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Dale R, Cheng M, Pines KC, Currie ME. Inconsistent values and algorithmic fairness: a review of organ allocation priority systems in the United States. BMC Med Ethics 2024; 25:115. [PMID: 39420378 PMCID: PMC11483980 DOI: 10.1186/s12910-024-01116-x] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/30/2024] [Accepted: 10/09/2024] [Indexed: 10/19/2024] Open
Abstract
BACKGROUND The Organ Procurement and Transplant Network (OPTN) Final Rule guides national organ transplantation policies, mandating equitable organ allocation and organ-specific priority stratification systems. Current allocation scores rely on mortality predictions. METHODS We examined the alignment between the ethical priorities across organ prioritization systems and the statistical design of the risk models in question. We searched PubMed for literature on organ allocation history, policy, and ethics in the United States. RESULTS We identified 127 relevant articles, covering kidney (19), liver (60), lung (24), and heart transplants (23), and transplant accessibility (1). Current risk scores emphasize model performance and overlook ethical concerns in variable selection. The inclusion of race, sex, and geographical limits as categorical variables lacks biological basis; therefore, blurring the line between evidence-based models and discrimination. Comprehensive ethical and equity evaluation of risk scores is lacking, with only limited discussion of the algorithmic fairness of the Model for End-Stage Liver Disease (MELD) and the Kidney Donor Risk Index (KDRI) in some literature. We uncovered the inconsistent ethical standards underlying organ allocation scores in the United States. Specifically, we highlighted the exception points in MELD, the inclusion of race in KDRI, the geographical limit in the Lung Allocation Score, and the inadequacy of risk stratification in the Heart Tier system, creating obstacles for medically underserved populations. CONCLUSIONS We encourage efforts to address statistical and ethical concerns in organ allocation models and urge standardization and transparency in policy development to ensure fairness, equitability, and evidence-based risk predictions.
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Affiliation(s)
- Reid Dale
- Department of Cardiothoracic Surgery, Stanford University School of Medicine, Center for Academic Medicine, 453 Quarry Road, Room 267, MC 5661, Stanford, CA, 94304, USA
| | - Maggie Cheng
- Department of Cardiothoracic Surgery, Stanford University School of Medicine, Center for Academic Medicine, 453 Quarry Road, Room 267, MC 5661, Stanford, CA, 94304, USA
| | - Katharine Casselman Pines
- Department of Cardiothoracic Surgery, Stanford University School of Medicine, Center for Academic Medicine, 453 Quarry Road, Room 267, MC 5661, Stanford, CA, 94304, USA
| | - Maria Elizabeth Currie
- Department of Cardiothoracic Surgery, Stanford University School of Medicine, Center for Academic Medicine, 453 Quarry Road, Room 267, MC 5661, Stanford, CA, 94304, USA.
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2
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Cerutti E, D'Arcangelo F, Becchetti C, Cilla M, Cossiga V, Guarino M, Invernizzi F, Lapenna L, Lavezzo B, Marra F, Merli M, Morelli MC, Toniutto P, Burra P, Zanetto A. Sex disparities in acute-on-chronic liver failure: From admission to the intensive care unit to liver transplantation. Dig Liver Dis 2024:S1590-8658(24)00921-6. [PMID: 39164168 DOI: 10.1016/j.dld.2024.08.002] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 06/14/2024] [Revised: 07/01/2024] [Accepted: 08/04/2024] [Indexed: 08/22/2024]
Abstract
Acute-on-chronic liver failure (ACLF) is a severe clinical syndrome characterized by acute liver decompensation in patients with chronic liver disease, marked by systemic inflammation and systemic organ failure. In this review, we discussed sex-related disparities in the incidence, prognosis, and access to liver transplantation (LT) for patients with ACLF, particularly during Intensive Care Unit (ICU) management. Some studies have suggested that ACLF is more prevalent among male patients admitted to the ICU, and they have higher mortality rates than females. Available prognostic scores, such as CLIF-C or TAM-score, lack sex-specific adjustments. Sarcopenia seems to enhance the accuracy of these scores though this is observed only in male individuals. LT is the only effective treatment for patients with ACLF grade 2-3 who do not respond to medical therapies. Sex-related disparities occur in both access to LT and post-transplant outcomes, although the influence of sex on the prevalence, clinical course, and listing for LT in ACLF remains largely undetermined. A sex-orientated analysis of ICU outcomes in ACLF would facilitate the development of sex-orientated management strategies, thereby improving patients' outcomes.
