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Bernabe-Ramirez C, Velazquez AI, Olazagasti C, Decat Bergerot C, Bergerot PG, Corona Cruz J, Riano I, Adaniel C, Ramirez F, Anampa J, Cajina C, Mena E, Gracia E, Menendez A, Idrovo H, Bezares R, Castillo Fernandez OO, Duque L, Corrales-Rodríguez L, Ramos G, Kihn-Alarcón AJ, Schlam I, Bruno X, Umanzor G, Castro JL, Losco F, Ubillos L, Richardet E, Soto-Perez-de-Celis E, Duma N. HOLA COVID-19 Study: Evaluating the Impact of Caring for Patients With COVID-19 on Cancer Care Delivery in Latin America. JCO Glob Oncol 2022; 8:e2100251. [PMID: 35245084 PMCID: PMC8920462 DOI: 10.1200/go.21.00251] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/02/2021] [Revised: 12/04/2021] [Accepted: 02/01/2022] [Indexed: 11/20/2022] Open
Abstract
PURPOSE The HOLA COVID-19 study sought to evaluate the impact of COVID-19 on oncology practices across Latin America (LATAM), challenges faced by physicians, and how practices and physicians adapted while delivering care to patients with cancer. METHODS This international cross-sectional study of oncology physicians in LATAM included a 43-item anonymous online survey to evaluate changes and adaptations to clinical practice. Multivariable logistic regression analyses were used to evaluate the association of caring for patients with COVID-19 and changes to clinical practice. RESULTS A total of 704 oncology physicians from 19 countries completed the survey. Among respondents, the most common specialty was general oncology (34%) and 56% of physicians had cared for patients with COVID-19. The majority of physicians (70%) noted a decrease in the number of new patients evaluated during the COVID-19 pandemic when compared with prepandemic, and 73% reported adopting the use of telemedicine in their practice. More than half (58%) of physicians reported making changes to the treatments that they offered to patients with cancer. In adjusted models, physicians who had cared for patients with COVID-19 had higher odds of changing the type of chemotherapy or treatments that they offered (adjusted odds ratio 1.81; 95% CI, 1.30 to 2.53) and of delaying chemotherapy start (adjusted odds ratio 2.05; 95% CI, 1.49 to 2.81). Physicians identified significant delays in access to radiation and surgical services, diagnostic tests, and supportive care. CONCLUSION The COVID-19 pandemic has significantly disrupted global cancer care. Although changes to health care delivery are a necessary response to this global crisis, our study highlights the significant disruption and changes to the treatment plans of patients with cancer in LATAM resulting from the COVID-19 health care crisis.
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Affiliation(s)
| | - Ana I. Velazquez
- Division of Hematology/Oncology, Department of Medicine, University of California, San Francisco, San Francisco, CA
- National Clinician Scholars Program, Philip R. Lee Institute for Health Policy Studies, University of California, San Francisco, San Francisco, CA
| | - Coral Olazagasti
- Sylvester Comprehensive Cancer Center at the University of Miami, Miami, ML
| | | | | | | | - Ivy Riano
- Hematology and Oncology Section, Dartmouth-Hitchcock Medical Center, Lebanon, NH
| | | | | | - Jesus Anampa
- Montefiore Medical Center/Albert Einstein College of Medicine/Albert Einstein Cancer Center, Bronx, NY
| | - Carmen Cajina
- Universidad Nacional Autonoma de Nicaragua, Managua, Nicaragua
| | - Evelin Mena
- Instituto Nacional Del Cancer Rosa Emilia Sanchez Perez de Tavares (INCART), Santo Domingo, Dominican Republic
| | - Elias Gracia
- National Institute of Oncology and Radiobiology, Havana City, Cuba
| | | | | | | | | | - Liseth Duque
- Hospital Universitario Dr Jose Maria Vargas, Caracas, Venezuela
| | | | - Glenda Ramos
- SOLCA, Instituto Oncologico Nacional, Guayaquil, Ecuador
| | - Alba J. Kihn-Alarcón
- Research Department, Liga Nacional Contra el Cáncer & Instituto de Cancerología, Guatemala City, Guatemala
| | | | - Ximena Bruno
- Hematology Oncology Division, Department of Medicine, University of Pennsylvania, Philadelphia, PA
| | | | - Jenny Lissette Castro
- Department of Medical Oncology, Oncology Hospital, Salvadoran Institute of Social Security, Rosales National Hospital, San Salvador, El Salvador
| | - Federico Losco
- Instituto Alexander Fleming, Ciudad Autónoma de Buenos Aires, Argentina
| | | | | | - Enrique Soto-Perez-de-Celis
- Department of Geriatrics, Instituto Nacional de Ciencias Medicas y Nutricion Salvador Zubiran, Mexico City, Mexico
| | - Narjust Duma
- Lowe Center for Thoracic Oncology, Dana-Farber Cancer Institute, Boston, MA
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Bernabe Ramirez C, Velazquez Manana AI, Olazagasti C, Bergerot CD, Soto Perez De Celis E, Corona-Cruz JF, Riano I, Adaniel C, Ramirez F, Anampa Mesias JDS, Cajina C, Mena E, Gracia E, Menendez AG, Idrobo H, Bezares R, Castillo Fernandez OO, Duque Duran L, Bergerot PG, Duma N. The HOLA COVID-19 study: Evaluating the impact of caring for patients with COVID-19 on cancer care delivery in Latin America. J Clin Oncol 2021. [DOI: 10.1200/jco.2021.39.15_suppl.1537] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/20/2022] Open
Abstract
