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El Khoury CJ. Application of Geographic Information Systems (GIS) in the Study of Prostate Cancer Disparities: A Systematic Review. Cancers (Basel) 2024; 16:2715. [PMID: 39123443 PMCID: PMC11312136 DOI: 10.3390/cancers16152715] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/06/2024] [Revised: 07/18/2024] [Accepted: 07/25/2024] [Indexed: 08/12/2024] Open
Abstract
Introduction: PCa is one of the cancers that exhibits the widest disparity gaps. Geographical place of residence has been shown to be associated with healthcare access/utilization and PCa outcomes. Geographical Information Systems (GIS) are widely being utilized for PCa disparities research, however, inconsistencies in their application exist. This systematic review will summarize GIS application within PCa disparities research, highlight gaps in the literature, and propose alternative approaches. Methods: This paper followed the methods of the Cochrane Collaboration and the criteria set of the Preferred Reporting Items for Systematic Reviews and Meta-Analyses (PRISMA). Articles published in peer-reviewed journals were searched through the PubMed, Embase, and Web of Science databases until December 2022. The main inclusion criteria were employing a GIS approach and examining a relationship between geographical components and PCa disparities. The main exclusion criteria were studies conducted outside the US and those that were not published in English. Results: A total of 25 articles were included; 23 focused on PCa measures as outcomes: incidence, survival, and mortality, while only 2 examined PCa management. GIS application in PCa disparities research was grouped into three main categories: mapping, processing, and analysis. GIS mapping allowed for the visualization of quantitative, qualitative, and temporal trends of PCa factors. GIS processing was mainly used for geocoding and smoothing of PCa rates. GIS analysis mainly served to evaluate global spatial autocorrelation and distribution of PCa cases, while local cluster identification techniques were mainly employed to identify locations with poorer PCa outcomes, soliciting public health interventions. Discussion: Varied GIS applications and methodologies have been used in researching PCa disparities. Multiple geographical scales were adopted, leading to variations in associations and outcomes. Geocoding quality varied considerably, leading to less robust findings. Limitations in cluster-detection approaches were identified, especially when variations were captured using the Spatial Scan Statistic. GIS approaches utilized in other diseases might be applied within PCa disparities research for more accurate inferences. A novel approach for GIS research in PCa disparities could be focusing more on geospatial disparities in procedure utilization especially when it comes to PCa screening techniques. Conclusions: This systematic review summarized and described the current state and trend of GIS application in PCa disparities research. Although GIS is of crucial importance when it comes to PCa disparities research, future studies should rely on more robust GIS techniques, carefully select the geographical scale studied, and partner with GIS scientists for more accurate inferences. Such interdisciplinary approaches have the potential to bridge the gaps between GIS and cancer prevention and control to further advance cancer equity.