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Affiliation(s)
- Elisabetta Cerutti
- Department of Anesthesia, Transplant and Surgical Intensive Care, Azienda Ospedaliero Universitaria delle Marche, Ancona, Italy
| | - Francesca D'Arcangelo
- Department of Surgery, Oncology and Gastroenterology, University of Padua, Padua, Italy; Gastroenterology and Multivisceral Transplant Unit, Padua University Hospital, Padua, Italy
| | - Chiara Becchetti
- Hepatology and Gastroenterology, ASST Grande Ospedale Metropolitano Niguarda, Milan, Italy
| | - Marta Cilla
- Center for Liver Disease, Division of Internal Medicine and Hepatology, IRCCS Ospedale San Raffaele, 20132 Milan, Italy
| | - Valentina Cossiga
- Diseases of the Liver and Biliary System Unit, Department of Clinical Medicine and Surgery, University of Naples "Federico II", 80131 Naples, Italy
| | - Maria Guarino
- Diseases of the Liver and Biliary System Unit, Department of Clinical Medicine and Surgery, University of Naples "Federico II", 80131 Naples, Italy
| | - Federica Invernizzi
- Center for Liver Disease, Division of Internal Medicine and Hepatology, IRCCS Ospedale San Raffaele, 20132 Milan, Italy
| | - Lucia Lapenna
- Department of Translational and Precision Medicine, Sapienza University of Rome, Italy
| | - Bruna Lavezzo
- Emergency Department, Anesthesia and Intensive Care Unit, SS Annunziata Hospital, Savigliano ASL Cuneo, Italy
| | - Fabio Marra
- Department of Experimental and Clinical Medicine, University of Florence, Florence, Italy
| | - Manuela Merli
- Department of Translational and Precision Medicine, Sapienza University of Rome, Italy
| | - Maria Cristina Morelli
- Internal Medicine Unit for the Treatment of Severe Organ Failure, IRCCS Azienda Ospedaliero-Universitaria di Bologna, 40138 Bologna, Italy
| | - Pierluigi Toniutto
- Hepatology and Liver Transplantation Unit, Academic Hospital, University of Udine, Udine, Italy
| | - Patrizia Burra
- Department of Surgery, Oncology and Gastroenterology, University of Padua, Padua, Italy; Gastroenterology and Multivisceral Transplant Unit, Padua University Hospital, Padua, Italy.
| | - Alberto Zanetto
- Department of Surgery, Oncology and Gastroenterology, University of Padua, Padua, Italy; Gastroenterology and Multivisceral Transplant Unit, Padua University Hospital, Padua, Italy
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3
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Samuel S, Choubey A, Koizumi N, Ekwenna O, Baxter PR, Li MH, Malik R, Ortiz J. Demographic inequities exist and influence transplant outcomes in liver transplantation for acute alcohol-associated hepatitis. HPB (Oxford) 2023; 25:845-854. [PMID: 37088642 DOI: 10.1016/j.hpb.2023.04.002] [Citation(s) in RCA: 2] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 03/02/2023] [Revised: 04/01/2023] [Accepted: 04/05/2023] [Indexed: 04/25/2023]
Abstract
BACKGROUND Liver transplantation has inherent disparities but data is scarce in liver transplant (LT) candidates with acute alcohol-associated hepatitis (AAH). We aimed to investigate demographic inequities and its impact on survival outcomes among AAH LT candidates. METHODS A retrospective analysis using the United Network of Organ Sharing database was conducted between 2000 and 2021. 25 981 LT recipients with alcohol-associated liver cirrhosis and 662 recipients with AAH were included. Waitlisted candidates were also evaluated. RESULTS In comparison with alcohol-associated liver cirrhosis, AAH LT recipients were more likely Asian or "other" race and younger. Hispanics demonstrated better graft and patient survival (p < 0.05) but were less likely to be waitlisted and transplanted for AAH than for liver cirrhosis. Women with AAH were more likely to be waitlisted and transplanted. Pre-existing diabetes and male sex were associated with higher graft failure (25% and 8% respectively). Increasing recipient age were 2% more likely to experience negative outcomes. Chronicity of liver disease did not impact graft (p = 0.137) or patient survival (p = 0.145). CONCLUSION Our results revealed demographic factors have a significant impact on transplant listing, organ allocation and survival outcomes. Further investigations are imperative to minimize disparities in LT evaluation and provide equity in healthcare.
