Jiangsu Institute of Cancer Research & Affiliated Cancer Hospital of Nanjing Medical University, Nanjing 210009, China
| | - Ramesh Rengan
- Department of Radiation Oncology, University of Washington School of Medicine, Washington, USA
| | - Nicola Silvestris
- IRCCS Istituto Tumori "Giovanni Paolo II" of Bari, Bari, Italy.,Department of Biomedical Sciences and Human Oncology, University of Bari Aldo Moro, Bari, Italy
| | - Minqi Wang
- Department of Orthopaedics, Shanghai Key Laboratory of Orthopaedic Implants, Shanghai Ninth People's Hospital, Shanghai Jiao Tong University School of Medicine, Shanghai 200011, China
| | - Lisa Derosa
- U1015, Gustave Roussy Cancer Campus, 114 Rue Edouard Vaillant, Villejuif, France
| | - Xuanqi Zheng
- Department of Orthopaedics, Zhejiang Provincial Key Laboratory of Orthopaedics, The Second Affiliated Hospital, and Yuying Children's Hospital of Wenzhou Medical University, Wenzhou 325027, China
| | - Andrea Belli
- Department of Abdominal Oncology, National Cancer Institute-Fondazione "G Pascale", IRCCS, Naples, Italy
| | - Xiao-Lei Zhang
- Department of Orthopaedics, Zhejiang Provincial Key Laboratory of Orthopaedics, The Second Affiliated Hospital, and Yuying Children's Hospital of Wenzhou Medical University, Wenzhou 325027, China
| | - Yan Michael Li
- Department of Neurosurgery and Oncology, University of Rochester Medical Center, School of Medicine and Dentistry, Rochester, NY, USA
| | - Aimin Wu
- Department of Orthopaedics, Zhejiang Provincial Key Laboratory of Orthopaedics, The Second Affiliated Hospital, and Yuying Children's Hospital of Wenzhou Medical University, Wenzhou 325027, China
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16
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Oliveira MBDR, Souza LC, Sampayo EJG, Carvalho GSD, Mello FCDQ, Paschoal MEM. The Impact of Lung Carcinoma Histology on the Frequency of Bone Metastases. Rev Bras Ortop 2019; 54:524-530. [PMID: 31736521 PMCID: PMC6855920 DOI: 10.1016/j.rbo.2018.02.002] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/12/2017] [Accepted: 02/21/2018] [Indexed: 12/26/2022] Open
Abstract
Objective Lung cancer is the leading cause of death by cancer, and the bones are one of the most common sites of metastasis from this condition. This study aimed to evaluate the influence of lung carcinoma histology on the frequency of bone metastases. Methods This retrospective study evaluated the medical records of 407 patients diagnosed with lung cancer between 2003 and 2012. The prevalence of bone metastases and their association with histological subtypes were evaluated using chi-squared tests, odds ratios (ORs) and 95% confidence intervals (CIs). The overall survival was evaluated using the Kaplan-Meier method. Results The prevalence of bone metastases was 28.2% ( n = 115), and the spine was the most frequently affected site (98 metastases; 32.1%). Adenocarcinoma was the most common histological subtype of lung carcinoma (46.7%), and it was significantly more frequent among patients with bone metastases (58.3% versus 42.1%; p = 0.003; OR = 1.92; 95% CI: 1.29-2.97). Squamous cell carcinoma was significantly less frequent among patients with bone metastases (13.0% versus 29.8%; p = 0.0004; OR = 0.35; 95% CI: 0.19-0.64). The median survival time after the first bone metastasis diagnosis was 4 months. Conclusion Adenocarcinoma was the most common histological subtype of lung carcinoma, and it was significantly associated with a higher risk of developing bone metastases.
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Affiliation(s)
- Marcelo Bragança Dos Reis Oliveira
- Serviço de Traumato-Ortopedia, Universidade Federal do Rio de Janeiro (UFRJ), Hospital Universitário Clementino Fraga Filho, (HUCFF), Rio de Janeiro, RJ, Brasil
| | - Larissa Costa Souza
- Serviço de Traumato-Ortopedia, Universidade Federal do Rio de Janeiro (UFRJ), Hospital Universitário Clementino Fraga Filho, (HUCFF), Rio de Janeiro, RJ, Brasil
| | - Ermides Javier Garcia Sampayo
- Serviço de Traumato-Ortopedia, Universidade Federal do Rio de Janeiro (UFRJ), Hospital Universitário Clementino Fraga Filho, (HUCFF), Rio de Janeiro, RJ, Brasil
| | - Gustavo Sobral de Carvalho
- Serviço de Traumato-Ortopedia, Universidade Federal do Rio de Janeiro (UFRJ), Hospital Universitário Clementino Fraga Filho, (HUCFF), Rio de Janeiro, RJ, Brasil
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Zheng XQ, Huang JF, Lin JL, Chen L, Zhou TT, Chen D, Lin DD, Shen JF, Wu AM. Incidence, prognostic factors, and a nomogram of lung cancer with bone metastasis at initial diagnosis: a population-based study. Transl Lung Cancer Res 2019; 8:367-379. [PMID: 31555512 PMCID: PMC6749127 DOI: 10.21037/tlcr.2019.08.16] [Citation(s) in RCA: 58] [Impact Index Per Article: 9.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/26/2019] [Accepted: 08/12/2019] [Indexed: 12/24/2022]
Abstract
BACKGROUND Bone is one of the common metastatic sites of lung cancer, and its prognosis is not optimistic. We performed a study to evaluate the incidence, survival, and prognostic factors of lung cancer with bone metastasis (LCBM) at initial diagnosis, and to develop a nomogram to predict its outcomes. METHODS We conducted a retrospective study choosing 13,541 patients with LCBM from the Surveillance, Epidemiology, and End Results (SEER) 18 registry database. An X-tile analysis provided the optimal age cutoff point. The incidence, overall survival, and prognosis of bone metastasis were evaluated according to the patient information, characteristics of the tumor, and therapy. We also used multivariable Cox regression to estimate mortality hazard ratios (HRs) among patients with LCBM, while a visual nomogram was established to judge the prognosis. RESULTS The incidence of disease increased with age, but survival rates show the opposite trend. The median survival time was about 4 months. In addition, although the differences for patient race is not significant (P=0.445), White patients are prone to have bone metastases from lung cancer according to the incidence analysis. The difference for laterality is also not significant (P=0.534), while the factors of age, gender, the total number of sites, histological types, grade, tumor size, and treatment are significantly related to the outcome of patients with LCBM. Furthermore, our nomogram could predict the probability of surviving to the median survival time of the population with a c-index of 0.72. CONCLUSIONS Age, characteristics of the tumor, and therapy should be considered for prediction of prognosis for patients with lung cancer bone metastasis. Putatively, the younger patients and the patients with chemotherapy and surgery may indicate improved survival.