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Affiliation(s)
- Christiane J. El Khoury
- Program in Public Health, Renaissance School of Medicine at Stony Brook, Stony Brook, NY 11790, USA; ; Tel.: +1-718-970-0177
- Department of Medical Oncology, The Sidney Kimmel Comprehensive Cancer Center at Thomas Jefferson University, Philadelphia, PA 19107, USA
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Sindhu KK, Dovey Z, Thompson M, Nehlsen AD, Skalina KA, Malachowska B, Hasan S, Guha C, Tang J, Salgado LR. The potential role of precision medicine to alleviate racial disparities in prostate, bladder and renal urological cancer care. BJUI COMPASS 2024; 5:405-425. [PMID: 38633827 PMCID: PMC11019243 DOI: 10.1002/bco2.323] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/24/2023] [Revised: 12/11/2023] [Accepted: 12/23/2023] [Indexed: 04/19/2024] Open
Abstract
Background Racial disparities in oncological outcomes resulting from differences in social determinants of health (SDOH) and tumour biology are well described in prostate cancer (PCa) but similar inequities exist in bladder (BCa) and renal cancers (RCCs). Precision medicine (PM) aims to provide personalized treatment based on individual patient characteristics and has the potential to reduce these inequities in GU cancers. Objective This article aims to review the current evidence outlining racial disparities in GU cancers and explore studies demonstrating improved oncological outcomes when PM is applied to racially diverse patient populations. Evidence acquisition Evidence was obtained from Pubmed and Web of Science using keywords prostate, bladder and renal cancer, racial disparity and precision medicine. Because limited studies were found, preferred reporting items for systematic reviews and meta-analyses (PRISMA) guidelines were not applied but rather related articles were studied to explore existing debates, identify the current status and speculate on future applications. Results Evidence suggests addressing SDOH for PCa can reverse racial inequities in oncological outcomes but differences in incidence remain. Similar disparities in BCa and RCC are seen, and it would be reasonable to suggest achieving parity in SDOH for all races would do the same. Research applying a PM approach to different ethnicities is lacking although in African Americans (AAs) with metastatic castrate-resistant prostate cancer (mCRPCa) better outcomes have been shown with androgen receptor inhibitors, radium-223 and sipuleucel. Exploiting the abscopal effect with targeted radiation therapy (RT) and immunotherapy has promise but requires further study, as does defining actionable mutations in specific patient groups to tailor treatments as appropriate. Conclusion For all GU cancers, the historical underrepresentation of ethnic minorities in clinical trials still exists and there is an urgent need for recruitment strategies to address this. PM is a promising development with the potential to reduce inequities in GU cancers, however, both improved understanding of race-specific tumour biology, and enhanced recruitment of minority populations into clinical trials are required. Without this, the benefits of PM will be limited.
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Affiliation(s)
- Kunal K. Sindhu
- Department of Radiation OncologyIcahn School of Medicine at Mount SinaiNew YorkNYUSA
| | - Zachary Dovey
- Department of UrologyIcahn School of Medicine at Mount SinaiNew YorkNYUSA
| | - Marcher Thompson
- Department of Radiation OncologyAIS Cancer Center/Adventist HealthBakersfieldCAUSA
| | - Anthony D. Nehlsen
- Department of Radiation OncologyIcahn School of Medicine at Mount SinaiNew YorkNYUSA
| | - Karin A. Skalina
- Department of Radiation OncologyMontefiore Medical Center/Albert Einstein College of MedicineBronxNYUSA
| | - Beata Malachowska
- Department of Radiation OncologyMontefiore Medical Center/Albert Einstein College of MedicineBronxNYUSA
| | - Shaakir Hasan
- Department of Radiation OncologyMontefiore Medical Center/Albert Einstein College of MedicineBronxNYUSA
| | - Chandan Guha
- Department of Radiation OncologyMontefiore Medical Center/Albert Einstein College of MedicineBronxNYUSA
| | - Justin Tang
- Department of Radiation OncologyMontefiore Medical Center/Albert Einstein College of MedicineBronxNYUSA
| | - Lucas Resende Salgado
- Department of Radiation OncologyIcahn School of Medicine at Mount SinaiNew YorkNYUSA
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Baydoun A, Jia AY, Zaorsky NG, Kashani R, Rao S, Shoag JE, Vince RA, Bittencourt LK, Zuhour R, Price AT, Arsenault TH, Spratt DE. Artificial intelligence applications in prostate cancer. Prostate Cancer Prostatic Dis 2024; 27:37-45. [PMID: 37296271 DOI: 10.1038/s41391-023-00684-0] [Citation(s) in RCA: 4] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/25/2023] [Revised: 05/05/2023] [Accepted: 05/30/2023] [Indexed: 06/12/2023]
Abstract
Artificial intelligence (AI) applications have enabled remarkable advancements in healthcare delivery. These AI tools are often aimed to improve accuracy and efficiency of histopathology assessment and diagnostic imaging interpretation, risk stratification (i.e., prognostication), and prediction of therapeutic benefit for personalized treatment recommendations. To date, multiple AI algorithms have been explored for prostate cancer to address automation of clinical workflow, integration of data from multiple domains in the decision-making process, and the generation of diagnostic, prognostic, and predictive biomarkers. While many studies remain within the pre-clinical space or lack validation, the last few years have witnessed the emergence of robust AI-based biomarkers validated on thousands of patients, and the prospective deployment of clinically-integrated workflows for automated radiation therapy design. To advance the field forward, multi-institutional and multi-disciplinary collaborations are needed in order to prospectively implement interoperable and accountable AI technology routinely in clinic.