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Affiliation(s)
- Sonia Samuel
- Department of Internal Medicine, Albany Medical Center, Albany, NY, 12208, USA.
| | - Ankur Choubey
- Department of Surgery, Robert Wood Johnson University Hospital, New Brunswick, NJ, 08901, USA
| | - Naoru Koizumi
- Schar School of Policy and Government, George Mason University, Fairfax, VA, 22030, USA
| | - Obi Ekwenna
- Department of Urology, The University of Toledo Medical Center, Toledo, OH, 43614, USA
| | - Patrick R Baxter
- Schar School of Policy and Government, George Mason University, Fairfax, VA, 22030, USA
| | - Meng-Hao Li
- Schar School of Policy and Government, George Mason University, Fairfax, VA, 22030, USA
| | - Raza Malik
- Department of Gastroenterology and Hepatology, Albany Medical Center, Albany, NY, 12208, USA
| | - Jorge Ortiz
- Department of Surgery, Erie County Medical Center, Buffalo, NY, 14215, USA
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4
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Walter Costa MB, Gärtner C, Schmidt M, Berg T, Seehofer D, Kaiser T. Revising the MELD Score to Address Sex-Bias in Liver Transplant Prioritization for a German Cohort. J Pers Med 2023; 13:963. [PMID: 37373952 DOI: 10.3390/jpm13060963] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/30/2023] [Revised: 06/02/2023] [Accepted: 06/05/2023] [Indexed: 06/29/2023] Open
Abstract
(1) Background: Prioritization of patients for liver transplantation in Germany relies on the MELD (model for end-stage liver disease) scoring system that does not consider the patient's sex. Many studies have shown that women are disadvantaged by the MELD score. Using a large patient cohort from a German liver transplant centre, we investigated options to reduce gender inequality in the patient prioritization for liver transplantation. (2) Methods: We calculated female-as-male MELD scores in our cohort by substituting the serum creatinine of a female patient with that of their male equivalent to test for the fairness of the scores. We investigated the effects of the female-as-male scores compared to the original MELD score of 1759 patients listed for liver transplantation. (3) Results: Serum creatinine sex correction (female-as-male) for MELD scores added up to 5.4 points in females, while the median changed by +1.6 points for females. We identified 72 females with an original MELD score < 20, for whom the adjusted female-as-male MELD score would be >20, thus giving them a better chance to receive a liver transplant. (4) Conclusions: Mathematical conversion of female to male creatinine concentrations identified disadvantages in liver transplantation prioritization for females and ascertained MELD 3.0 as having high potential to compensate for these inequalities.
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Affiliation(s)
- Maria Beatriz Walter Costa
- Clinical Chemistry and Molecular Diagnostics, Institute for Laboratory Medicine, Leipzig University Medical Center, Paul-List-Straße 13/15, D-04103 Leipzig, Germany
- Viral Ecology and Omics, Institute of Biodiversity, Faculty of Biological Sciences, Friedrich Schiller University Jena, Rosalind-Franklin Straße 1, D-07745 Jena, Germany
| | - Christiane Gärtner
- Viral Ecology and Omics, Institute of Biodiversity, Faculty of Biological Sciences, Friedrich Schiller University Jena, Rosalind-Franklin Straße 1, D-07745 Jena, Germany
- Academic Department of Laboratory Medicine, Microbiology and Pathobiochemistry, Medical School and University Medical Center East Westphalia-Lippe, Hospital Lippe, Bielefeld University, Röntgenstraße 18, D-32756 Detmold, Germany
| | - Maria Schmidt
- Clinical Chemistry and Molecular Diagnostics, Institute for Laboratory Medicine, Leipzig University Medical Center, Paul-List-Straße 13/15, D-04103 Leipzig, Germany
| | - Thomas Berg
- Division of Hepatology, Department of Medicine II, Leipzig University Medical Center, Liebigstraße 20, D-04103 Leipzig, Germany
| | - Daniel Seehofer
- Division of Hepatobiliary Surgery and Visceral Transplant Surgery, Department of Visceral, Transplant, Thoracic and Vascular Surgery, Leipzig University Medical Center, Liebigstraße 20, D-04103 Leipzig, Germany
| | - Thorsten Kaiser
- Clinical Chemistry and Molecular Diagnostics, Institute for Laboratory Medicine, Leipzig University Medical Center, Paul-List-Straße 13/15, D-04103 Leipzig, Germany
- Academic Department of Laboratory Medicine, Microbiology and Pathobiochemistry, Medical School and University Medical Center East Westphalia-Lippe, Hospital Lippe, Bielefeld University, Röntgenstraße 18, D-32756 Detmold, Germany
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5
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Hundt MA, Tien C, Kahn JA. Addressing sex-based disparities in liver transplantation. Curr Opin Organ Transplant 2023; 28:110-116. [PMID: 36437701 DOI: 10.1097/mot.0000000000001040] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/29/2022]
Abstract
PURPOSE OF REVIEW Disparities in access to liver transplantation by sex have been well described, disadvantaging women. Understanding the multifactorial causes of these disparities as well as the variety of proposed solutions is critical to improving access to this life-saving intervention for women. This review aims to summarize the current body of evidence on observed sex disparities in liver transplantation and highlight actionable, evidence-based mechanisms by which these disparities can be addressed. RECENT FINDINGS Strategies for addressing sex disparities in liver transplantation include increasing organ utilization, changing allocation policy, and leveraging public policies to reduce the incidence of end-stage liver disease. Several other promising interventions are currently being explored. SUMMARY In the United States, women face additional barriers to liver transplantation on the basis of sex. Immediate action is necessary to systematically address these inequities.
