1
|
Maida M, Mori Y, Fuccio L, Sferrazza S, Vitello A, Facciorusso A, Hassan C. Exploring ChatGPT effectiveness in addressing direct patient queries on colorectal cancer screening. Endosc Int Open 2025; 13:a25689416. [PMID: 40376022 PMCID: PMC12080512 DOI: 10.1055/a-2568-9416] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 10/10/2024] [Accepted: 03/27/2025] [Indexed: 05/18/2025] Open
Abstract
Background and study aims Recent studies showed that large language models (LLMs) could enhance understanding of colorectal cancer (CRC) screening, potentially increasing participation rates. However, a limitation of these studies is that questions posed to LLMs are generated by experts. This study aimed to investigate ChatGPT-4o effectiveness in answering CRC screening queries directly generated by patients. Patients and methods Ten consecutive subjects aged 50 to 69 years who were eligible for the Italian national CRC screening program but not actively involved were enrolled. Four possible scenarios for CRC screening were presented to each participant and they were asked to formulate one question per scenario to gather additional information. These questions were then posed to ChatGPT in two separate sessions. The responses were evaluated by five senior experts, who rated each answer based on three criteria: accuracy, completeness, and comprehensibility, using a 5-point Likert scale. In addition, the same 10 patients who created the questions assessed the answers, rating each response as complete, understandable, and trustworthy on a dichotomous scale (yes/no). Results Experts rated the responses with mean scores of 4.1 ± 1.0 for accuracy, 4.2 ± 1.0 for completeness, and 4.3 ± 1.0 for comprehensibility. Patients rated responses as complete in 97.5%, understandable in 95%, and trustworthy in 100% of cases. Consistency over time was confirmed by an 86.8% similarity between session responses. Conclusions Despite variability in questions and answers, ChatGPT confirmed good performances in answering CRC screening queries, even when used directly by patients.
Collapse
Affiliation(s)
- Marcello Maida
- Department of Medicine and Surgery, Kore University of Enna, Enna, Italy
- Gastroenterology Unit, Umberto I Hospital, Enna, Italy
| | - Yuichi Mori
- Institute of Health and Society, University of Oslo, Oslo, Norway
- Digestive Disease Center, Showa University Northern Yokohama Hospital, Yokohama, Japan
| | - Lorenzo Fuccio
- Department of Medical and Surgical Sciences, IRCCS University Hospital of Bologna Sant Orsola Polyclinic, Bologna, Italy
- Department of Medical and Surgical Sciences, University of Bologna, Bologna, Italy
| | | | - Alessandro Vitello
- Department of Medicine and Surgery, Kore University of Enna, Enna, Italy
- Gastroenterology Unit, Umberto I Hospital, Enna, Italy
| | - Antonio Facciorusso
- Gastroenterology Unit, Department of Experimental Medicine, University of Salento, Lecce, Italy
- Clinical Effectiveness Research Group, University of Oslo, Oslo, Norway
| | - Cesare Hassan
- Department of Biomedical Sciences, Humanitas University, Milan, Italy
- Endoscopy Unit, IRCCS Humanitas Research Hospital, Rozzano, Italy
| |
Collapse
|
2
|
Larsen PT, Jørgensen SF, Rasmussen M, Andersen B, Cross AJ, Njor SH. Colorectal cancer incidence following a negative colonoscopy in fecal immunochemical test-based screening: a nationwide cohort study after 8 years of screening in Denmark. Endoscopy 2025. [PMID: 40118099 DOI: 10.1055/a-2551-1471] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 03/23/2025]
Abstract
Screening participants with a positive fecal immunochemical test (FIT) result and a subsequent negative colonoscopy are quarantined from the Danish bowel cancer screening program for 8 years. This recommendation is based on evidence from settings other than FIT-based screening, but referral of this evidence is not necessarily sufficient. We estimated the colorectal cancer (CRC) risk among these FIT-positive/colonoscopy-negative individuals and compared it with the risk in a historical unscreened population.Using national health registers in Denmark, we compared 29 936 participants with a positive FIT but negative colonoscopy with 720 850 randomly selected unscreened controls born 9 years earlier (ratio 1:24). Controls were assigned a pseudo-colonoscopy date 9 years prior to the negative colonoscopy group. We examined cases per 10 000 person-years and estimated relative risks (RR) and 95%CIs for CRC.After 8 years' follow-up, CRC risk was lower among FIT-positive/colonoscopy-negative participants compared with controls (RR 0.72, 95%CI 0.61-0.84). By age group and sex, the lower risk was only evident for women and men in their 60s (RR 0.67 [95%CI 0.47-0.96] and RR 0.65 [95%CI 0.48-0.88], respectively) and men in their 70s (RR 0.60 [95%CI 0.44-0.84]).The overall risk for CRC was lower for individuals with a positive FIT but negative colonoscopy compared with unscreened controls. However, the lower risk might not justify 8 years of quarantine, especially for women and younger age groups. Individualized screening is warranted and transfer of evidence from non-FIT screening should be done carefully.