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Affiliation(s)
- Atallah Baydoun
- Department of Radiation Oncology, University Hospitals Seidman Cancer Center, Case Western Reserve University, Cleveland, OH, 44106, USA
| | - Angela Y Jia
- Department of Radiation Oncology, University Hospitals Seidman Cancer Center, Case Western Reserve University, Cleveland, OH, 44106, USA
| | - Nicholas G Zaorsky
- Department of Radiation Oncology, University Hospitals Seidman Cancer Center, Case Western Reserve University, Cleveland, OH, 44106, USA
| | - Rojano Kashani
- Department of Radiation Oncology, University Hospitals Seidman Cancer Center, Case Western Reserve University, Cleveland, OH, 44106, USA
| | - Santosh Rao
- Department of Medicine, University Hospitals Seidman Cancer Center, Case Western Reserve University, Cleveland, OH, 44106, USA
| | - Jonathan E Shoag
- Department of Urology, University Hospitals Seidman Cancer Center, Case Western Reserve University, Cleveland, OH, 44106, USA
| | - Randy A Vince
- Department of Urology, University Hospitals Seidman Cancer Center, Case Western Reserve University, Cleveland, OH, 44106, USA
| | - Leonardo Kayat Bittencourt
- Department of Radiology, University Hospitals Cleveland Medical Center Center, Case Western Reserve University, Cleveland, OH, 44106, USA
| | - Raed Zuhour
- Department of Radiation Oncology, University Hospitals Seidman Cancer Center, Case Western Reserve University, Cleveland, OH, 44106, USA
| | - Alex T Price
- Department of Radiation Oncology, University Hospitals Seidman Cancer Center, Case Western Reserve University, Cleveland, OH, 44106, USA
| | - Theodore H Arsenault
- Department of Radiation Oncology, University Hospitals Seidman Cancer Center, Case Western Reserve University, Cleveland, OH, 44106, USA
| | - Daniel E Spratt
- Department of Radiation Oncology, University Hospitals Seidman Cancer Center, Case Western Reserve University, Cleveland, OH, 44106, USA.
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Gong J, Kim DM, De Hoedt AM, Bhowmick N, Figlin R, Kim HL, Sandler H, Theodorescu D, Posadas E, Freedland SJ. Disparities With Systemic Therapies for Black Men Having Advanced Prostate Cancer: Where Do We Stand? J Clin Oncol 2024; 42:228-236. [PMID: 37890125 PMCID: PMC10824384 DOI: 10.1200/jco.23.00949] [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: 04/28/2023] [Revised: 08/08/2023] [Accepted: 08/23/2023] [Indexed: 10/29/2023] Open
Abstract
PURPOSE Prostate cancer represents the most common cancer diagnosis in Black men and is the second leading cause of cancer death in this population. Multilevel disparities have been well-documented in Black men with prostate cancer and play a role in poorer survival outcomes when compared with White men with prostate cancer. In this review, we highlight the changing trend in disparities for systemic therapy outcomes in Black men diagnosed with metastatic prostate cancer. METHODS We reviewed data from real-world registries and prospective clinical trials with a particular focus on equal access settings to compare outcomes to systemic therapies between Black and White men with metastatic prostate cancer. RESULTS In metastatic prostate cancer, there is growing evidence to suggest that Black men may have similar, if not better, outcomes to systemic therapies than White men with advanced disease, as corroborated by prospective studies and clinical trials where health care delivery and follow-up are more likely to be standardized. CONCLUSION This review illustrates the importance of nonbiological drivers of racial disparities in Black men with advanced prostate cancer. Mitigating barriers to health care access and delivery as well as including participation in clinical trials will be pivotal to ongoing efforts to address disparities in systemic therapy outcomes for Black men with metastatic prostate cancer.