1537 Background: The severe acute respiratory syndrome 2 (SARS-cov-2) virus causing COVID-19 has brought great challenges to global health services affecting cancer care delivery, outcomes, and increasing the burden in oncology providers (OP). Our study aimed to describe the challenges that OP faced while delivering cancer care in Latin America. Methods: We conducted an international cross-sectional study using an anonymous online survey in Spanish, Portuguese, and English. The questionnaire included 43 multiple choice questions. The sample was stratified by OP who have treated patients with COVID-19 versus those who have not treated patients with COVID-19. Data was analyzed with descriptive statistics and Chi-square tests. Results: A total of 704 OP from 20 Latin American countries completed the survey (77% of 913 who started the survey). Oncologists represented 46% of respondents, followed by 25% surgical-oncologists. Of the respondents, 56% treated patients with COVID-19. A significant proportion of OP reported newly adopting telemedicine during COVID-19 (14% vs 72%, p=0.001). More than half (58%) of OP reported making changes to the treatments they offered to patients with cancer. As shown in the table, caring for patients with COVID-19 significantly influenced practice patterns of OP. Access to specialty services and procedures was significantly reduced: 40% noted significantly decreased or no access to imaging, 20% significantly decreased or no access to biopsies, 65% reported delays in surgical oncology referrals, and 49% in radiation oncology referrals. A vast majority (82%) reported oncologic surgeries were delayed or cancelled, which was heightened among those treating patients with COVID-19 (87% vs 77%, p=0.001). Conclusions: The COVID-19 pandemic has significantly affected the way cancer care is delivered in globally. Although changes to healthcare delivery are necessary as a response to this global crisis, our study highlights the significant disruption and possible undertreatment of patients with cancer in Latin America that results from COVID-19.[Table: see text]
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Affiliation(s)
| | | | | | | | | | | | - Ivy Riano
- MetroWest Medical Center, Framingham, MA
| | | | | | | | - Carmen Cajina
- Universidad Nacional Autonoma de Nicaragua, Managua, Nicaragua
| | - Evelin Mena
- Instituto Nacional Del Cancer Rosa Emilia Sanchez Perez de Tavares (INCART), Santo Domingo, Dominican Republic
| | | | | | | | | | | | - Liseth Duque Duran
- Hospital Universitario Dr. Jose Maria Vargas, Caracas, Venezuela (Bolivarian Republic of)
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Velazquez Manana AI, Bernabe Ramirez C, Olazagasti C, Bergerot PG, Soto Perez De Celis E, Corona-Cruz JF, Riano I, Adaniel C, Ramirez F, Anampa Mesias JDS, Cajina C, Mena E, Gracia E, Menendez AG, Bezares R, Castillo Fernandez OO, Duque Duran L, Corrales LA, Bergerot CD, Duma N. Impact of COVID-19 on work-related fatigue and satisfaction among oncology providers in Latin America: An analysis of the HOLA COVID-19 study. J Clin Oncol 2021. [DOI: 10.1200/jco.2021.39.15_suppl.11014] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/20/2022] Open
Abstract
11014 Background: The well-being of oncology providers (OP) is in jeopardy with increasing workload, limited resources, and personal challenges that result from the COVID-19 pandemic. We aim to evaluate the impact of COVID-19 on work-related (WR) satisfaction and fatigue among OP in Latin America. Methods: We conducted an international cross-sectional online survey of OP practicing in Latin America. The survey was administered in English, Spanish, and Portuguese. Data was analyzed using descriptive statistics and Chi-square tests. Results: In August 2020, 704 OP from 20 Latin American countries completed the survey (77% of 913 who started the survey). Table outlines baseline characteristics. Higher frequency of WR fatigue (67% vs. 58%, p=0.010) and exhaustion (81% vs. 70%, p=0.001) were reported by OP who cared for patients with COVID-19, compared to OP who cared for patients without COVID-19. Providers that observed delays in referrals to radiation (p=0.002) and surgery (p=0.04) reported WR fatigue at higher rates than their counterparts. Higher exhaustion (p=0.016) and dissatisfaction (p=0.046) were reported by OP who lacked access to supportive services, as social work. A significantly higher proportion of women reported WR fatigue (72% vs. 56%, p=0.003) and exhaustion (86% vs. 68%, p=0.001), when compared to men. Women were more likely than men to endorse higher current levels of fatigue when compared to pre-COVID-19 (61% vs. 46%, p=0.0001). To reduce stress, women were more likely than men to cut the time spent watching the news (p=0.002). Both genders declined research collaborations and speaking opportunities. Conclusions: Fatigue and dissatisfaction with work-life were prevalent among OP in Latin America. Higher rates of WR fatigue were seen in women, OP caring for patients with COVID-19, and OP with patients who experienced cancer care delays. Our data imply that OP may be a prime target for psychosocial support, particularly as current challenges will continue for the foreseen future. Baseline characteristics (N=704).[Table: see text]
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Affiliation(s)
| | | | | | | | | | | | - Ivy Riano
- MetroWest Medical Center, Framingham, MA
| | | | | | | | - Carmen Cajina
- Universidad Nacional Autonoma de Nicaragua, Managua, Nicaragua
| | - Evelin Mena
- Instituto Nacional Del Cancer Rosa Emilia Sanchez Perez de Tavares (INCART), Santo Domingo, Dominican Republic
| | | | | | | | | | - Liseth Duque Duran
- Hospital Universitario Dr. Jose Maria Vargas, Caracas, Venezuela (Bolivarian Republic of)
| | - Luis-Alberto Corrales
- Oncology Department, Hospital San Juan de Dios, San José Costa Rica, Costa Rica, San José, Costa Rica
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Ortega JC, Adaniel C, Morales S, Gasol A, Veas J, Rodriguez A, Blanco AC, Salud A. EP1.01-92 Effectiveness of Second-Line Treatment with Nintedanib + Docetaxel (ND) in Patients with Metastatic Lung Adenocarcinoma. J Thorac Oncol 2019. [DOI: 10.1016/j.jtho.2019.08.2066] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/25/2022]
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Cordoba JF, Morales S, Adaniel C, Veas Rodriguez J, Rodriguez Galindo Á, Salud A. LUNG cancer in Lleida: An epidemiologic study. J Clin Oncol 2019. [DOI: 10.1200/jco.2019.37.15_suppl.e20003] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/20/2022] Open
Abstract