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Affiliation(s)
- Xuan-Qi Zheng
- Department of Orthopaedics, The Second Affiliated Hospital and Yuying Children’s Hospital of Wenzhou Medical University, Zhejiang Provincial Key Laboratory of Orthopaedics, Wenzhou 325027, China
| | - Jin-Feng Huang
- Department of Orthopaedics, The Second Affiliated Hospital and Yuying Children’s Hospital of Wenzhou Medical University, Zhejiang Provincial Key Laboratory of Orthopaedics, Wenzhou 325027, China
| | - Jia-Liang Lin
- Department of Orthopaedics, The Second Affiliated Hospital and Yuying Children’s Hospital of Wenzhou Medical University, Zhejiang Provincial Key Laboratory of Orthopaedics, Wenzhou 325027, China
| | - Liang Chen
- Department of Orthopaedics, The Second Affiliated Hospital and Yuying Children’s Hospital of Wenzhou Medical University, Zhejiang Provincial Key Laboratory of Orthopaedics, Wenzhou 325027, China
| | - Ting-Ting Zhou
- Department of Thoracic Surgery, The Second Affiliated Hospital and Yuying Children’s Hospital of Wenzhou Medical University, Wenzhou 325027, China
| | - Dong Chen
- Department of Orthopaedics, The Second Affiliated Hospital and Yuying Children’s Hospital of Wenzhou Medical University, Zhejiang Provincial Key Laboratory of Orthopaedics, Wenzhou 325027, China
| | - Dong-Dong Lin
- Department of Neurosurgery, The Second Affiliated Hospital and Yuying Children’s Hospital of Wenzhou Medical University, Wenzhou 325027, China
| | - Jian-Fei Shen
- Department of Cardiothoracic Surgery, Taizhou Hospital of Zhejiang Province, Wenzhou Medical University, Linhai 317000, China
| | - Ai-Min Wu
- Department of Orthopaedics, The Second Affiliated Hospital and Yuying Children’s Hospital of Wenzhou Medical University, Zhejiang Provincial Key Laboratory of Orthopaedics, Wenzhou 325027, China
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18
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Wang B, Chen L, Huang C, Lin J, Pan X, Shao Z, Hu S, Zhang X, Wang X. The homogeneous and heterogeneous risk factors for occurrence and prognosis in lung cancer patients with bone metastasis. J Bone Oncol 2019; 17:100251. [PMID: 31372332 PMCID: PMC6661364 DOI: 10.1016/j.jbo.2019.100251] [Citation(s) in RCA: 15] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/12/2019] [Revised: 07/08/2019] [Accepted: 07/08/2019] [Indexed: 01/26/2023] Open
Abstract
Purpose To analyse the homogeneous and heterogeneous risk factors for occurrence and prognosis in lung cancer patients diagnosed with bone metastasis (BM) by using the Surveillance, Epidemiology, and End Results (SEER) database. Patients and methods The medical records of lung cancer patients with or without bone metastasis were identified in the SEER database between 2010 and 2015. A multivariate logistic regression analysis was performed to identify risk factors, and a multivariate Cox regression was used to determine the prognostic effects of every variable on survival. Results In total, 34,585 eligible patients from the SEER database were included in the analysis. Male gender and metastasis to the liver were factors that were both positively associated with a risk for the development and prognosis of bone metastasis in patients with lung cancer. Younger age, poor tumour differentiation grade, higher N stage (N3), adenocarcinoma and metastasis to the brain were all positively correlated with a risk of occurrence of BM, but these factors were not correlated with an unfavourable prognosis. Age, race, marital status, tumour size and pathologic type were independent risk factors for the prognosis of bone metastasis. Conclusion The morbidity of bone metastasis in lung cancer patients is dismal, with a rate of 25.9%. The findings of this study estimate the homogeneous and heterogeneous risk factors for the occurrence and prognosis of bone metastasis in lung cancer patients, which may provide clinical guidelines for physicians.