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Affiliation(s)
- Jun Gong
- Samuel Oschin Comprehensive Cancer Institute, Cedars-Sinai Medical Center, Los Angeles, CA
| | - Daniel M. Kim
- Samuel Oschin Comprehensive Cancer Institute, Cedars-Sinai Medical Center, Los Angeles, CA
| | - Amanda M. De Hoedt
- Urology Section, Department of Surgery, Veterans Affairs Health Care System, Durham, NC
| | - Neil Bhowmick
- Samuel Oschin Comprehensive Cancer Institute, Cedars-Sinai Medical Center, Los Angeles, CA
| | - Robert Figlin
- Samuel Oschin Comprehensive Cancer Institute, Cedars-Sinai Medical Center, Los Angeles, CA
| | - Hyung L. Kim
- Division of Urology, Department of Surgery, Cedars-Sinai Medical Center, Los Angeles, CA
| | - Howard Sandler
- Samuel Oschin Comprehensive Cancer Institute, Cedars-Sinai Medical Center, Los Angeles, CA
| | - Dan Theodorescu
- Samuel Oschin Comprehensive Cancer Institute, Cedars-Sinai Medical Center, Los Angeles, CA
- Division of Urology, Department of Surgery, Cedars-Sinai Medical Center, Los Angeles, CA
| | - Edwin Posadas
- Samuel Oschin Comprehensive Cancer Institute, Cedars-Sinai Medical Center, Los Angeles, CA
| | - Stephen J. Freedland
- Samuel Oschin Comprehensive Cancer Institute, Cedars-Sinai Medical Center, Los Angeles, CA
- Urology Section, Department of Surgery, Veterans Affairs Health Care System, Durham, NC
- Division of Urology, Department of Surgery, Cedars-Sinai Medical Center, Los Angeles, CA
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Weise N, Shaya J, Javier-Desloges J, Cheng HH, Madlensky L, McKay RR. Disparities in germline testing among racial minorities with prostate cancer. Prostate Cancer Prostatic Dis 2022; 25:403-410. [PMID: 34775478 PMCID: PMC8590439 DOI: 10.1038/s41391-021-00469-3] [Citation(s) in RCA: 17] [Impact Index Per Article: 8.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/04/2021] [Revised: 10/27/2021] [Accepted: 11/02/2021] [Indexed: 12/14/2022]
Abstract
Germline testing is becoming increasingly relevant in prostate cancer (PCa) screening, prognosis, and management. A subset of patients with PCa harbor pathogenic/likely pathogenic variants (P/LPVs) in genes mediating DNA-repair processes, and these P/LPVs have implications for cancer screening, treatment, and cascade testing. As a result, it is recommended that all men with high-risk localized and metastatic PCa undergo routine germline testing. As more PCa patients undergo germline testing, it is important that clinicians and genetics experts recognize current disparities in germline testing rates among racial/ethnic minorities in the United States. The reasons for these disparities are multiple and require similarly manifold consideration to close the germline testing gap and reduce inequities in PCa screening, management, and treatment.
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Affiliation(s)
- Nicole Weise
- University of California San Diego, San Diego, CA, USA
| | - Justin Shaya
- University of California San Diego, San Diego, CA, USA
| | | | - Heather H Cheng
- University of Washington, Seattle, WA, USA
- Fred Hutchinson Cancer Research Center, Seattle, WA, USA
| | | | - Rana R McKay
- University of California San Diego, San Diego, CA, USA.