Collapse
Affiliation(s)
- Pernille T Larsen
- University Research Clinic for Cancer screening, Randers Regional Hospital, Randers, Denmark
- Department of Clinical Medicine, Aarhus University Faculty of Health Sciences, Aarhus, Denmark
- Research Unit for Screening and Epidemiology, Department of Biochemistry and Immunology, Lillebaelt Hospital, Vejle, Denmark
| | - Susanne F Jørgensen
- Research Unit for Screening and Epidemiology, Department of Biochemistry and Immunology, Lillebaelt Hospital, Vejle, Denmark
- Department of Regional Health Research, University of Southern Denmark Faculty of Health Sciences, Odense, Denmark
- Danish Colorectal Cancer Center South, Lillebaelt Hospital - University Hospital of Southern Denmark, Vejle, Denmark
| | - Morten Rasmussen
- Digestive Disease Center, Bispebjerg Hospital, Copenhagen, Denmark
- Department of Clinical Medicine, Faculty of Health and Medical Sciences, University of Copenhagen, Copenhagen, Denmark
| | - Berit Andersen
- University Research Clinic for Cancer screening, Randers Regional Hospital, Randers, Denmark
- Department of Clinical Medicine, Aarhus University Faculty of Health Sciences, Aarhus, Denmark
| | - Amanda J Cross
- Cancer Screening and Prevention Research Group (CSPRG), Department of Surgery and Cancer, Imperial College London, London, United Kingdom of Great Britain and Northern Ireland
- Department of Epidemiology and Biostatistics, School of Public Health, Imperial College London, London, United Kingdom of Great Britain and Northern Ireland
| | - Sisse H Njor
- Department of Clinical Medicine, Aarhus University Faculty of Health Sciences, Aarhus, Denmark
- Research Unit for Screening and Epidemiology, Department of Biochemistry and Immunology, Lillebaelt Hospital, Vejle, Denmark
- Department of Regional Health Research, University of Southern Denmark Faculty of Health Sciences, Odense, Denmark
- Danish Colorectal Cancer Center South, Lillebaelt Hospital - University Hospital of Southern Denmark, Vejle, Denmark
| |
Collapse
|
3
|
Keating E, Slattery E, Hartery K, Doherty G, Canavan C, Leyden J. Sustained success in endoscopic performance demonstrated by the Irish National Endoscopy Quality Improvement Programme. Endosc Int Open 2025; 13:a25209965. [PMID: 40018073 PMCID: PMC11866039 DOI: 10.1055/a-2520-9965] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 08/02/2024] [Accepted: 01/15/2025] [Indexed: 03/01/2025] Open
Abstract
Background and study aims The National Gastrointestinal Endoscopy Quality Improvement (NEQI) Programme captures over 94% of endoscopic activity in the Republic of Ireland (ROI), accounting for > 120,000 colonoscopies per annum. The aim of this study was to assess temporal changes in colonoscopy Key Quality Indicators (KQIs) at a national level over a 5-year period among low-, intermediate-, and high-volume endoscopists. Methods A retrospective analysis of all NEQI colonoscopy episodes occurring between 2016 and 2022, collating colonoscopy KQIs (cecal intubation rate [CIR], comfort score [CS], polyp detection rate [PDR] and sedation use). Endoscopists with 5 consecutive years of activity were defined as low, intermediate, or high activity according to annual procedural volumes. Results Over 658,000 colonoscopies were completed by 1240 endoscopists. Workload is disproportionate, with 36% of endoscopists completing 66% of national colonoscopy volume. Low-, intermediate-, and high-activity endoscopists all demonstrated sustained improvements in KQI targets over the study period. Comparing experts (≥ 300 colonoscopies/year) vs non-experts, KQI plateaus were demonstrated for PDR at < 150 colonoscopies per year (34.2% vs 29.6%, P = 0.002), CS at < 200 procedures per year (97.5% vs 94.9%, P < 0.001), and CIR at < 250 colonoscopies per year (94.5% vs 93.4%, P = 0.048). Conclusions This study represents the first published endoscopist-level NEQI data demonstrating ongoing KQI improvements for endoscopists at all activity levels. Sustaining this improvement and continuing to capture national endoscopic performance will remain a core role of the Irish NEQI program. Workforce imbalances and minimum annual volumes continue to represent challenges for national endoscopy programs.