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Affiliation(s)
- Melanie A Hundt
- Division of Gastrointestinal and Liver Diseases
- Department of Medicine, University of Southern California, Los Angeles, California, USA
| | - Christine Tien
- Department of Medicine, University of Southern California, Los Angeles, California, USA
| | - Jeffrey A Kahn
- Division of Gastrointestinal and Liver Diseases
- Department of Medicine, University of Southern California, Los Angeles, California, USA
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6
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VanWagner LB, McElroy L, Serper M, Verna EC. More than a few good women: honoring the ladies of the liver. Liver Transpl 2023; 29:237-240. [PMID: 36724885 PMCID: PMC10039456 DOI: 10.1097/lvt.0000000000000062] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 12/12/2022] [Accepted: 12/12/2022] [Indexed: 02/03/2023]
Affiliation(s)
- Lisa B. VanWagner
- Division of Digestive and Liver Diseases, Department of Medicine, University of Texas Southwestern Medical Center, Dallas, Texas, USA
| | - Lisa McElroy
- Division of Transplant Surgery, Department of Surgery, Duke University School of Medicine, Durham, North Calorina, USA
| | - Marina Serper
- Division of Gastroenterology & Hepatology, University of Pennsylvania Perelman School of Medicine, Philadelphia, Pennsylvania, USA
| | - Elizabeth C. Verna
- Division of Digestive and Liver Diseases, Department of Medicine and Center for Liver Disease and Transplantation, Columbia University College of Physicians, New York, New York, USA
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7
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Sawinski D, Lai JC, Pinney S, Gray AL, Jackson AM, Stewart D, Levine DJ, Locke JE, Pomposelli JJ, Hartwig MG, Hall SA, Dadhania DM, Cogswell R, Perez RV, Schold JD, Turgeon NA, Kobashigawa J, Kukreja J, Magee JC, Friedewald J, Gill JS, Loor G, Heimbach JK, Verna EC, Walsh MN, Terrault N, Testa G, Diamond JM, Reese PP, Brown K, Orloff S, Farr MA, Olthoff KM, Siegler M, Ascher N, Feng S, Kaplan B, Pomfret E. Addressing sex-based disparities in solid organ transplantation in the United States - a conference report. Am J Transplant 2023; 23:316-325. [PMID: 36906294 DOI: 10.1016/j.ajt.2022.11.008] [Citation(s) in RCA: 16] [Impact Index Per Article: 16.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/02/2022] [Revised: 10/17/2022] [Accepted: 11/04/2022] [Indexed: 01/15/2023]
Abstract
Solid organ transplantation provides the best treatment for end-stage organ failure, but significant sex-based disparities in transplant access exist. On June 25, 2021, a virtual multidisciplinary conference was convened to address sex-based disparities in transplantation. Common themes contributing to sex-based disparities were noted across kidney, liver, heart, and lung transplantation, specifically the existence of barriers to referral and wait listing for women, the pitfalls of using serum creatinine, the issue of donor/recipient size mismatch, approaches to frailty and a higher prevalence of allosensitization among women. In addition, actionable solutions to improve access to transplantation were identified, including alterations to the current allocation system, surgical interventions on donor organs, and the incorporation of objective frailty metrics into the evaluation process. Key knowledge gaps and high-priority areas for future investigation were also discussed.
