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Beltrán Ponce S, Gokun Y, Douglass F, Dawson L, Miller E, Thomas CR, Pitter K, Conteh L, Diaz DA. Disparities in outcomes and access to therapy options in hepatocellular carcinoma. J Natl Cancer Inst 2024; 116:264-274. [PMID: 37831897 DOI: 10.1093/jnci/djad213] [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: 02/24/2023] [Revised: 08/10/2023] [Accepted: 09/28/2023] [Indexed: 10/15/2023] Open
Abstract
BACKGROUND Hepatocellular carcinoma (HCC) disproportionately impacts racial and ethnic minorities and patients with lower socioeconomic status. These social determinants of health (SDH) lead to disparities in access to care and outcomes. We aim to understand the relationship between SDH and survival and locoregional treatment options in HCC. METHODS Using the National Cancer Database, we evaluated survival and access locoregional treatments including non-transplant surgery, liver transplant (LT), and liver-directed radiation therapy (LDRT) in patients with HCC diagnosed between 2004 and 2017. Variables including clinical stage, age, sex, race, income, rurality, year of diagnosis, facility type (FT), Charlson-Deyo score (CD), and insurance were evaluated. Cox proportional hazards multivariable regression and dominance analyses were used for analyses. RESULTS In total, 140 340 patients were included. Worse survival was seen with advanced stage, older age, Black race, rurality, public insurance, treatment at a nonacademic center, and lower income. The top predictors for survival included stage, age, and income. Completion of non-transplant surgery was best predicted by stage, FT, and insurance type, whereas LT was predicted by age, year of diagnosis, and CD score. LDRT utilization was most associated with year of diagnosis, FT, and CD score. CONCLUSION For patients with HCC, survival was predicted primarily by stage, age, and income. The primary sociodemographic factors associated with access to surgical treatments, in addition to FT, were insurance and income, highlighting the financial burdens of health care. Work is needed to address disparities in access to care, including improved insurance access, addressing financial inequities and financial toxicities of treatments, and equalizing care opportunities in community centers.
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Affiliation(s)
- Sara Beltrán Ponce
- Department of Radiation Oncology, Medical College of Wisconsin, Milwaukee, WI, USA
| | - Yevgeniya Gokun
- Secondary Data Core, Center for Biostatistics, The Ohio State University Wexner School of Medicine, Columbus, OH, USA
| | | | - Laura Dawson
- Department of Radiation Oncology, Princess Margaret Cancer Centre, University of Toronto, Toronto, ON, Canada
| | - Eric Miller
- Department of Radiation Oncology, The Ohio State University Wexner School of Medicine, The James Cancer Center, Columbus, OH, USA
| | - Charles R Thomas
- Department of Radiation Oncology, Dartmouth Geisel School of Medicine, Hanover, NH, USA
| | - Kenneth Pitter
- Department of Radiation Oncology, The Ohio State University Wexner School of Medicine, The James Cancer Center, Columbus, OH, USA
| | - Lanla Conteh
- Division of Hepatology, Department of Gastroenterology, The Ohio State University Wexner School of Medicine, Columbus, OH, USA
| | - Dayssy A Diaz
- Department of Radiation Oncology, The Ohio State University Wexner School of Medicine, The James Cancer Center, Columbus, OH, USA
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Fernandes M, Milla C, Gubran A, Barrazueta S, Altonen B, DiVittis A, Kuperberg S. Assessing the impact of socioeconomic status on incidental lung nodules at an urban safety net hospital. BMC Pulm Med 2023; 23:469. [PMID: 37996867 PMCID: PMC10668357 DOI: 10.1186/s12890-023-02726-8] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/10/2023] [Accepted: 10/20/2023] [Indexed: 11/25/2023] Open
Abstract
INTRODUCTION Lower socioeconomic status has been identified as an emerging risk factor for health disparities, including lung cancer outcomes. Most research investigating these outcomes includes patients from formal lung cancer screening programs. There is a paucity of studies assessing the relationship between socioeconomic status and incidental lung nodules. This study aimed to investigate the association between socioeconomic status and the size of incidental lung nodules on initial presentation at an urban safety net hospital, which did not have a formal lung cancer screening program or incidental lung nodule program. METHODS A retrospective chart review was conducted on patients with incidental lung nodules on CT chest imaging who were referred from primary care to a pulmonology clinic at a safety net hospital. Patients with incomplete nodule characteristics information were excluded. Data on demographics, comorbidities, smoking history, insurance type, immigration status, and geographical factors were collected. Less commonly studied determinants such as crime index, cost of living, and air quality index were also assessed. Logistic regression analysis was performed to assess relationships between nodule size and socioeconomic determinants. RESULTS Out of 3,490 patients with chest CT scans, 268 patients with ILNs were included in the study. 84.7% of patients represented racial or ethnic minorities, and most patients (67.8%) had federal insurance. Patients with non-commercial insurance were more likely to have larger, inherently higher-risk nodules (> 8 mm) compared to those with commercial insurance (OR 2.18, p 0.01). Patients from areas with higher unemployment rates were also less likely (OR 0.75, p 0.04) to have smaller nodules (< 6 mm). Patients representing racial or ethnic minorities were also more likely to have nodules > 8 mm (OR 1.6, p 0.24), and less likely to have nodules < 6 mm (OR 0.6, p 0.32), however, these relationships were not statistically significant. CONCLUSION This study found that lower socioeconomic status, indicated by having non-commercial insurance, was associated with larger incidental lung nodule size on initial presentation. While it is established that socioeconomic status is associated with disparities in lung cancer screening, these findings suggest that inequalities may also be present in those with incidental lung nodules. Further research is needed to understand the underlying mechanisms and develop interventions to address these disparities in incidental lung nodule evaluation and improve outcomes.