e20003 Background: According to GLOBOCAN, in 2018 lung cancer was associated with the greatest incidence and mortality attributable to cancer worldwide: 27.9 cases/100,000 habitants and 23.5 cases/100,000 habitants, respectively. In Spain, lung cancer is the fourth most frequent cancer but the first cause of cancer mortality in the country. We have undertaken this study to compare the epidemiologic data for lung cancer in our Spanish provincial population with those worldwide and nationwide. Methods: This was an observational, retrospective study. It included all patients with lung cancer in the Lleida province of Catalonia, Spain in a period of 6 years, from January 2011 to December 2016. Data taken from electronic medical records included variables such as sex, age of diagnosis, smoking history, histology, stage, and oncologic treatments, among others. Incidence, prevalence, survival and mortality rates were determined, as well as the main clinical characteristics of the cohort. Results: Seven hundred eighty-two patients with a diagnosis of lung cancer between January 2011 and December 2016 were included. Median follow-up was 11.7 months. Men comprised 78.6% of the cohort. The median age at diagnosis was 66.6 years. More than half of the patients (53.2%) smoked at the time of diagnosis. The majority were adenocarcinomas (44.1%), with 33.2% squamous cell carcinomas, and 12.1% small cell carcinomas. EGFR testing was performed in 300 patients. 18.7% were positive for a mutation, of which 69.7% were exon 19 insertions. At diagnosis, 52.3% of cases were stage IV, 25.3% stage III, 7.3% stage II, and 14.5% stage I. The average annual incidence rate was 37 cases/100,000 habitants. The median overall survival (OS) was 12.3 months (95% CI: 10.7-13.8). The OS at 1 year was 50.8% (95% CI: 47.3-54.3) and at 5 years was 13.7% (95% CI: 10.2-17.2). The estimated mortality rates were 49.2% in the first year and 86.3% at 5 years. Conclusions: In the Lleida province of Spain, the incidence and mortality associated with lung cancer are greater than global rates but lower than those of Spain as a whole (incidence: 37 vs 58 cases/100.000 hab). Lung cancer survival at 5 years is greater than countrywide statistics (12,3% vs 9.9 %). The heathier lifestyle and rural geography may favor the lower incidence of lung cancer in Lleida compared with the rest of Spain.
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Affiliation(s)
| | - Serafin Morales
- Medical Oncology Department, Hospital Universitario Arnau de Vilanova de Lleida, Lleida, Spain
| | | | | | | | - Antonia Salud
- University Hospital Arnau De Vilanova, Lerida, Spain
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Adaniel C, Salinas F, Donaire JM, Bravo ME, Peralta O, Paredes H, Aliaga N, Sola A, Neira P, Behnke C, Rodriguez T, Torres S, Lopez F, Hurtado C. Non- BRCA1/2 Variants Detected in a High-Risk Chilean Cohort With a History of Breast and/or Ovarian Cancer. J Glob Oncol 2019; 5:1-14. [PMID: 31125277 PMCID: PMC6550094 DOI: 10.1200/jgo.18.00163] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 02/19/2019] [Indexed: 12/13/2022] Open
Abstract
METHODS Data were retrospectively collected from the registry of the High-Risk Breast and Ovarian Cancer Program at Clínica Las Condes, Santiago, Chile. Data captured included index case diagnosis, ancestry, family history, and genetic test results. RESULTS Three hundred fifteen individuals underwent genetic testing during the study period. The frequency of germline pathogenic and likely pathogenic variants in a breast or ovarian cancer predisposition gene was 20.3%. Of those patients who underwent testing with a panel of both high- and moderate-penetrance genes, 10.5% were found to have pathogenic or likely pathogenic variants in non-BRCA1/2 genes. CONCLUSION Testing for non-BRCA1 and -2 mutations may be clinically relevant for individuals who are suspected to have a hereditary breast or ovarian cancer syndrome in Chile. Comprehensive genetic testing of individuals who are at high risk is necessary to further characterize the genetic susceptibility to cancer in Chile.
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Affiliation(s)
- Christina Adaniel
- Programa de Alto Riesgo de Cáncer de Mama y Ovario, Clínica Las Condes, Santiago, Chile
| | - Francisca Salinas
- Programa de Alto Riesgo de Cáncer de Mama y Ovario, Clínica Las Condes, Santiago, Chile
| | - Juan Manuel Donaire
- Programa de Alto Riesgo de Cáncer de Mama y Ovario, Clínica Las Condes, Santiago, Chile
| | - Maria Eugenia Bravo
- Programa de Alto Riesgo de Cáncer de Mama y Ovario, Clínica Las Condes, Santiago, Chile
| | - Octavio Peralta
- Programa de Alto Riesgo de Cáncer de Mama y Ovario, Clínica Las Condes, Santiago, Chile
| | - Hernando Paredes
- Programa de Alto Riesgo de Cáncer de Mama y Ovario, Clínica Las Condes, Santiago, Chile
| | - Nuvia Aliaga
- Programa de Alto Riesgo de Cáncer de Mama y Ovario, Clínica Las Condes, Santiago, Chile
| | - Antonio Sola
- Programa de Alto Riesgo de Cáncer de Mama y Ovario, Clínica Las Condes, Santiago, Chile
| | - Paulina Neira
- Programa de Alto Riesgo de Cáncer de Mama y Ovario, Clínica Las Condes, Santiago, Chile
| | - Carolina Behnke
- Programa de Alto Riesgo de Cáncer de Mama y Ovario, Clínica Las Condes, Santiago, Chile
| | - Tulio Rodriguez
- Programa de Alto Riesgo de Cáncer de Mama y Ovario, Clínica Las Condes, Santiago, Chile
| | - Soledad Torres
- Programa de Alto Riesgo de Cáncer de Mama y Ovario, Clínica Las Condes, Santiago, Chile
| | - Francisco Lopez
- Programa de Alto Riesgo de Cáncer de Mama y Ovario, Clínica Las Condes, Santiago, Chile
| | - Claudia Hurtado
- Programa de Alto Riesgo de Cáncer de Mama y Ovario, Clínica Las Condes, Santiago, Chile
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7
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López F, Hurtado BQC, Álvarez BQK, Kronberg U, Pinto EE, Peralta O, Adaniel C, Salinas EF, Letelier C. ¿CÓMO ORGANIZAR Y ESTRUCTURAR UN PROGRAMA DE SÍNDROMES HEREDITARIOS QUE PREDISPONEN AL DESARROLLO DEL CÁNCER? Revista Médica Clínica Las Condes 2017. [DOI: 10.1016/j.rmclc.2017.07.001] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/16/2022] Open
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8