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Affiliation(s)
- Ben Wang
- Department of Orthopaedics, The Second Affiliated Hospital and Yuying Children's Hospital of Wenzhou Medical University, Wenzhou 325027, Zhejiang, China.,Key Laboratory of Orthopaedics of Zhejiang Province, Wenzhou 325027, Zhejiang, China.,The Second School of Medicine, Wenzhou Medical University, Wenzhou 325027, Zhejiang, China
| | - Lijie Chen
- Department of Surgical Oncology, Taizhou Hospital of Wenzhou Medical University, Taizhou 317000, Zhejiang, China
| | - Chongan Huang
- Department of Orthopaedics, The Second Affiliated Hospital and Yuying Children's Hospital of Wenzhou Medical University, Wenzhou 325027, Zhejiang, China.,Key Laboratory of Orthopaedics of Zhejiang Province, Wenzhou 325027, Zhejiang, China.,The Second School of Medicine, Wenzhou Medical University, Wenzhou 325027, Zhejiang, China
| | - Jialiang Lin
- Department of Orthopaedics, The Second Affiliated Hospital and Yuying Children's Hospital of Wenzhou Medical University, Wenzhou 325027, Zhejiang, China.,Key Laboratory of Orthopaedics of Zhejiang Province, Wenzhou 325027, Zhejiang, China.,The Second School of Medicine, Wenzhou Medical University, Wenzhou 325027, Zhejiang, China
| | - Xiangxiang Pan
- Department of Orthopaedics, The Second Affiliated Hospital and Yuying Children's Hospital of Wenzhou Medical University, Wenzhou 325027, Zhejiang, China.,Key Laboratory of Orthopaedics of Zhejiang Province, Wenzhou 325027, Zhejiang, China.,The Second School of Medicine, Wenzhou Medical University, Wenzhou 325027, Zhejiang, China
| | - Zhenxuan Shao
- Department of Orthopaedics, The Second Affiliated Hospital and Yuying Children's Hospital of Wenzhou Medical University, Wenzhou 325027, Zhejiang, China.,Key Laboratory of Orthopaedics of Zhejiang Province, Wenzhou 325027, Zhejiang, China.,The Second School of Medicine, Wenzhou Medical University, Wenzhou 325027, Zhejiang, China
| | - Sunli Hu
- Department of Orthopaedics, The Second Affiliated Hospital and Yuying Children's Hospital of Wenzhou Medical University, Wenzhou 325027, Zhejiang, China.,Key Laboratory of Orthopaedics of Zhejiang Province, Wenzhou 325027, Zhejiang, China.,The Second School of Medicine, Wenzhou Medical University, Wenzhou 325027, Zhejiang, China
| | - Xiaolei Zhang
- Department of Orthopaedics, The Second Affiliated Hospital and Yuying Children's Hospital of Wenzhou Medical University, Wenzhou 325027, Zhejiang, China.,Key Laboratory of Orthopaedics of Zhejiang Province, Wenzhou 325027, Zhejiang, China.,The Second School of Medicine, Wenzhou Medical University, Wenzhou 325027, Zhejiang, China.,Chinese Orthopaedic Regenerative Medicine Society, Hangzhou, Zhejiang, China
| | - Xiangyang Wang
- Department of Orthopaedics, The Second Affiliated Hospital and Yuying Children's Hospital of Wenzhou Medical University, Wenzhou 325027, Zhejiang, China.,Key Laboratory of Orthopaedics of Zhejiang Province, Wenzhou 325027, Zhejiang, China.,The Second School of Medicine, Wenzhou Medical University, Wenzhou 325027, Zhejiang, China
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19
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da Silva GT, Bergmann A, Thuler LCS. Incidence and Risk Factors for Bone Metastasis in Non-Small Cell Lung Cancer. Asian Pac J Cancer Prev 2019; 20:45-51. [PMID: 30678379 PMCID: PMC6485556 DOI: 10.31557/apjcp.2019.20.1.45] [Citation(s) in RCA: 27] [Impact Index Per Article: 4.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/21/2017] [Accepted: 12/22/2018] [Indexed: 01/17/2023] Open
Abstract
Background: Bone is a frequent site of metastasis from various primary cancers including with Non-Small Cell Lung Cancer. The aim of this study was to investigate the incidence and risk factors for Bone Metastasis in patients with Non-Small Cell Lung Cancer. Methodology: A cohort study was carried out in patients diagnosed with Non-Small Cell Lung Cancer between 2006 and 2014 in a single cancer centre. A descriptive analysis of the population was compiled based on mean ± standard deviation (SD) for continuous variables and percentage (%) for categorical variables. Univariate and multivariate Cox proportional hazards regression analyses were carried out to quantify the relationship between independent variables and the outcome variable (Bone Metastasis). Results: During the study period 1025 patients were diagnosed with Non-Small Cell Lung Cancer. Bone Metastasis was detected in 136 patients (13.2%) with a mean interval between Non-Small Cell Lung Cancer diagnosis and Bone Metastasis of 8.07 months (95% CI: 7.68 8.45). Multivariate analysis revealed that younger age (HR 0.97; 95%CI, 0.95–0.99; p=0.002), adenocarcinoma (HR 1.51; 95%CI, 1.06–2.15; p=0.021) and treatment with chemotherapy, radiotherapy or chemotherapy combined with radiotherapy (HR 3.73; 95%CI, 2.30–6.05; p<0.001) were associated with the occurrence of Bone Metastasis. Conclusion: The incidence of Bone Metastasis was 13.2%. Younger age, histological subtype adenocarcinoma and treatment with chemotherapy, radiotherapy or chemotherapy combined with radiotherapy are independent risk factors for Bone Metastasis.
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Affiliation(s)
- Gustavo Telles da Silva
- National Cancer Institute and Federal University of the State of Rio de Janeiro, Rio de Janeiro , Brazil.
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20
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Silva GT, Silva LM, Bergmann A, Thuler LC. Bone metastases and skeletal-related events: incidence and prognosis according to histological subtype of lung cancer. Future Oncol 2019; 15:485-494. [PMID: 30624078 DOI: 10.2217/fon-2018-0613] [Citation(s) in RCA: 14] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/22/2022] Open
Abstract
AIM Estimate the incidence of bone metastases (BM) and skeletal-related events according to the histological subtype of lung cancer and its impact on patient survival. PATIENTS & METHODS Retrospective cohort study was carried out with patients diagnosed with lung cancer. Cumulative incidence, Kaplan-Meier survival analysis and the risk of death were estimated. RESULTS In non-small-cell lung cancer (NSCLC), the cumulative incidence of BM during follow-up was 23.8% at 24 months; in small-cell lung cancer, it was 18.5%. The presence of BM in patients with NSCLC was associated with an increased risk of death (hazard ratio: 1.25; 95% CI: 1.04-1.49; p = 0.013). CONCLUSION This study revealed a high incidence of BM and skeletal-related events. BM was associated with a poor prognosis in NSCLC patients.