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Affiliation(s)
- Mateus Fernandes
- Pulmonary and Critical Care Medicine, Lenox Hill Hospital, Northwell Health, New York, USA
| | - Cristian Milla
- Department of Medicine, NYC Health + Hospitals/Woodhull, New York City Health and Hospitals, 760 Broadway, Brooklyn, NY, 11206, USA
- Division of Nephrology, SUNY Downstate/Health Sciences Center at Brooklyn, NY, Brooklyn, USA
| | - Ahmed Gubran
- Department of Medicine, NYC Health + Hospitals/Woodhull, New York City Health and Hospitals, 760 Broadway, Brooklyn, NY, 11206, USA
| | - Sandra Barrazueta
- Department of Medicine, NYC Health + Hospitals/Woodhull, New York City Health and Hospitals, 760 Broadway, Brooklyn, NY, 11206, USA
| | - Brian Altonen
- Department of Medicine, NYC Health + Hospitals/Woodhull, New York City Health and Hospitals, 760 Broadway, Brooklyn, NY, 11206, USA
- Research and Administration, New York City Health and Hospitals, NY, New York, USA
| | - Anthony DiVittis
- Department of Medicine, NYC Health + Hospitals/Woodhull, New York City Health and Hospitals, 760 Broadway, Brooklyn, NY, 11206, USA
| | - Stephen Kuperberg
- Department of Medicine, NYC Health + Hospitals/Woodhull, New York City Health and Hospitals, 760 Broadway, Brooklyn, NY, 11206, USA.
- Pulmonary and Critical Care Medicine, New York University Grossman School of Medicine, NY, New York, USA.
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Huang DC, Yu RL, Alqahtani S, Tamim H, Saberi B, Bonder A. Racial, ethnic, and socioeconomic disparities impact post-liver transplant survival in patients with hepatocellular carcinoma. Ann Hepatol 2023; 28:101127. [PMID: 37286167 DOI: 10.1016/j.aohep.2023.101127] [Citation(s) in RCA: 3] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 03/17/2023] [Revised: 05/16/2023] [Accepted: 05/24/2023] [Indexed: 06/09/2023]
Abstract
INTRODUCTION AND OBJECTIVES Liver transplantation can be a curative treatment for patients with hepatocellular carcinoma (HCC); however, the morbidity and mortality associated with HCC varies by socioeconomic status and race and ethnicity. Policies like Share 35 were implemented to ensure equitable access to organ transplants; however, their impacts are unclear. We aimed to characterize differences in post-liver transplant (LT) survival among patients with HCC, when considering race and ethnicity, income, and insurance type, and understand if these associations were impacted by Share 35. MATERIALS AND METHODS We conducted a retrospective cohort study of 30,610 adult LT recipients with HCC. Data were obtained from the UNOS database. Survival analysis was carried out using Kaplan-Meier curves, and multivariate Cox regression analysis was used to calculate hazard ratios. RESULTS Men (HR: 0.90 (95% CI: 0.85-0.95)), private insurance (HR: 0.91 (95% CI: 0.87-0.92)), and income (HR: 0.87 (95% CI: 0.83-0.92)) corresponded with higher post-LT survival, when adjusted for over 20 demographic and clinical characteristics (Table 2). African American or Black individuals were associated with lower post-LT survival (HR: 1.20 (95% CI: 1.12-1.28)), whereas. Asian (HR: 0.79 (95% CI: 0.71-0.88)) or Hispanic (HR: 0.86 (95% CI: 0.81-0.92)) individuals were associated with higher survival as compared with White individuals (Table 2). Many of these patterns held in the pre-Share 35 and Share 35 periods. CONCLUSIONS Racial, ethnic, and socioeconomic disparities at time of transplant, such as private insurance and income, influence post-LT survival in patients with HCC. These patterns persist despite the passage of equitable access policies, such as Share 35.