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Adaniel C, Itriago L, Álvarez M. LA QUIMIOPREVENCIÓN PARA PACIENTES CON MUTACIONES HEREDITARIAS DE PREDISPOSICIÓN AL CÁNCER. Revista Médica Clínica Las Condes 2017. [DOI: 10.1016/j.rmclc.2017.05.019] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.1] [Reference Citation Analysis] [What about the content of this article? (0)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/23/2023] Open
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9
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Koshiol J, Wozniak A, Cook P, Adaniel C, Acevedo J, Azócar L, Hsing AW, Roa JC, Pasetti MF, Miquel JF, Levine MM, Ferreccio C. Salmonella enterica serovar Typhi and gallbladder cancer: a case-control study and meta-analysis. Cancer Med 2016; 5:3310-3235. [PMID: 27726295 PMCID: PMC5119987 DOI: 10.1002/cam4.915] [Citation(s) in RCA: 70] [Impact Index Per Article: 8.8] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/19/2016] [Revised: 07/21/2016] [Accepted: 08/22/2016] [Indexed: 01/10/2023] Open
Abstract
In Chile, where gallbladder cancer (GBC) rates are high and typhoid fever was endemic until the 1990s, we evaluated the association between Salmonella enterica serovar Typhi (S. Typhi) antibodies and GBC. We tested 39 GBC cases, 40 gallstone controls, and 39 population-based controls for S. Typhi Vi antibodies and performed culture and quantitative polymerase chain reaction for the subset with bile, gallstone, tissue, and stool samples available. We calculated gender and education-adjusted odds ratios (ORs) and 95% confidence intervals (CIs) for the association with GBC. We also conducted a meta-analysis of >1000 GBC cases by combining our results with previous studies. GBC cases were more likely to have high Vi antibody titer levels than combined controls (OR: 4.0, 95% CI: 0.9-18.3), although S. Typhi was not recovered from bile, gallstone, tissue, or stool samples. In our meta-analysis, the summary relative risk was 4.6 (95% CI: 3.1-6.8, Pheterogeneity =0.6) for anti-Vi and 5.0 (95% CI: 2.7-9.3, Pheterogeneity = 0.2) for bile or stool culture. Our results are consistent with the meta-analysis. Despite differences in study methods (e.g., S. Typhi detection assay), most studies found a positive association between S. Typhi and GBC. However, the mechanism underlying this association requires further investigation.
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Affiliation(s)
- Jill Koshiol
- Infections and Immunoepidemiology BranchDivision of Cancer Epidemiology and GeneticsNational Cancer InstituteMD
| | - Aniela Wozniak
- Laboratory of MicrobiologyPontificia Universidad Católica de ChileSantiagoChile
| | - Paz Cook
- Escuela de MedicinaAdvanced Center for Chronic DiseasesACCDiSPontificia Universidad Católica de ChileSantiagoChile
| | - Christina Adaniel
- Laboratory of MicrobiologyPontificia Universidad Católica de ChileSantiagoChile
| | - Johanna Acevedo
- Escuela de MedicinaAdvanced Center for Chronic DiseasesACCDiSPontificia Universidad Católica de ChileSantiagoChile
| | - Lorena Azócar
- Department of GastroenterologySchool of MedicinePontificia Universidad Católica de ChileSantiagoChile
| | - Ann W. Hsing
- Stanford Cancer InstitutePalo AltoCA
- Department of Health Research and PolicyStanford School of MedicinePalo AltoCA
| | - Juan C. Roa
- Department of PathologySchool of MedicinePontificia Universidad Católica de ChileSantiagoChile
| | - Marcela F. Pasetti
- Center for Vaccine DevelopmentUniversity of Maryland School of MedicineBaltimoreMD
| | - Juan F. Miquel
- Department of GastroenterologySchool of MedicinePontificia Universidad Católica de ChileSantiagoChile
| | - Myron M. Levine
- Center for Vaccine DevelopmentUniversity of Maryland School of MedicineBaltimoreMD
| | - Catterina Ferreccio
- Escuela de MedicinaAdvanced Center for Chronic DiseasesACCDiSPontificia Universidad Católica de ChileSantiagoChile
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Rendleman J, Vogelsang M, Bapodra A, Adaniel C, Silva I, Moogk D, Martinez CN, Fleming N, Shields J, Shapiro R, Berman R, Pavlick A, Polsky D, Shao Y, Osman I, Krogsgaard M, Kirchhoff T. Genetic associations of the interleukin locus at 1q32.1 with clinical outcomes of cutaneous melanoma. J Med Genet 2015; 52:231-9. [PMID: 25604082 PMCID: PMC5166523 DOI: 10.1136/jmedgenet-2014-102832] [Citation(s) in RCA: 16] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/03/2022]
Abstract
BACKGROUND Due to high melanoma immunogenicity, germline genetic variants in immune pathways have been studied for association with melanoma prognosis. However, limited candidate selection, inadequate power, or lack of independent validation have hampered the reproducibility of these prior findings, preventing personalised clinical applicability in melanoma prognostication. Our objective was to assess the prognostic utility of genetic variants in immunomodulatory pathways for prediction of melanoma clinical outcomes. METHODS We genotyped 72 tag single nucleotide polymorphisms (SNPs) in 44 immunomodulatory genes in a population sample of 1022 melanoma patients and performed Cox regression analysis to test the association between SNPs and melanoma recurrence-free (RFS) and overall survival (OS). We have further investigated the most significant associations using a fine mapping strategy and followed with functional analyses in CD4+ T cells in a subset of 75 melanoma patients. RESULTS The most significant associations were found with melanoma OS for rs3024493 in IL10 at chromosome 1q32.1 (heterozygous HR 0.58, 95% CI 0.39 to 0.86; p=0.0006), a variant previously shown to be linked with autoimmune conditions. Multiple additional SNPs at 1q32.1 were also nominally associated with OS confirming at least two independent association signals in this locus. In addition, we found rs3024493 associated with the downregulation of interleukin 10 (IL10) secretion in CD4+ T cells. CONCLUSIONS We discovered novel associations of IL10 with melanoma survival at 1q32.1, suggesting this locus should be considered as a novel melanoma prognostic biomarker with potential for aiding melanoma patient management. Our findings also provide further support for an alternative role of IL10 in stimulation of anti-tumour immune response.