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Affiliation(s)
- Gustavo T Silva
- Cancer Hospital I, National Cancer Institute, Rio de Janeiro, Brazil
| | - Larissy M Silva
- Research Center, National Cancer Institute, Rio de Janeiro, Brazil
| | - Anke Bergmann
- Research Center, National Cancer Institute, Rio de Janeiro, Brazil
| | - Luiz Cs Thuler
- Research Center, National Cancer Institute, Rio de Janeiro, Brazil.,Federal University of the State of Rio de Janeiro, Rio de Janeiro, Brazil
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Oliveira MBDR, Marques BDC, Matos RA, Fontenelle CRDC, Mello FCDQ, Paschoal MEM. PATHOLOGICAL FRACTURES DUE TO BONE METASTASES FROM LUNG CANCER: RISK FACTORS AND SURVIVAL. ACTA ORTOPEDICA BRASILEIRA 2018; 26:388-393. [PMID: 30774512 PMCID: PMC6362688 DOI: 10.1590/1413-785220182606201669] [Citation(s) in RCA: 6] [Impact Index Per Article: 0.9] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Indexed: 12/11/2022]
Abstract
INTRODUCTION Pathological fractures are frequent skeletal-related events among lung cancer patients, which result in high morbidity and decreased overall survival and make operative treatment decisions challenging. OBJECTIVES To identify risk factors associated with the occurrence of pathological fractures in patients with lung cancer and to determine survival. METHODS We conducted a retrospective cohort study with 407 lung carcinoma patients diagnosed between 2006 and 2015. The prevalence of bone metastases and pathological fractures was calculated. Statistical analysis was conducted using a chi-squared test, and the odds ratio and 95% confidence interval were calculated. Overall survival was determined using the Kaplan-Meier method and differences were compared using the log-rank test. RESULTS The prevalence of bone metastases and pathological fractures was 28.2% (n = 115) and 19.1% (n = 22), respectively. Pathological fractures were more frequent among patients with bone metastases at the time of diagnosis of lung cancer (24.7% [n = 20] vs. 5.9% [n = 2]; p < 0.05). The median overall survival following the diagnosis of lung cancer, bone metastases, and pathological fracture was 6, 4, and 2 months, respectively. CONCLUSIONS Pathological fracture was associated with synchronous bone metastases and overall survival times were considerably reduced. Level of Evidence IV, Case Series.
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Liu W, Wu J. Lung cancer with bone metastases in the United States: an analysis from the Surveillance, Epidemiologic, and End Results database. Clin Exp Metastasis 2018; 35:753-761. [PMID: 30341554 DOI: 10.1007/s10585-018-9943-5] [Citation(s) in RCA: 13] [Impact Index Per Article: 1.9] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/26/2018] [Accepted: 10/12/2018] [Indexed: 12/19/2022]
Abstract
The present study used the Surveillance, Epidemiology and End Results (SEER) database to identify demographic and prognostic characteristics of lung cancer with bone metastases in the United States from 2010 to 2014. 30,364 patients with metastatic lung cancer to bones were identified in the SEER database. Their information on the basic characteristics and the histological signatures of the cancer was extracted and analyzed. Joinpoint analysis was used to test the trends in annual percentage change (APC) of the incidence. 1-year survival rate among patients with metastatic lung cancer to bones was only 20.2%, and median survival time was about 3.0 months for those patients. Young age, female sex, race other than white and black, tumor in lobes, smaller tumor, adenocarcinoma, and surgery for primary site were associated with a significant survival benefit. APC of the incidence almost increased steadily on the whole and reached the level of statistical significance among the patients older than age 60. Although there are some signatures associated with better prognosis, the overall outcome remains very poor in patients with metastatic lung cancer to bones. In addition, the incidence of lung cancer with bone metastases is increasing in certain subgroups in the United States.
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Affiliation(s)
- Wangmi Liu
- The Second Affiliated Hospital, College of Medicine, Zhejiang University, Hangzhou, 310009, China
| | - Jiayan Wu
- Shanghai Tenth People's Hospital, Tongji University School of Medicine, Shanghai, 200032, China.
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Wo H, He J, Zhao Y, Yu H, Chen F, Yi H. The Efficacy and Toxicity of Gefitinib in Treating Non-small Cell Lung Cancer: A Meta-analysis of 19 Randomized Clinical Trials. J Cancer 2018; 9:1455-1465. [PMID: 29721056 PMCID: PMC5929091 DOI: 10.7150/jca.23356] [Citation(s) in RCA: 11] [Impact Index Per Article: 1.6] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/16/2017] [Accepted: 02/05/2018] [Indexed: 01/22/2023] Open
Abstract
Background: This meta-analysis evaluated the efficacy and toxicity of gefitinib with other commonly used drugs in different treatment settings and epidermal growth factor receptor (EGFR) mutation status. Methods: Nineteen randomize clinical trials (RCTs) of 6,554 patients with NSCLC were pooled in this meta-analysis by random-effects or fixed-effects model, whichever is proper. Results: In first-line therapy, gefitinib showed higher odds than chemotherapy (OR = 2.19, 95% CI: 1.20-4.01), but less than other targeted therapies (OR = 0.58, 95% CI: 0.38-0.88). As non-first-line therapy, the overall survival (OS) and progression-free survival (PFS) were similar between gefitinib and controls (HR = 1.00, 95% CI: 0.93-1.08; HR = 0.91, 95% CI: 0.72-1.15), respectively. With the regard to toxicity, the incidences of dry skin, rash and pruritus were higher in gefitinib compared with controls, while gefitinib significantly reduced the incidence of hematologic toxicity. Conclusion: Gefitinib might be more efficient than chemotherapy, but less efficient than other targeted therapies in ORR, especially in EGFR mutation-positive patients. Gefitinib can decrease the odds of hematologic toxicity compared to controls. Future studies, especially those with EGFR mutation-positive patients, will be needed to confirm our findings.