Collapse
Affiliation(s)
- Eoin Keating
- Department of Gastroenterology, St James's Hospital, Dublin, Ireland
- School of Medicine, University College Dublin, Dublin, Ireland
| | - Eoin Slattery
- Department of Gastroenterology, University Hospital Galway, Galway, Ireland
- School of Medicine, University College Galway, Galway, Ireland
- National Gastrointestinal Endoscopy Quality Improvement Programme, Royal College of Physicians of Ireland, Dublin, Ireland
| | - Karen Hartery
- Department of Gastroenterology, St James's Hospital, Dublin, Ireland
- National Gastrointestinal Endoscopy Quality Improvement Programme, Royal College of Physicians of Ireland, Dublin, Ireland
- School of Medicine, Trinity College Dublin, Dublin, Ireland
| | - Glen Doherty
- School of Medicine, University College Dublin, Dublin, Ireland
- National Gastrointestinal Endoscopy Quality Improvement Programme, Royal College of Physicians of Ireland, Dublin, Ireland
- Department of Gastroenterology, St Vincent's University Hospital, Dublin, Ireland
| | - Conor Canavan
- National Gastrointestinal Endoscopy Quality Improvement Programme, Royal College of Physicians of Ireland, Dublin, Ireland
| | - Jan Leyden
- School of Medicine, University College Dublin, Dublin, Ireland
- National Gastrointestinal Endoscopy Quality Improvement Programme, Royal College of Physicians of Ireland, Dublin, Ireland
- Department of Gastroenterology, Mater Misericordiae University Hospital, Dublin, Ireland
| |
Collapse
|
4
|
Carvalho B, de Klaver W, van Wifferen F, van Lanschot MCJ, van Wetering AJP, van der Zander QEW, Lemmens M, Bolijn AS, Tijssen M, Delis-van Diemen P, Buekers N, Daenen K, van der Meer J, van Mulligen PG, Hijmans BS, de Ridder S, Meiqari L, Bierkens M, van der Hulst RWM, Kuyvenhoven JPH, van Berkel AM, Depla ACTM, van Leerdam ME, Jansen JM, Wientjes CA, Straathof JWA, Keulen ETP, Ramsoekh D, Moons LMG, Zacherl M, Masclee AAM, de Wit M, Greuter MJE, van Engeland M, Dekker E, Coupé VMH, Meijer GA. Stool-Based Testing for Post-Polypectomy Colorectal Cancer Surveillance Safely Reduces Colonoscopies: The MOCCAS Study. Gastroenterology 2025; 168:121-135.e16. [PMID: 39218164 DOI: 10.1053/j.gastro.2024.08.022] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 08/10/2023] [Revised: 07/23/2024] [Accepted: 08/05/2024] [Indexed: 09/04/2024]
Abstract
BACKGROUND & AIMS Colonoscopy-based surveillance to prevent colorectal cancer (CRC) causes substantial burden for patients and health care. Stool tests may help to reduce surveillance colonoscopies by limiting colonoscopies to individuals at increased risk of advanced neoplasia. METHODS This cross-sectional observational study included individuals aged 50-75 years with surveillance indication. Before bowel preparation, participants collected samples for a multitarget stool DNA test and 2 fecal immunochemical tests (FITs). Test accuracy was calculated for all surveillance indications. For the post-polypectomy indication only, which is the most common and is associated with a relatively low CRC risk, long-term impact of stool-based surveillance was evaluated with the Adenoma and Serrated Pathway to Colorectal Cancer (ASCCA) model. Stool-based strategies were simulated to tune each test's positivity threshold to obtain strategies at least as effective as colonoscopy surveillance. RESULTS There were 3453 individuals with results for all stool tests and colonoscopy; 2226 had previous polypectomy, 1003 had previous CRC, and 224 had a familial risk. Areas under the receiver operating characteristic curve for advanced neoplasia were 0.72 (95% CI, 0.69-0.75) for the multitarget stool DNA test, 0.61 (95% CI, 0.58-0.64) for the FIT OC-SENSOR (Eiken Chemical Co, Tokyo, Japan) and 0.59 (95% CI, 0.56-0.61) for the FIT FOB-Gold (Sentinel, Milan, Italy). Stool-based post-polypectomy surveillance strategies at least as effective as colonoscopy surveillance reduced the number of colonoscopies by 15%-41% and required 5.6-9.5 stool tests over a person's lifetime. Multitarget stool DNA-based surveillance was more costly than colonoscopy surveillance, whereas FIT-based surveillance saved costs. CONCLUSIONS This study found that stool-based post-polypectomy surveillance strategies can be safe and cost-effective, with potential to reduce the number of colonoscopies by up to 41%. CLINICALTRIALS gov, Number: NCT02715141.