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Affiliation(s)
- Justin Rendleman
- Perlmutter Cancer Center, New York University School of Medicine, New York, USA
- Departments of Population Health and Environmental Medicine, New York University School of Medicine, New York, USA
- The Interdisciplinary Melanoma Cooperative Group, New York University School of Medicine, New York, USA
| | - Matjaz Vogelsang
- Perlmutter Cancer Center, New York University School of Medicine, New York, USA
- Departments of Population Health and Environmental Medicine, New York University School of Medicine, New York, USA
- The Interdisciplinary Melanoma Cooperative Group, New York University School of Medicine, New York, USA
| | - Anuj Bapodra
- Perlmutter Cancer Center, New York University School of Medicine, New York, USA
- The Interdisciplinary Melanoma Cooperative Group, New York University School of Medicine, New York, USA
- Department of Pathology, New York University School of Medicine, New York, USA
| | - Christina Adaniel
- Perlmutter Cancer Center, New York University School of Medicine, New York, USA
- Department of Medicine, New York University School of Medicine, New York, USA
| | - Ines Silva
- The Interdisciplinary Melanoma Cooperative Group, New York University School of Medicine, New York, USA
- Department of Medicine, New York University School of Medicine, New York, USA
- Ronald O. Perelman Department of Dermatology, New York University, New York, USA
| | - Duane Moogk
- Perlmutter Cancer Center, New York University School of Medicine, New York, USA
- The Interdisciplinary Melanoma Cooperative Group, New York University School of Medicine, New York, USA
- Department of Pathology, New York University School of Medicine, New York, USA
| | - Carlos N Martinez
- Perlmutter Cancer Center, New York University School of Medicine, New York, USA
- Departments of Population Health and Environmental Medicine, New York University School of Medicine, New York, USA
- The Interdisciplinary Melanoma Cooperative Group, New York University School of Medicine, New York, USA
| | - Nathaniel Fleming
- Perlmutter Cancer Center, New York University School of Medicine, New York, USA
- The Interdisciplinary Melanoma Cooperative Group, New York University School of Medicine, New York, USA
| | - Jerry Shields
- Perlmutter Cancer Center, New York University School of Medicine, New York, USA
- Department of Medicine, New York University School of Medicine, New York, USA
| | - Richard Shapiro
- The Interdisciplinary Melanoma Cooperative Group, New York University School of Medicine, New York, USA
- Department of Surgery, New York University School of Medicine, New York, USA
| | - Russell Berman
- The Interdisciplinary Melanoma Cooperative Group, New York University School of Medicine, New York, USA
- Department of Surgery, New York University School of Medicine, New York, USA
| | - Anna Pavlick
- Perlmutter Cancer Center, New York University School of Medicine, New York, USA
- The Interdisciplinary Melanoma Cooperative Group, New York University School of Medicine, New York, USA
- Department of Medicine, New York University School of Medicine, New York, USA
- Ronald O. Perelman Department of Dermatology, New York University, New York, USA
| | - David Polsky
- Perlmutter Cancer Center, New York University School of Medicine, New York, USA
- The Interdisciplinary Melanoma Cooperative Group, New York University School of Medicine, New York, USA
- Ronald O. Perelman Department of Dermatology, New York University, New York, USA
| | - Yongzhao Shao
- Departments of Population Health and Environmental Medicine, New York University School of Medicine, New York, USA
- The Interdisciplinary Melanoma Cooperative Group, New York University School of Medicine, New York, USA
| | - Iman Osman
- Perlmutter Cancer Center, New York University School of Medicine, New York, USA
- The Interdisciplinary Melanoma Cooperative Group, New York University School of Medicine, New York, USA
- Department of Medicine, New York University School of Medicine, New York, USA
- Ronald O. Perelman Department of Dermatology, New York University, New York, USA
| | - Michelle Krogsgaard
- Perlmutter Cancer Center, New York University School of Medicine, New York, USA
- The Interdisciplinary Melanoma Cooperative Group, New York University School of Medicine, New York, USA
- Department of Pathology, New York University School of Medicine, New York, USA
| | - Tomas Kirchhoff
- Perlmutter Cancer Center, New York University School of Medicine, New York, USA
- Departments of Population Health and Environmental Medicine, New York University School of Medicine, New York, USA
- The Interdisciplinary Melanoma Cooperative Group, New York University School of Medicine, New York, USA
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11
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Abstract
Tests to better characterize tumor genomic architecture are quickly becoming a standard of care in oncology. For breast cancer, the use of gene expression assays for early stage disease is already common practice. These tests have found a place in risk stratifying the heterogeneous group of stage I-II breast cancers for recurrence, for predicting chemotherapy response, and for predicting breast cancer-related mortality. In the last 5 years, more assays have become available to the practicing oncologist. Given the rapidity with which this field has evolved, it is prudent to review the tests, their indications, and the studies from which they have been validated. We present a comprehensive review of the available gene expression assays for early stage breast cancer. We review data for several individual tests and comparative studies looking at risk prediction and cost-effectiveness.