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Affiliation(s)
- Hongmei Wo
- Department of Health Economics, School of Health Policy and Management, Nanjing Medical University, Nanjing, 211166, China
| | - Jing He
- Department of Biostatistics, School of Public Health, Nanjing Medical University, Nanjing, 211166, China
| | - Yang Zhao
- Department of Biostatistics, School of Public Health, Nanjing Medical University, Nanjing, 211166, China
| | - Hao Yu
- Department of Biostatistics, School of Public Health, Nanjing Medical University, Nanjing, 211166, China
| | - Feng Chen
- Department of Biostatistics, School of Public Health, Nanjing Medical University, Nanjing, 211166, China
| | - Honggang Yi
- Department of Biostatistics, School of Public Health, Nanjing Medical University, Nanjing, 211166, China
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Hernandez RK, Wade SW, Reich A, Pirolli M, Liede A, Lyman GH. Incidence of bone metastases in patients with solid tumors: analysis of oncology electronic medical records in the United States. BMC Cancer 2018; 18:44. [PMID: 29306325 PMCID: PMC5756362 DOI: 10.1186/s12885-017-3922-0] [Citation(s) in RCA: 229] [Impact Index Per Article: 32.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/29/2016] [Accepted: 12/14/2017] [Indexed: 12/21/2022] Open
Abstract
Background Bone metastases commonly occur in conjunction with solid tumors, and are associated with serious bone complications. Population-based estimates of bone metastasis incidence are limited, often based on autopsy data, and may not reflect current treatment patterns. Methods Electronic medical records (OSCER, Oncology Services Comprehensive Electronic Records, 569,000 patients, 52 US cancer centers) were used to identify patients ≥18 years with a solid tumor diagnosis recorded between 1/1/2004 and 12/31/2013, excluding patients with hematologic tumors or multiple primaries. Each patient’s index date was set to the date of his or her first solid tumor diagnosis in the selection period. Kaplan-Meier analyses were used to quantify the cumulative incidence of bone metastasis with follow-up for each patient from the index date to the earliest of the following events: last clinic visit in the OSCER database, occurrence of a new primary tumor or bone metastasis, end of study (12/31/2014). Incidence estimates and associated 95% confidence intervals (CI) are provided for up to 10 years of follow-up for all tumor types combined and stratified by tumor type and stage at diagnosis. Results Among 382,733 study patients (mean age 64 years; mean follow-up 940 days), breast (36%), lung (16), and colorectal (12%) tumors were most common. Mean time to bone metastasis was 400 days (1.1 years). Cumulative incidence of bone metastasis was 2.9% (2.9–3.0) at 30 days, 4.8% (4.7–4.8) at one year, 5.6% (5.5–5.6) at two years, 6.9% (6.8–7.0) at five years, and 8.4% (8.3–8.5) at ten years. Incidence varied substantially by tumor type with prostate cancer patients at highest risk (18% – 29%) followed by lung, renal or breast cancer. Cumulative incidence of bone metastasis increased by stage at diagnosis, with markedly higher incidence among patients diagnosed at Stage IV of whom11% had bone metastases diagnosed within 30 days. Conclusions These estimates of bone metastasis incidence represent the experience of a population with longer follow-up than previously published, and represent experience in the recent treatment landscape. Underestimation is possible given reliance on coded diagnoses but the clinical detail available in electronic medical records contributes to the accuracy of these estimates.
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Affiliation(s)
| | - Sally W Wade
- Wade Outcomes Research and Consulting, 358 South 700 East, Suite B432, Salt Lake City, UT, 84102, USA
| | - Adam Reich
- IMS Health, 1 IMS Drive, Plymouth Meeting, PA, 19462, USA
| | | | - Alexander Liede
- Amgen, Inc., 1120 Veterans Blvd, South San Francisco, CA, 94114, USA.
| | - Gary H Lyman
- Fred Hutchinson Cancer Research Center, University of Washington School of Medicine, 1100 Fairview Ave N, Seattle, Washington, 98109, USA
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da Silva GT, Bergmann A, Thuler LCS. Impact of Symptomatic Metastatic Spinal Cord Compression on Survival of Patients with Non-Small-Cell Lung Cancer. World Neurosurg 2017; 108:698-704. [DOI: 10.1016/j.wneu.2017.09.079] [Citation(s) in RCA: 5] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/04/2017] [Revised: 09/11/2017] [Accepted: 09/13/2017] [Indexed: 01/05/2023]
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Accuracy of Medicare Claim–based Algorithm to Detect Breast, Prostate, or Lung Cancer Bone Metastases. Med Care 2017; 55:e144-e149. [DOI: 10.1097/mlr.0000000000000539] [Citation(s) in RCA: 12] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/25/2022]
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Malik S, Shneiderman B, Du F, Plaisant C, Bjarnadottir M. High-Volume Hypothesis Testing. ACM T INTERACT INTEL 2016. [DOI: 10.1145/2890478] [Citation(s) in RCA: 12] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/22/2022]
Abstract
Cohort comparison studies have traditionally been hypothesis driven and conducted in carefully controlled environments (such as clinical trials). Given two groups of event sequence data, researchers test a single hypothesis (e.g., does the group taking Medication A exhibit more deaths than the group taking Medication B?). Recently, however, researchers have been moving toward more exploratory methods of retrospective analysis with existing data. In this article, we begin by showing that the task of cohort comparison is specific enough to support automatic computation against a bounded set of potential questions and objectives, a method that we refer to as High-Volume Hypothesis Testing (HVHT). From this starting point, we demonstrate that the diversity of these objectives, both across and within different domains, as well as the inherent complexities of real-world datasets, still requires human involvement to determine meaningful insights. We explore how visualization and interaction better support the task of exploratory data analysis and the understanding of HVHT results (how significant they are, why they are meaningful, and whether the entire dataset has been exhaustively explored). Through interviews and case studies with domain experts, we iteratively design and implement visualization and interaction techniques in a visual analytics tool, CoCo. As a result of our evaluation, we propose six design guidelines for enabling users to explore large result sets of HVHT systematically and flexibly in order to glean meaningful insights more quickly. Finally, we illustrate the utility of this method with three case studies in the medical domain.
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Affiliation(s)
- Sana Malik
- University of Maryland, College Park, MD
| | | | - Fan Du
- University of Maryland, College Park, MD
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Liao CG, Yao L, Xie W, Liu L, Wu SD, Lu N, Huang JG, Kong LM, Zhang HL. Basigin-2 upregulated by receptor activator of NF-κB ligand enhances lung cancer-induced osteolytic lesions. Cancer Cell Int 2016; 16:28. [PMID: 27042161 PMCID: PMC4818914 DOI: 10.1186/s12935-016-0302-9] [Citation(s) in RCA: 7] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/22/2016] [Accepted: 03/24/2016] [Indexed: 12/16/2022] Open
Abstract
BACKGROUND Lung cancer bone metastasis causes poor prognosis. Basigin-2, a novel cancer-associated biomarker, is upregulated in lung cancer and has been linked with tumor progression. But little is known about the role of basigin-2 in lung cancer bone metastasis and osteolytic lesion. METHODS Basigin-2 expression was evaluated in biopsy tissue specimens of 20 lung cancer patients with bone metastases via immunohistochemistry. Invasion assay and MTT proliferation assay were performed to test the invasion and proliferation of lung cancer cell after modulated basigin-2 expression. The osteoclastic activity of basigin-2 was detected in tibia cancer model by injected of lung cancer cells. The regulation role of receptor activator of NF-κB ligand (RANKL) on basigin-2 and its downstream molecules were measured by real-time quantitative RT-PCR, gelatin zymography and western blot analysis. RESULTS We found that basigin-2 was highly expressed in lung cancer bone metastases. Then, we demonstrated that basigin-2 could promote lung cancer cells invasion, metastasis and proliferation through upregulating metalloproteinases-2 (MMP-2), MMP-9 and vascular endothelial growth factor (VEGF) expression. The lung cancer cells overexpressing basigin-2 strongly induced the osteolytic lesions in immunodeficient mice, which were reduced by treatment with basigin-2 blocking antibody. Furthermore, we explored the enhanced basigin-2 molecular mechanism in lung cancer bone metastasis. Our results indicated the RANKL, pivotal for the control of bone resorption, could increase basigin-2 and its downstream molecules MMP-2, MMP-9 and VEGF expression in vitro. CONCLUSIONS Basigin-2 upregulated by RANKL induces MMPs and VEGF, which may increase lung cancer cell metastasis ability and support osteoclastic activity. Thus, our data suggest important roles for basigin-2 in lung cancer-induced osteolytic lesion and implicate this protein potential application as a target for lung cancer bone metastasis therapy.