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Affiliation(s)
- Dora C Huang
- Division of Gastroenterology and Hepatology, Beth Israel Deaconess Medical Center, Harvard Medical School, Boston, MA, United States
| | - Rosa L Yu
- Department of Internal Medicine, Beth Israel Deaconess Medical Center, Boston, MA, United States
| | - Saleh Alqahtani
- Division of Gastroenterology and Hepatology, Johns Hopkins University School of Medicine, Baltimore, United States; College of Medicine, Alfaisal University, Riyadh, Saudi Arabia
| | - Hani Tamim
- College of Medicine, Alfaisal University, Riyadh, Saudi Arabia
| | - Behnam Saberi
- Division of Gastroenterology and Hepatology, Beth Israel Deaconess Medical Center, Harvard Medical School, Boston, MA, United States
| | - Alan Bonder
- Division of Gastroenterology and Hepatology, Beth Israel Deaconess Medical Center, Harvard Medical School, Boston, MA, United States.
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Chaunzwa TL, del Rey MQ, Bitterman DS. Clinical Informatics Approaches to Understand and Address Cancer Disparities. Yearb Med Inform 2022; 31:121-130. [PMID: 36463869 PMCID: PMC9719762 DOI: 10.1055/s-0042-1742511] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/07/2022] Open
Abstract
OBJECTIVES Disparities in cancer incidence and outcomes across race, ethnicity, gender, socioeconomic status, and geography are well-documented, but their etiologies are often poorly understood and multifactorial. Clinical informatics can provide tools to better understand and address these disparities by enabling high-throughput analysis of multiple types of data. Here, we review recent efforts in clinical informatics to study and measure disparities in cancer. METHODS We carried out a narrative review of clinical informatics studies related to cancer disparities and bias published from 2018-2021, with a focus on domains such as real-world data (RWD) analysis, natural language processing (NLP), radiomics, genomics, proteomics, metabolomics, and metagenomics. RESULTS Clinical informatics studies that investigated cancer disparities across race, ethnicity, gender, and age were identified. Most cancer disparities work within clinical informatics used RWD analysis, NLP, radiomics, and genomics. Emerging applications of clinical informatics to understand cancer disparities, including proteomics, metabolomics, and metagenomics, were less well represented in the literature but are promising future research avenues. Algorithmic bias was identified as an important consideration when developing and implementing cancer clinical informatics techniques, and efforts to address this bias were reviewed. CONCLUSIONS In recent years, clinical informatics has been used to probe a range of data sources to understand cancer disparities across different populations. As informatics tools become integrated into clinical decision-making, attention will need to be paid to ensure that algorithmic bias does not amplify existing disparities. In our increasingly interconnected medical systems, clinical informatics is poised to untap the full potential of multi-platform health data to address cancer disparities.
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Affiliation(s)
- Tafadzwa L. Chaunzwa
- Department of Radiation Oncology, Dana-Farber Brigham Cancer Center, Harvard Medical School, Boston, MA, USA,Artificial Intelligence in Medicine (AIM) Program, Mass General Brigham, Harvard Medical School, Boston, MA, USA
| | - Maria Quiles del Rey
- Department of Radiation Oncology, Dana-Farber Brigham Cancer Center, Harvard Medical School, Boston, MA, USA
| | - Danielle S. Bitterman
- Department of Radiation Oncology, Dana-Farber Brigham Cancer Center, Harvard Medical School, Boston, MA, USA,Artificial Intelligence in Medicine (AIM) Program, Mass General Brigham, Harvard Medical School, Boston, MA, USA,Correspondence to: Dr. Danielle S. Bitterman Department of Radiation Oncology, Dana-Farber Cancer Institute/Brigham and Women's Hospital75 Francis Street, Boston, MA 02115USA+1 857 215 1489+1 617 975 0985
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Sempokuya T, Warner J, Azawi M, Nogimura A, Wong LL. Current status of disparity in liver disease. World J Hepatol 2022; 14:1940-1952. [PMID: 36483604 PMCID: PMC9724102 DOI: 10.4254/wjh.v14.i11.1940] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 09/18/2022] [Revised: 11/09/2022] [Accepted: 11/16/2022] [Indexed: 11/24/2022] Open
Abstract
Disparities have emerged as an important issue in many aspects of healthcare in developed countries and may be based on race, ethnicity, sex, geographical location, and socioeconomic status. For liver disease specifically, these potential disparities can affect access to care and outcome in viral hepatitis, chronic liver disease, and hepatocellular carcinoma. Shortages in hepatologists and medical providers versed in liver disease may amplify these disparities by compromising early detection of liver disease, surveillance for hepatocellular carcinoma, and prompt referral to subspecialists and transplant centers. In the United States, continued efforts have been made to address some of these disparities with better education of healthcare providers, use of telehealth to enhance access to specialists, reminders in electronic medical records, and modifying organ allocation systems for liver transplantation. This review will detail the current status of disparities in liver disease and describe current efforts to minimize these disparities.