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Affiliation(s)
- Christina Adaniel
- Division of Hematology/Oncology, Laura and Isaac Perlmutter Cancer Center, and Genome Technology Center, New York University Langone Medical Center, New York, New York, USA
| | - Komal Jhaveri
- Division of Hematology/Oncology, Laura and Isaac Perlmutter Cancer Center, and Genome Technology Center, New York University Langone Medical Center, New York, New York, USA
| | - Adriana Heguy
- Division of Hematology/Oncology, Laura and Isaac Perlmutter Cancer Center, and Genome Technology Center, New York University Langone Medical Center, New York, New York, USA
| | - Francisco J Esteva
- Division of Hematology/Oncology, Laura and Isaac Perlmutter Cancer Center, and Genome Technology Center, New York University Langone Medical Center, New York, New York, USA
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12
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Kirchhoff T, Adaniel C, Rendleman J, Kern E, Fleming N, Polsky D, Berman R, Shapiro R, Shao Y, Heguy A, Osman I, Pavlick A. Genetic Determinants of Ipilimumab Outcomes for Advanced Melanoma. Ann Oncol 2014. [DOI: 10.1093/annonc/mdu344.6] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/14/2022] Open
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13
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Rendleman J, Adaniel C, Kern E, Fleming N, Krogsgaard M, Polsky D, Berman R, Shapiro R, Pavlick A, Shao Y, Osman I, Kirchhoff T. Il10 Locus As a Biomarker of Melanoma Survival. Ann Oncol 2014. [DOI: 10.1093/annonc/mdu326.73] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/12/2022] Open
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14
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Rendleman J, Antipin Y, Reva B, Adaniel C, Przybylo JA, Dutra-Clarke A, Hansen N, Heguy A, Huberman K, Borsu L, Paltiel O, Ben-Yehuda D, Brown JR, Freedman AS, Sander C, Zelenetz A, Klein RJ, Shao Y, Lacher M, Vijai J, Offit K, Kirchhoff T. Genetic variation in DNA repair pathways and risk of non-Hodgkin's lymphoma. PLoS One 2014; 9:e101685. [PMID: 25010664 PMCID: PMC4092067 DOI: 10.1371/journal.pone.0101685] [Citation(s) in RCA: 14] [Impact Index Per Article: 1.4] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/10/2013] [Accepted: 06/10/2014] [Indexed: 01/27/2023] Open
Abstract
Molecular and genetic evidence suggests that DNA repair pathways may contribute to lymphoma susceptibility. Several studies have examined the association of DNA repair genes with lymphoma risk, but the findings from these reports have been inconsistent. Here we provide the results of a focused analysis of genetic variation in DNA repair genes and their association with the risk of non-Hodgkin's lymphoma (NHL). With a population of 1,297 NHL cases and 1,946 controls, we have performed a two-stage case/control association analysis of 446 single nucleotide polymorphisms (SNPs) tagging the genetic variation in 81 DNA repair genes. We found the most significant association with NHL risk in the ATM locus for rs227060 (OR = 1.27, 95% CI: 1.13-1.43, p = 6.77×10(-5)), which remained significant after adjustment for multiple testing. In a subtype-specific analysis, associations were also observed for the ATM locus among both diffuse large B-cell lymphomas (DLBCL) and small lymphocytic lymphomas (SLL), however there was no association observed among follicular lymphomas (FL). In addition, our study provides suggestive evidence of an interaction between SNPs in MRE11A and NBS1 associated with NHL risk (OR = 0.51, 95% CI: 0.34-0.77, p = 0.0002). Finally, an imputation analysis using the 1,000 Genomes Project data combined with a functional prediction analysis revealed the presence of biologically relevant variants that correlate with the observed association signals. While the findings generated here warrant independent validation, the results of our large study suggest that ATM may be a novel locus associated with the risk of multiple subtypes of NHL.
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Affiliation(s)
- Justin Rendleman
- NYU School of Medicine, New York University, New York, New York, United States of America
| | - Yevgeniy Antipin
- Memorial Sloan-Kettering Cancer Center, New York, New York, United States of America
| | - Boris Reva
- Memorial Sloan-Kettering Cancer Center, New York, New York, United States of America
| | - Christina Adaniel
- NYU School of Medicine, New York University, New York, New York, United States of America
| | - Jennifer A. Przybylo
- Memorial Sloan-Kettering Cancer Center, New York, New York, United States of America
| | - Ana Dutra-Clarke
- Memorial Sloan-Kettering Cancer Center, New York, New York, United States of America
| | - Nichole Hansen
- Memorial Sloan-Kettering Cancer Center, New York, New York, United States of America
| | - Adriana Heguy
- Memorial Sloan-Kettering Cancer Center, New York, New York, United States of America
| | - Kety Huberman
- Memorial Sloan-Kettering Cancer Center, New York, New York, United States of America
| | - Laetitia Borsu
- Memorial Sloan-Kettering Cancer Center, New York, New York, United States of America
| | - Ora Paltiel
- Hadassah-Hebrew University Medical Center, Jerusalem, Israel
| | - Dina Ben-Yehuda
- Hadassah-Hebrew University Medical Center, Jerusalem, Israel
| | - Jennifer R. Brown
- Dana Farber Cancer Center, Harvard University, Boston, Massachusetts, United States of America
| | - Arnold S. Freedman
- Dana Farber Cancer Center, Harvard University, Boston, Massachusetts, United States of America
| | - Chris Sander
- Memorial Sloan-Kettering Cancer Center, New York, New York, United States of America
| | - Andrew Zelenetz
- Memorial Sloan-Kettering Cancer Center, New York, New York, United States of America