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Affiliation(s)
- Cheng-Gong Liao
- Department of Oncology, Tangdu Hospital, Cancer Institute, Fourth Military Medical University, Xi'an, 710038 People's Republic of China.,Department of Oncology, Urumqi General Hospital of Lanzhou Military Command of PLA, Urumqi, 830000 People's Republic of China
| | - Li Yao
- Department of Pathology, Tangdu Hospital, Fourth Military Medical University, Xi'an, 710038 People's Republic of China
| | - Wei Xie
- Department of Oncology, Urumqi General Hospital of Lanzhou Military Command of PLA, Urumqi, 830000 People's Republic of China
| | - Lili Liu
- Department of Oncology, Tangdu Hospital, Cancer Institute, Fourth Military Medical University, Xi'an, 710038 People's Republic of China
| | - Sheng-Da Wu
- Cadet Brigade, Fourth Military Medical University, Xi'an, 710032 People's Republic of China
| | - Ning Lu
- Department of Oncology, Urumqi General Hospital of Lanzhou Military Command of PLA, Urumqi, 830000 People's Republic of China
| | - Jian-Guo Huang
- Department of Oncology, Urumqi General Hospital of Lanzhou Military Command of PLA, Urumqi, 830000 People's Republic of China
| | - Ling-Min Kong
- Cell Engineering Research Center and Department of Cell Biology, National Translational Science Center for Molecular Medicine, Fourth Military Medical University, Xi'an, 710032 People's Republic of China
| | - He-Long Zhang
- Department of Oncology, Tangdu Hospital, Cancer Institute, Fourth Military Medical University, Xi'an, 710038 People's Republic of China
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The relationship between lung cancer histology and the clinicopathological characteristics of bone metastases. Lung Cancer 2016; 96:19-24. [PMID: 27133744 DOI: 10.1016/j.lungcan.2016.03.014] [Citation(s) in RCA: 35] [Impact Index Per Article: 3.9] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/01/2015] [Revised: 02/03/2016] [Accepted: 03/25/2016] [Indexed: 11/22/2022]
Abstract
OBJECTIVES Lung cancer is the leading cause of death due to cancer, and bone is one of the most frequent sites of metastasis. However, there is no published evidence regarding an association between lung cancer histology and skeletal complications. Therefore, we evaluated the influence of lung cancer histology on the frequency of bone metastases (BMs), skeletal-related events (SREs), and survival after BM. MATERIAL AND METHODS This retrospective study evaluated medical records from 413 patients who were diagnosed with lung cancer between 2003 and 2012. The prevalences of BMs and SREs were calculated, and their associations with the histological subtypes were evaluated using the chi-square test, odds ratios (OR), and 95% confidence intervals (CI). Overall survivals and associations with the histological subtypes were evaluated using the Kaplan-Meier method and the log-rank test. RESULTS The prevalences of BM, synchronous BM, and SREs were 28.2%, 70.4%, and 68.7%, respectively. Adenocarcinoma was the most common histological subtype (46.7%), and was significantly more frequent among patients with BM (58.3% vs. 42.1%; p=0.003; OR: 1.92; 95% CI: 1.29-2.97). Squamous cell was significantly less frequent among patients with BM (13.0% vs. 29.8%; p=0.0004; OR: 0.35; 95% CI: 0.19-0.64). The median survival time after the first BM diagnosis was 4 months, and there was no significant difference in the survival periods for the various histological subtypes. CONCLUSION Adenocarcinoma and squamous cell were significantly associated with higher and lower risks of developing BM, respectively.
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Risk factors for skeletal-related events (SREs) and factors affecting SRE-free survival for nonsmall cell lung cancer patients with bone metastases. Tumour Biol 2015; 37:1131-40. [PMID: 26276360 DOI: 10.1007/s13277-015-3907-z] [Citation(s) in RCA: 27] [Impact Index Per Article: 2.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/07/2015] [Accepted: 08/05/2015] [Indexed: 12/25/2022] Open
Abstract
Skeletal-related events (SREs) for nonsmall cell lung cancer (NSCLC) patients with bone metastasis lead to serious morbidity. The aim of this study was to determine risk factors for SREs in NSCLC patients with bone metastasis and the factors influencing SRE-free survival and overall survival (OS). From 2000 to 2012, we evaluated retrospectively 835 NSCLC patients. Three hundred and thirty-five of them with bone metastasis were included in the study. SREs and the other prognostic factors were evaluated by univariate and multivariate analysis for SRE-free survival and OS. SREs were detected in 244 patients (72.8 %). The most common SREs were the need for radiotherapy (43.2 %) and malignant hypercalcemia (17.6 %). The median time to first SRE was 3.5 months at the median follow-up of 17 months. A multivariate analysis showed that the presence of bone metastasis at diagnosis (p < 0.001), the number of bone metastasis (p = 0.001), baseline hypercalcemia (p = 0.004), and the presence of palliative radiotherapy (p = 0.04) were independent prognostic factors for SRE-free survival. A logistic regression analysis identified that the presence of bone metastasis at diagnosis [odds ratio (OR), 12.6], number of bone metastasis (OR, 3.05), and baseline hypercalcemia (OR, 0.33) were found to be predictive factors in the developing of SRE. The median OS time for patients with SRE was worse than that for patients without SRE (7 vs 12 months, respectively). For OS, male gender, ECOG performance status (PS), high lactate dehydrogenase (LDH) level, hypoalbuminemia, the presence of bone metastasis at diagnosis, the number of bone metastasis, the presence of SREs, the presence of bisphosphonate therapy, and palliative radiotherapy were independent prognostic indicators for OS by the multivariate analysis. Our results indicated that the frequency of SREs was high and the presence of bone metastasis at the time of diagnosis, baseline hypercalcemia, and multiple bone metastases were significant factors predicting the occurrence of SREs. If bone metastases diagnose earlier, treatments for the prevention of SREs may be initiated earlier; thus, the deterioration of quality of life may be preserved.