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Affiliation(s)
- Deirdre Sawinski
- Weill Cornell Medicine - New York Presbyterian Hospital, New York, New York, USA.
| | - Jennifer C Lai
- Division of Gastroenterology and Hepatology, University of California, San Francisco, California, USA
| | - Sean Pinney
- University of Chicago Medicine, Chicago, Illinois, USA
| | - Alice L Gray
- University of Colorado Anschutz Medical Center, Aurora, Colorado, USA
| | - Annette M Jackson
- Department of Surgery, Duke University, Department of Surgery, Durham, Carolina, USA
| | - Darren Stewart
- United Network for Organ Sharing, Richmond, Virginia, USA
| | | | - Jayme E Locke
- University of Alabama at Birmingham, Heersink School of Medicine, Birmingham, Alabama, USA
| | - James J Pomposelli
- Department of Surgery University of Colorado, Anschutz Medical Campus, Aurora, Colorado, USA; Colorado Center for Transplantation Care, Research and Education (CCTCARE), Aurora, Colorado, USA
| | | | | | - Darshana M Dadhania
- Weill Cornell Medicine - New York Presbyterian Hospital, New York, New York, USA
| | - Rebecca Cogswell
- University of Minnesota Medical Center, Minneapolis, Minnesota, USA
| | - Richard V Perez
- Department of Surgery, University of California, Davis, School of Medicine, Sacramento, California, USA
| | - Jesse D Schold
- Department of Quantitative Health Sciences, Cleveland Clinic, Cleveland, Ohio, USA
| | | | - Jon Kobashigawa
- Cedars-Sinai Smidt Heart Institute, Los Angeles, California, USA
| | - Jasleen Kukreja
- Department of Surgery, University of California, San Francisco, California, USA
| | - John C Magee
- Department of Surgery, University of Michigan School of Medicine, Ann Arbor, Michigan, USA
| | - John Friedewald
- Northwestern University Feinberg School of Medicine, Chicago, Illinois USA
| | - John S Gill
- Division of Nephrology, University of British Columbia, St Paul's Hospital, Vancouver, British Columbia, Canada
| | - Gabriel Loor
- Baylor College of Medicine Lung Institute, Houston, Texas, USA
| | | | - Elizabeth C Verna
- Center for Liver Disease and Transplantation, Columbia University, Vagelos College of Physicians and Surgeons, New York, New York, USA
| | - Mary Norine Walsh
- Ascension St Vincent Heart Center, Indianapolis, Indianapolis, Indiana, USA
| | - Norah Terrault
- Keck Medicine of University of Southern California, Los Angeles, California, USA
| | - Guiliano Testa
- Annette C. and Harold C. Simmons Transplant Institute, Baylor University Medical Center, Dallas, Texas, USA
| | - Joshua M Diamond
- Division of Pulmonary, Allergy, and Critical Care, Perelman School of Medicine at the University of Pennsylvania, Philadelphia, Pennsylvania, USA
| | - Peter P Reese
- Division of Renal, Perelman School of Medicine at the University of Pennsylvania, Philadelphia, Pennsylvania, USA
| | | | - Susan Orloff
- Division of Abdominal Organ Transplantation and Hepatobiliary Surgery, Department of Surgery, Portland, Oregon, USA
| | - Maryjane A Farr
- Division of Cardiology, University of Texas Southwestern Medical Center, Dallas, Texas, USA
| | - Kim M Olthoff
- Department of Surgery, Penn Transplant Institute, Perelman School of Medicine at the University of Pennsylvania, Philadelphia, Pennsylvania, USA
| | - Mark Siegler
- University of Chicago Medicine, Chicago, Illinois, USA; MacLean Center for Clinical Medical Ethics, University of Chicago, Chicago, Illinois, USA
| | - Nancy Ascher
- Division of Transplant Surgery, Department of Surgery, University of California San Francisco, San Francisco, California, USA
| | - Sandy Feng
- Division of Transplant Surgery, Department of Surgery, University of California San Francisco, San Francisco, California, USA
| | - Bruce Kaplan
- Department of Surgery University of Colorado, Anschutz Medical Campus, Aurora, Colorado, USA; Colorado Center for Transplantation Care, Research and Education (CCTCARE), Aurora, Colorado, USA
| | - Elizabeth Pomfret
- Department of Surgery University of Colorado, Anschutz Medical Campus, Aurora, Colorado, USA; Colorado Center for Transplantation Care, Research and Education (CCTCARE), Aurora, Colorado, USA
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