| | - Robert J. Klein
- Memorial Sloan-Kettering Cancer Center, New York, New York, United States of America
| | - Yongzhao Shao
- NYU School of Medicine, New York University, New York, New York, United States of America
| | - Mortimer Lacher
- Memorial Sloan-Kettering Cancer Center, New York, New York, United States of America
| | - Joseph Vijai
- Memorial Sloan-Kettering Cancer Center, New York, New York, United States of America
| | - Kenneth Offit
- Memorial Sloan-Kettering Cancer Center, New York, New York, United States of America
| | - Tomas Kirchhoff
- NYU School of Medicine, New York University, New York, New York, United States of America
- * E-mail:
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15
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Adaniel C, Rendleman J, Polsky D, Berman RS, Shapiro RL, Shao Y, Heguy A, Osman I, Pavlick AC, Kirchhoff T. Germline genetic determinants of immunotherapy response in metastatic melanoma. J Clin Oncol 2014. [DOI: 10.1200/jco.2014.32.15_suppl.3004] [Citation(s) in RCA: 6] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/20/2022] Open
Affiliation(s)
| | | | - David Polsky
- The Ronald O. Perelman Department of Dermatology, NYU Langone Medical Center, New York, NY
| | - Russell S. Berman
- Department of Surgery, New York University School of Medicine, New York, NY
| | - Richard L. Shapiro
- Department of Surgery, New York University School of Medicine, New York, NY
| | - Yongzhao Shao
- Department of Population Health, New York University School of Medicine, New York, NY
| | - Adriana Heguy
- New York University School of Medicine, New York, NY
| | - Iman Osman
- Department of Dermatology, New York University School of Medicine, New York, NY
| | - Anna C. Pavlick
- Department of Medicine, NYU Langone Medical Center, New York, NY
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16
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Rendleman J, Adaniel C, Kern E, Fleming NH, Krogsgaard M, Polsky D, Berman RS, Shapiro RL, Pavlick AC, Shao Y, Osman I, Kirchhoff T. The genetic variants in interleukin locus at 1q32.1 as markers of melanoma survival. J Clin Oncol 2014. [DOI: 10.1200/jco.2014.32.15_suppl.9094] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/20/2022] Open
Affiliation(s)
| | | | | | - Nathaniel H. Fleming
- Ronald O. Perelman Department of Dermatology, NYU Langone Medical Center, New York, NY
| | - Michelle Krogsgaard
- Department of Pathology, New York University School of Medicine, New York, NY
| | - David Polsky
- The Ronald O. Perelman Department of Dermatology, NYU Langone Medical Center, New York, NY
| | - Russell S. Berman
- Department of Surgery, New York University School of Medicine, New York, NY
| | - Richard L. Shapiro
- Department of Surgery, New York University School of Medicine, New York, NY
| | - Anna C. Pavlick
- Department of Medicine, NYU Langone Medical Center, New York, NY
| | - Yongzhao Shao
- Department of Population Health, New York University School of Medicine, New York, NY
| | - Iman Osman
- Department of Medicine, New York University School of Medicine, New York, NY
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17
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Rendleman J, Shang S, Dominianni C, Shields JF, Scanlon P, Adaniel C, Desrichard A, Ma M, Shapiro R, Berman R, Pavlick A, Polsky D, Shao Y, Osman I, Kirchhoff T. Melanoma risk loci as determinants of melanoma recurrence and survival. J Transl Med 2013; 11:279. [PMID: 24188633 PMCID: PMC4228352 DOI: 10.1186/1479-5876-11-279] [Citation(s) in RCA: 25] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/19/2013] [Accepted: 10/16/2013] [Indexed: 12/22/2022] Open
Abstract
Background Steadily high melanoma mortality rates urge for the availability of novel biomarkers with a more personalized ability to predict melanoma clinical outcomes. Germline risk variants are promising candidates for this purpose; however, their prognostic potential in melanoma has never been systematically tested. Methods We examined the effect of 108 melanoma susceptibility single nucleotide polymorphisms (SNPs), associated in recent GWAS with melanoma and melanoma-related phenotypes, on recurrence-free survival (RFS) and overall survival (OS), in 891 prospectively accrued melanoma patients. Cox proportional hazards models (Cox PH) were used to test the associations between 108 melanoma risk SNPs and RFS and OS adjusted by age at diagnosis, gender, tumor stage, histological subtype and other primary tumor characteristics. Results We identified significant associations for rs7538876 (RCC2) with RFS (HR = 1.48, 95% CI = 1.20-1.83, p = 0.0005) and rs9960018 (DLGAP1) with both RFS and OS (HR = 1.43, 95% CI = 1.07-1.91, p = 0.01, HR = 1.52, 95% CI = 1.09-2.12, p = 0.01, respectively) using multivariable Cox PH models. In addition, we developed a logistic regression model that incorporates rs7538876, rs9960018, primary tumor histological type and stage at diagnosis that has an improved discriminatory ability to classify 3-year recurrence (AUC = 82%) compared to histological type and stage alone (AUC = 78%). Conclusions We identified associations between melanoma risk variants and melanoma outcomes. The significant associations observed for rs7538876 and rs9960018 suggest a biological implication of these loci in melanoma progression. The observed predictive patterns of associated variants with clinical end-points suggest for the first time the potential for utilization of genetic risk markers in melanoma prognostication.
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Affiliation(s)
| | | | | | | | | | | | | | | | | | | | | | | | | | | | - Tomas Kirchhoff
- New York University Cancer Institute, New York University School of Medicine, New York, NY 10016, USA.