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Skov Dalgaard K, Gammelager H, Sværke C, Kurics T, Cetin K, Christiansen CF. Hospital use among patients with lung cancer complicated by bone metastases and skeletal- related events: a population-based cohort study in Denmark. Clin Epidemiol 2015; 7:363-8. [PMID: 26316819 PMCID: PMC4540137 DOI: 10.2147/clep.s78301] [Citation(s) in RCA: 8] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/23/2022] Open
Abstract
Objective Skeletal-related events (SREs) among patients with bone metastases from lung cancer may be associated with considerable use of health care resources. We analyzed in- and outpatient hospital contacts in relation to SREs among all Danish lung cancer patients with bone metastases. Methods For this cohort study, we used the Danish Cancer Registry and the Danish National Registry of Patients to identify all persons diagnosed with first-time lung cancer and bone metastases from 2003 through 2009 in Denmark. We followed these patients until December 31, 2010, for the development of SREs (spinal cord compression; pathological or osteoporotic fracture, surgery to bone; or conventional external radiation therapy). We examined the number of inpatient hospitalizations, inpatient bed-days, hospital outpatient clinic visits, and emergency room visits within three time periods: a pre-SRE period (90-day period prior to the diagnostic period), a SRE diagnostic period (14-day period prior to the SRE), and a post-SRE period (90-day period after the SRE). Results We identified 1,146 patients with lung cancer, bone metastases, and ≥1 subsequent SRE among 28,443 patients with incident lung cancer. Over 75% of patients with SREs (n=852) had more than one SRE. The number of hospital bed-days was high in the post-SRE period compared to the pre-SRE period, as illustrated by patients with multiple SREs who had 10.7 (95% confidence interval, 10.4–10.9) hospital bed-days per 100 person-days in the pre-SRE period and 28.2 (95% confidence interval, 27.8–28.6) bed-days per 100 person-days in the post-SRE period. Conclusion SREs secondary to bone metastases in lung cancer patients are associated with a substantial number of hospital contacts and hospital bed-days.
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Affiliation(s)
| | - Henrik Gammelager
- Department of Clinical Epidemiology, Aarhus University Hospital, Aarhus, Denmark
| | - Claus Sværke
- Department of Clinical Epidemiology, Aarhus University Hospital, Aarhus, Denmark
| | - Tamás Kurics
- Department of Clinical Epidemiology, Aarhus University Hospital, Aarhus, Denmark
| | - Karynsa Cetin
- Center for Observational Research, Amgen Inc., Thousand Oaks, CA, USA
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Liao H, Zhao X, Qu J, Zhang J, Cai H. Matrine suppresses invasion and metastasis of NCI-H1299 cells by enhancing microRNA-133a expression. Int J Clin Exp Med 2015; 8:10714-10722. [PMID: 26379863 PMCID: PMC4565246] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/16/2015] [Accepted: 07/06/2015] [Indexed: 06/05/2023]
Abstract
Matrine has been proved to inhibit proliferation and induce apoptosis of human lung cancer cells. However, less studies involved in evaluating the effects and mechanism of matrine in cell migration and invasion of lung cancer. This study was aim to investigate the involvement of miR-133a in matrine's anti-invasion and anti-metastasis in lung cancer. MTT assay was used to assess the inhibition of proliferation effects of matrine in NCI-H1299 cells. Migration and invasion abilities of NCI-H1299 cells were investigated by Transwell assays. Expression of miR-133a was detected by real-time PCR. Anti-miR technique was applied to inhibit miR-133a in matrine treated HCI-H1299 cells. Real-time PCR and Western blotting were performed to evaluate the activation of EGFR/Akt/MMP-9 pathway. As results, matrine treatment significantly inhibited proliferation, migration and invasion of NCI-H1299 cells in a concentration-dependent manner, accompanied by significantly elevation of miR-133a expression. However, matrine failed to inhibit the metastatic ability when cells transfected with anti-miR-133a. Matrine treatment also suppressed activation of EGFR/Akt/MMP-9 pathway. The inhibitory effects of matrine on activation of EGFR pathway were also reversed by anti-miR-133a transfection in NCI-H1299 cells. In conclusion, matrine inhibited the invasion and metastasis of lung cancer cell by elevating expression of miR-133a which further suppressed activation of EGFR/Akt/MMP-9 pathway.