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Affiliation(s)
- Tomoki Sempokuya
- Division of Gastroenterology and Hepatology, Department of Internal Medicine, University of Nebraska Medical Center, Omaha, NE 68198, United States
| | - Josh Warner
- Department of Internal Medicine, University of Nebraska Medical Center, Omaha, NE 68198, United States
| | - Muaataz Azawi
- Division of Gastroenterology and Hepatology, Sanford Center for Digestive Health, Sioux Falls 57105, SD, Uruguay
| | - Akane Nogimura
- Department of Public Health, Nagoya City University Graduate School of Medical Sciences, Nagoya 467-8601, Aichi, Japan
- Division of Psychiatry and Cognitive-Behavioral Medicine, Nagoya City University Graduate School of Medical Sciences, Nagoya 467-8601, Aichi, Japan
| | - Linda L Wong
- Department of Surgery, John A. Burns School of Medicine, University of Hawaii at Manoa, Honolulu, HI 96813, United States
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Wang T, Yang Y, Sun T, Qiu H, Wang J, Ding C, Lan R, He Q, Wang W. The Pyroptosis-Related Long Noncoding RNA Signature Predicts Prognosis and Indicates Immunotherapeutic Efficiency in Hepatocellular Carcinoma. Front Cell Dev Biol 2022; 10:779269. [PMID: 35712653 PMCID: PMC9195296 DOI: 10.3389/fcell.2022.779269] [Citation(s) in RCA: 8] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/18/2021] [Accepted: 01/28/2022] [Indexed: 02/05/2023] Open
Abstract
Pyroptosis was recently demonstrated to be an inflammatory form of gasdermin-regulated programmed cell death characterized by cellular lysis and the release of several proinflammatory factors and participates in tumorigenesis. However, the effects of pyroptosis-related long noncoding RNAs (lncRNAs) on hepatocellular carcinoma (HCC) have not yet been completely elucidated. Based on the regression coefficients of ZFPM2-AS1, KDM4A-AS1, LUCAT1, NRAV, CRYZL2P-SEC16B, AL031985.3, SNHG4, AL049840.5, AC008549.1, MKLN1-AS, AC099850.3, and LINC01224, HCC patients were classified into a low- or high-risk group. The high-risk score according to pyroptosis-related lncRNA signature was significantly associated with poor overall survival even after adjusting for age and clinical stage. Receiver operating characteristic curves and principal component analysis further supported the accuracy of the model. Our study revealed that a higher pyroptosis-related lncRNA risk score was significantly associated with tumor staging, pathological grade, and tumor-node-metastasis stages. The nomogram incorporating the pyroptosis-related lncRNA risk score and clinicopathological factors demonstrated good accuracy. Furthermore, we observed distinct tumor microenvironment cell infiltration characteristics between high- and low-risk tumors. Notably, based on the risk model, we found that the risk score is closely related to the expression of immune checkpoint genes, immune subtypes of tumors, and the sensitivity of HCC to chemotherapy drugs and immunotherapy. In conclusion, our novel risk score of pyroptosis-related lncRNA can serve as a promising prognostic biomarker for HCC patients and provide help for HCC patients to guide precision drug treatment and immunotherapy.
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Affiliation(s)
- Tao Wang
- Department of Liver Surgery and Liver Transplantation Center, West China Hospital of Sichuan University, Chengdu, China.,State Key Laboratory of Biotherapy and Cancer Center, West China Hospital, Sichuan University, Chengdu, China
| | - Yi Yang
- Department of Liver Surgery and Liver Transplantation Center, West China Hospital of Sichuan University, Chengdu, China
| | - Ting Sun
- Department of Liver Surgery and Liver Transplantation Center, West China Hospital of Sichuan University, Chengdu, China
| | - Haizhou Qiu
- Department of Liver Surgery and Liver Transplantation Center, West China Hospital of Sichuan University, Chengdu, China
| | - Jian Wang
- Department of Liver Surgery and Liver Transplantation Center, West China Hospital of Sichuan University, Chengdu, China
| | - Cheng Ding
- Department of Hepatobiliary Surgery, Beijing Chaoyang Hospital Affiliated to Capital Medical University, Beijing, China
| | - Ren Lan
- Department of Hepatobiliary Surgery, Beijing Chaoyang Hospital Affiliated to Capital Medical University, Beijing, China
| | - Qiang He
- Department of Hepatobiliary Surgery, Beijing Chaoyang Hospital Affiliated to Capital Medical University, Beijing, China
| | - Wentao Wang
- Department of Liver Surgery and Liver Transplantation Center, West China Hospital of Sichuan University, Chengdu, China
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