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18
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Adaniel C, Rendleman J, Smith JA, Klein RJ, Schnabel FR, Shao Y, Offit K, Kirchhoff T. Breast cancer risk prediction using the novel germ-line signatures in epigenome regulatory pathways. J Clin Oncol 2013. [DOI: 10.1200/jco.2013.31.15_suppl.1500] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/20/2022] Open
Abstract
1500 Background: Epigenetic regulatory pathways are intensely studied for their involvement in breast tumorigenesis, however little is currently known about the genetic variation in epigenome components contributing to the risk and/or prognosis of breast cancer. In this study we have tested how the novel germline genetic signatures identified in epigenetic regulatory genes (ERGs) may potentially contribute to clinical prediction of breast cancer risk. Methods: We have genotyped 711 SNPs tagging 87 ERGs in 1985 breast cancer cases and 1609 controls, using Sequenom i-Plex. The samples were of white European origin with the fraction of Ashkenazi Jewish (AJ) ancestry (n=1642). The association of SNPs with breast cancer risk was assessed using logistic regression, adjusted by age, AJ status and estrogen-receptor (ER) status. The predictive ability of SNP signatures was tested by ROC curves using logistic regression fitting the SNP/clinical covariate models, and the area under the curve (AUC) was used to assess their utility in the classification of breast cancer risk. Results: We have identified the signature of 20 SNPs tagging 13 ERGs, significantly associated with breast cancer risk. The strongest association has been observed for RUNX1 (rs7280097, OR=0.83, CI 95%: 0.71-0.94, p=0.006) and PRDM16 (rs12135987, OR=1.22, CI 95%: 1.06-1.42, p=0.007). The inclusion of predictor variables (age, AJ status, ER status) and 20 associated SNPs in logistic regression ROC curve analysis yielded in best fitting model involving 10 SNPs tagging 8 ERGs with AUC of 0.723, compared to 0.660 with predictor variables alone (p=0.003). Conclusions: We have identified a signature of 20 SNPs in epigenetic regulatory genes (20-SNP-ERG) significantly associated with breast cancer risk. In addition, the incorporation of 10 SNPs from 20-SNP-ERG into risk prediction model increases the ability to classify breast cancer risk in addition to other clinical and demographic covariates. The results suggest the promising clinical potential of 20-SNP-ERG signature in identification of high-risk individuals in the population, and point to possible biological implication of germline patterns in epigenetic enzymes in breast tumorigenesis.
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Affiliation(s)
- Christina Adaniel
- Department of Hematology and Oncology, New York University School of Medicine, New York, NY
| | - Justin Rendleman
- Department of Population Health, New York University School of Medicine, New York, NY
| | - Julia Anne Smith
- Department of Surgery, New York University School of Medicine, New York, NY
| | - Robert J. Klein
- Clinical Genetics Service, Department of Medicine, Memorial Sloan-Kettering Cancer Center, New York, NY
| | | | - Yongzhao Shao
- Department of Population Health, New York University School of Medicine, New York, NY
| | - Kenneth Offit
- Department of Medicine, Memorial Sloan-Kettering Cancer Center, New York, NY
| | - Tomas Kirchhoff
- Department of Population Health, New York University School of Medicine, New York, NY
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19
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Rendleman J, Shang S, Shields J, Adaniel C, Fleming NH, Shapiro R, Berman RS, Pavlick AC, Shao Y, Osman I, Kirchhoff T. Genetic variation in immunomodulatory genes as markers of melanoma recurrence-free and overall survival. J Clin Oncol 2013. [DOI: 10.1200/jco.2013.31.15_suppl.9021] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.1] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/20/2022] Open
Abstract
9021 Background: Small reported studies have provided some evidence implicating immune related genes in melanoma susceptibility and prognosis; however candidate selection of these prior efforts has been limited. In this study, we performed an analysis of germline variants in immuno-modulatory genes for their association with melanoma survival in a well characterized cohort of prospectively accrued melanoma patients. Methods: Germline DNA isolated from blood samples of 817 melanoma patients was genotyped for 94 SNPs tagging 55 immuno-modulatory genes using Sequenom iPLEX. Cox models were used to test associations between each SNP and recurrence-free and overall survival (RFS and OS), with adjustments for age, gender, subtype, thickness, ulceration, and anatomic site. ROC curves were constructed from different SNP/clinical covariate combinations and the area under the curve (AUC) was used to assess their utility in the classification of 3-year recurrence. Results: The SNP rs2796817 in TGFB2 had strong associations with both RFS (HR=3.8, CI 95%: 1.3-11, p=0.02) and OS (HR=5.5, CI 95%: 1.6-19, p=0.029). Other interesting associations with OS came from IRF8 (rs4843861, HR=0.62, CI 95%: 0.39-0.99, p=0.017), CCL5 (rs4796120, HR=7.6, CI 95%: 2.3-25, p=0.035), and CD8A (rs3810831, HR=2.4, CI 95%: 0.91-6.2, p=0.048). A multivariate model including stage, subtype, and one of the SNPs (rs3810831 from CD8A), was shown to improve the AUC when compared to a model including only stage and subtype (0.77 vs. 0.79). Conclusions: We identified several immune-related loci associated with melanoma RFS and OS. The strongest association, rs2796817, maps in TGFB2, which among other functions suppresses IL-2 dependent T-cell growth. In addition to other associations found in the study these findings provide evidence for the involvement of immuno-modulatory genes in melanoma prognosis and suggest further investigations of immune related genes in disease progression. This is currently underway in the second stage validation analysis, which includes an expanded set of immune target genes as well as an additional independent cohort of melanoma patients.
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Affiliation(s)
- Justin Rendleman
- Department of Population Health, New York University School of Medicine, New York, NY
| | - Shulian Shang
- Department of Population Health, New York University School of Medicine, New York, NY
| | - Jerry Shields
- Department of Population Health, New York University School of Medicine, New York, NY
| | - Christina Adaniel
- Department of Hematology and Oncology, New York University School of Medicine, New York, NY
| | | | - Richard Shapiro
- Department of Surgery, New York University School of Medicine, New York, NY
| | - Russell S. Berman
- Department of Surgery, New York University School of Medicine, New York, NY
| | - Anna C. Pavlick
- Department of Medicine, New York University School of Medicine, New York, NY
| | - Yongzhao Shao
- Department of Population Health, New York University School of Medicine, New York, NY
| | - Iman Osman
- Department of Medicine, New York University School of Medicine, New York, NY
| | - Tomas Kirchhoff
- Department of Population Health, New York University School of Medicine, New York, NY
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