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Affiliation(s)
- Hehe Liao
- Second Department of Thoracic Surgery, The First Affiliated Hospital of Xi’an Jiaotong University277 West Yanta Road, Xi’an 710061, Shaanxi, China
| | - Xixi Zhao
- Department of Oncology, The Second Affiliated Hospital of Xi’an Jiaotong University157 West Fifth Street, Xi’an, 710004, Shaanxi, China
| | - Jinkun Qu
- Second Department of Thoracic Surgery, The First Affiliated Hospital of Xi’an Jiaotong University277 West Yanta Road, Xi’an 710061, Shaanxi, China
| | - Jia Zhang
- Second Department of Thoracic Surgery, The First Affiliated Hospital of Xi’an Jiaotong University277 West Yanta Road, Xi’an 710061, Shaanxi, China
| | - Hui Cai
- Department of Vascular Surgery, The First Affiliated Hospital of Xi’an Jiaotong University277 West Yanta Road, Xi’an 710061, Shaanxi, China
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da Silva GT, Bergmann A, Thuler LCS. Skeletal related events in patients with bone metastasis arising from non-small cell lung cancer. Support Care Cancer 2015; 24:731-736. [DOI: 10.1007/s00520-015-2835-1] [Citation(s) in RCA: 14] [Impact Index Per Article: 1.4] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/25/2015] [Accepted: 06/22/2015] [Indexed: 01/16/2023]
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Incidence, associated factors, and survival in metastatic spinal cord compression secondary to lung cancer. Spine J 2015; 15:1263-9. [PMID: 25687415 DOI: 10.1016/j.spinee.2015.02.015] [Citation(s) in RCA: 32] [Impact Index Per Article: 3.2] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 09/11/2014] [Revised: 12/15/2014] [Accepted: 02/06/2015] [Indexed: 02/03/2023]
Abstract
BACKGROUND CONTEXT Bone metastasis (BM) occurs frequently in patients with lung cancer (LC). The most affected are the bones of the spine, increasing the risk of developing metastatic spinal cord compression (MSCC). Although MSCC is one of the most disabling complications, few studies have reported relevant results related to its frequency and prognosis among patients with LC. PURPOSE The purpose of this study was to determine the incidence and associated factors of the development of MSCC after BM with LC and its prognosis. STUDY DESIGN/SETTING This is a cohort study. PATIENT SAMPLE A cohort of 112 patients with BM because of LC, whose treatment was performed exclusively at the National Cancer Institute, was analyzed. OUTCOME MEASURES Study outcome measures included incidence of MSCC, factors associated with MSCC, and survival analysis. METHODS A cohort study was performed involving patients with BM because of LC diagnosed between 2007 and 2011. Clinical and sociodemographic data were extracted from the physical and electronic medical records because of initial diagnosis (up until December 2013). The association between the independent variables and the outcomes was performed by using crude and adjusted odds ratios (ORs), assuming 95% confidence intervals (CIs). For the exploratory evaluation between the independent variables and the time until the outcomes, Kaplan-Meier survival analysis was conducted. To identify if the differences between the curves were statistically significant, a log-tank test was calculated. A Cox multiple regression model, using the forward stepwise method, was applied, aiming to estimate the factors associated with time to death in the different exposure groups. RESULTS Of the 112 patients with BM, 31 (27.7%) developed MSCC. The univariate analysis showed that patients with three or more involved vertebrae revealed a 6.1 times greater risk of developing MSCC, compared with those with up to two metastatic vertebrae involved (OR: 6.1, 95% CI: 2.5-15.1, p<.001). Among the patients who developed MSCC, the median survival time was 4.4 months (95% CI: 1.5-7.3) and 4.7 months (95% CI: 3.5-5.9) in the patients without MSCC, not being a statistically significant difference (p=.19). After the occurrence of the MSCC, the median survival time was 2.8 months (95% CI: 1.4-4.1). CONCLUSIONS In this study, a high incidence of MSCC was observed in patients with BM. The study suggests that patients with three or more involved vertebrae per metastasis are more likely to develop MSCC. No alteration in the overall survival time was noticed among the patients with or without MSCC.
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Cetin K, Christiansen CF, Jacobsen JB, Nørgaard M, Sørensen HT. Bone metastasis, skeletal-related events, and mortality in lung cancer patients: a Danish population-based cohort study. Lung Cancer 2014; 86:247-54. [PMID: 25240518 DOI: 10.1016/j.lungcan.2014.08.022] [Citation(s) in RCA: 102] [Impact Index Per Article: 9.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/29/2014] [Accepted: 08/31/2014] [Indexed: 10/24/2022]
Abstract
OBJECTIVES To estimate the incidence rate of bone metastasis and subsequent skeletal-related events (SREs) (radiation to bone, spinal cord compression, fracture, and surgery to bone) in lung cancer patients and to quantify their impact on mortality. MATERIALS AND METHODS We conducted a nationwide cohort study of patients diagnosed with lung cancer between 1999 and 2010 in Denmark. We computed the cumulative incidence (%) of bone metastasis and subsequent SREs (treating death as a competing risk) and corresponding incidence rates (per 1000 person-years). Survival was evaluated using the Kaplan-Meier method for three dynamic lung cancer patient cohorts-no bone metastasis; bone metastasis without SREs; and bone metastasis with SREs. Based on a Cox proportional hazards model, we computed mortality rate ratios (MRRs) comparing mortality rates between these patient cohorts, adjusting for age, comorbidity, stage, and histology. Analyses were conducted for the lung cancer patient cohort overall and by histologic subtype. RESULTS We identified 29,720 patients with incident lung cancer (median follow-up: 7.3 months). The 1-year cumulative incidence of bone metastasis was 5.9%, and the 1-year cumulative incidence of subsequent SREs was 55.0%. The incidence of bone metastasis and SREs was higher in patients with non-small cell lung cancer (NSCLC) versus SCLC. One-year survival was 37.4% in patients with no bone metastasis; 12.1% in patients with bone metastasis without SREs; and 5.1% in patients with both bone metastasis and SREs. When mortality rates between patients with bone metastasis with and without an SRE were compared, 2-month mortality rates were similar, but the >2-month adjusted MRR was 2.0 (95% confidence interval: 1.7-2.2). CONCLUSION Bone metastases predict a poor prognosis in lung cancer patients. The majority of lung cancer patients with bone metastasis will also experience an SRE, which may further increase the rate of mortality.
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Affiliation(s)
- Karynsa Cetin
- Center for Observational Research, Amgen Inc., One Amgen Center Drive, MS 24-2-A, Thousand Oaks, CA 91320, USA.
| | - Christian Fynbo Christiansen
- Department of Clinical Epidemiology, Aarhus University Hospital, Olof Palmes Allé 43-45, DK-8200 Århus N., Denmark
| | - Jacob Bonde Jacobsen
- Department of Clinical Epidemiology, Aarhus University Hospital, Olof Palmes Allé 43-45, DK-8200 Århus N., Denmark
| | - Mette Nørgaard
- Department of Clinical Epidemiology, Aarhus University Hospital, Olof Palmes Allé 43-45, DK-8200 Århus N., Denmark
| | - Henrik Toft Sørensen
- Department of Clinical Epidemiology, Aarhus University Hospital, Olof Palmes Allé 43-45, DK-8200 Århus N., Denmark
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