Collapse
Affiliation(s)
- Beatriz Carvalho
- Department of Pathology, Netherlands Cancer Institute, Amsterdam, The Netherlands.
| | - Willemijn de Klaver
- Department of Pathology, Netherlands Cancer Institute, Amsterdam, The Netherlands; Department of Gastroenterology and Hepatology, Amsterdam University Medical Center, location University of Amsterdam, Amsterdam, The Netherlands
| | - Francine van Wifferen
- Department of Epidemiology and Data Science, Amsterdam University Medical Center, location Vrije Universiteit, Amsterdam, The Netherlands
| | - Meta C J van Lanschot
- Department of Pathology, Netherlands Cancer Institute, Amsterdam, The Netherlands; Department of Gastroenterology and Hepatology, Amsterdam University Medical Center, location University of Amsterdam, Amsterdam, The Netherlands
| | - Alouisa J P van Wetering
- Department of Gastroenterology and Hepatology, Maastricht University Medical Center, Maastricht, The Netherlands
| | - Quirine E W van der Zander
- Department of Gastroenterology and Hepatology, Maastricht University Medical Center, Maastricht, The Netherlands
| | - Margriet Lemmens
- Department of Pathology, Netherlands Cancer Institute, Amsterdam, The Netherlands
| | - Anne S Bolijn
- Department of Pathology, Netherlands Cancer Institute, Amsterdam, The Netherlands
| | - Marianne Tijssen
- Department of Pathology, Netherlands Cancer Institute, Amsterdam, The Netherlands
| | | | - Nikkie Buekers
- Department of Pathology, Maastricht University Medical Center, Maastricht, The Netherlands
| | - Kathleen Daenen
- Department of Pathology, Maastricht University Medical Center, Maastricht, The Netherlands
| | - Jaleesa van der Meer
- Department of Pathology, Maastricht University Medical Center, Maastricht, The Netherlands
| | | | - Brenda S Hijmans
- Department of Pathology, Netherlands Cancer Institute, Amsterdam, The Netherlands
| | - Sander de Ridder
- Department of Pathology, Netherlands Cancer Institute, Amsterdam, The Netherlands
| | - Lana Meiqari
- Department of Pathology, Netherlands Cancer Institute, Amsterdam, The Netherlands
| | - Mariska Bierkens
- Department of Pathology, Netherlands Cancer Institute, Amsterdam, The Netherlands
| | - René W M van der Hulst
- Department of Gastroenterology and Hepatology, Spaarne Gasthuis, Haarlem, The Netherlands
| | - Johan P H Kuyvenhoven
- Department of Gastroenterology and Hepatology, Spaarne Gasthuis, Haarlem, The Netherlands
| | - Annemarie M van Berkel
- Department of Gastroenterology and Hepatology, Noordwest Ziekenhuis, Alkmaar, The Netherlands
| | - Annekatrien C T M Depla
- Department of Gastroenterology and Hepatology, Slotervaartziekenhuis, Amsterdam, The Netherlands
| | - Monique E van Leerdam
- Department of Gastroenterology and Hepatology, Netherlands Cancer Institute, Amsterdam, The Netherlands
| | - Jeroen M Jansen
- Department of Gastroenterology and Hepatology, Onze Lieve Vrouwe Gasthuis, Amsterdam, The Netherlands
| | - Caroline A Wientjes
- Department of Gastroenterology and Hepatology, Onze Lieve Vrouwe Gasthuis, Amsterdam, The Netherlands
| | - Jan W A Straathof
- Department of Gastroenterology and Hepatology, Maxima Medisch Centrum, Veldhoven, The Netherlands
| | - Eric T P Keulen
- Department of Gastroenterology and Hepatology, Zuyderland Medisch Centrum, Sittard-Geleen, The Netherlands
| | - Dewkoemar Ramsoekh
- Department of Gastroenterology and Hepatology, Amsterdam University Medical Center, location Vrije Universiteit, Amsterdam, The Netherlands
| | - Leon M G Moons
- Department of Gastroenterology and Hepatology, University Medical Center Utrecht, Utrecht, The Netherlands