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Bates AJ, Rosser BRS, Polter EJ, Wheldon CW, Talley KMC, Haggart R, Wright M, Mitteldorf D, West W, Ross MW, Konety BR, Kohli N. Racial/Ethnic Differences in Health-Related Quality of Life Among Gay and Bisexual Prostate Cancer Survivors. Front Oncol 2022; 12:833197. [PMID: 35494011 PMCID: PMC9043609 DOI: 10.3389/fonc.2022.833197] [Citation(s) in RCA: 5] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/10/2021] [Accepted: 03/22/2022] [Indexed: 11/13/2022] Open
Abstract
Introduction Prostate cancer treatment has established effects on the health-related quality of life (HRQOL) of patients. While racial/ethnic differences in HRQOL have been explored in heterosexual patients, this is the first study to examine racial/ethnic differences in a cohort of sexual minority prostate cancer survivors. Methods We used data from the Restore-1 study, an online cross-sectional survey of sexual and gender minority (SGM) prostate cancer survivors in North America, to explore the association between race/ethnicity and HRQOL. General mental and physical HRQOL was assessed using the Short-Form Health Survey version 2 (SF-12). The frequency and distress of prostate cancer specific symptoms was assessed using the Expanded Prostate Cancer Composite (EPIC) scale. Multivariable linear regression was used to estimate mean differences in HRQOL between sexual minority men of color and their white, non-Hispanic counterparts after adjustment for pertinent demographic and medical characteristics. Results Among 190 participants, 23 (12%) self-identified as non-white and/or Hispanic. In unadjusted analysis, sexual minority men of color compared to their white counterparts reported worse HRQOL scores in the EPIC hormonal summary (73.8 vs. 81.8) and hormonal function (70.9 vs 80.5) domains. Clinically important differences between men of color and their white counterparts were seen in the EPIC bowel function (mean difference (MD): -4.5, 95% CI: -9.9, 0.8), hormonal summary (MD: -8.0, 95% CI: -15.6, -0.4), hormonal function (MD: -9.6, 95% CI: -17.6, -1.6), and hormonal bother (MD: -6.7, 95% CI: -14.4, 1.1) domains. After adjustment for covariates, clinically important differences persisted between men of color and white, non-Hispanic men on the hormonal summary (74.4 vs. 81.7), hormonal function (71.3 vs. 80.3), and hormonal bother (77.0 vs. 82.7) domains. Conclusions This exploratory study provides the first evidence that sexual minority men of color may have worse HRQOL outcomes compared to white, non-Hispanic sexual minority men following prostate cancer treatment.
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Affiliation(s)
- Alex J. Bates
- Division of Epidemiology and Community Health, School of Public Health, University of Minnesota, Minneapolis, MN, United States
| | - B. R. Simon Rosser
- Division of Epidemiology and Community Health, School of Public Health, University of Minnesota, Minneapolis, MN, United States
| | - Elizabeth J. Polter
- Division of Epidemiology and Community Health, School of Public Health, University of Minnesota, Minneapolis, MN, United States
| | - Christopher W. Wheldon
- Department of Social and Behavioral Sciences, College of Public Health, Temple University, Philadelphia, PA, United States
| | - Kristine M. C. Talley
- Adult and Geriatric Health, University of Minnesota School of Nursing, Minneapolis, MN, United States
| | - Ryan Haggart
- Department of Urology, University of Minnesota, Minneapolis, MN, United States
| | - Morgan Wright
- Division of Epidemiology and Community Health, School of Public Health, University of Minnesota, Minneapolis, MN, United States
| | | | - William West
- Department of Writing Studies, University of Minnesota, Minneapolis, MN, United States
| | - Michael W. Ross
- Department of Family Medicine and Community Health, University of Minnesota Medical School, Minneapolis, MN, United States
| | | | - Nidhi Kohli
- Department of Educational Psychology, University of Minnesota, Minneapolis, MN, United States
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