| | | | - Ad A M Masclee
- Department of Gastroenterology and Hepatology, Maastricht University Medical Center, Maastricht, The Netherlands
| | - Meike de Wit
- Department of Pathology, Netherlands Cancer Institute, Amsterdam, The Netherlands
| | - Marjolein J E Greuter
- Department of Epidemiology and Data Science, Amsterdam University Medical Center, location Vrije Universiteit, Amsterdam, The Netherlands
| | - Manon van Engeland
- Department of Pathology, Maastricht University Medical Center, Maastricht, The Netherlands
| | - Evelien Dekker
- Department of Gastroenterology and Hepatology, Amsterdam University Medical Center, location University of Amsterdam, Amsterdam, The Netherlands
| | - Veerle M H Coupé
- Department of Epidemiology and Data Science, Amsterdam University Medical Center, location Vrije Universiteit, Amsterdam, The Netherlands
| | - Gerrit A Meijer
- Department of Pathology, Netherlands Cancer Institute, Amsterdam, The Netherlands; Department of Pathology, University Medical Center Utrecht, Utrecht, The Netherlands
| |
Collapse
|
5
|
Korotkevich AG, Zhilina NM. Gender features of localization of epithelial neoplasms of the colon according to the results of retroanalysis of colonoscopies of Novokuznetsk residents. EXPERIMENTAL AND CLINICAL GASTROENTEROLOGY 2024:26-31. [DOI: 10.31146/1682-8658-ecg-225-5-26-31] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 01/02/2025]
Abstract
Purpose of the study. The article It is devoted to the analysis of the influence of the patient’s sex on the frequency and localization of epithelial neoplasms of the colon. Materials and methods. In a continuous cross-sectional retrospective study we studied the results of 3086 colonoscopies for 2019-2020. Results. A cohort of. 980 patients with neoplasia. Analysis of localization and number of detected neoplasms depending on age and gender revealed a significant increase in the number of tumors after 40 years of life. The work confirmed the connection male sex with the frequency of colorectal neoplasms. However, there are significant differences in the frequency and neoplasia localization depending on the sex and age of patients with synchronous colorectal tumors. colorectal tumors. The association of chronic nonspecific inflammation is shown. with colorectal neoplasms. Conclusion. Age limits for screening colon tumors and positions requiring further study have been proposed.
Collapse
Affiliation(s)
- A. G. Korotkevich
- Novokuznetsk State Institute for Further Training of Physicians - Branch Campus of the Federal State Budgetary Educational Institution of Further Professional Education “Russian Medical Academy of Continuous Professional Education”; Novokuznetsk City Clinical Hospital named after A. A. Lutsik
| | - N. M. Zhilina
- Novokuznetsk State Institute for Further Training of Physicians - Branch Campus of the Federal State Budgetary Educational Institution of Further Professional Education “Russian Medical Academy of Continuous Professional Education”
| |
Collapse
|
6
|
Zhu W, Wu C, Hu S, Liu S, Zhao S, Zhang D, Qiu G, Cheng X, Huang J. Chemokine- and chemokine receptor-based signature predicts immunotherapy response in female colorectal adenocarcinoma patients. Sci Rep 2023; 13:21358. [PMID: 38049474 PMCID: PMC10695967 DOI: 10.1038/s41598-023-48623-2] [Citation(s) in RCA: 2] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/17/2023] [Accepted: 11/28/2023] [Indexed: 12/06/2023] Open
Abstract
The clinical significance and comprehensive characteristics of chemokines and chemokine receptors in female patients with advanced colorectal adenocarcinoma have not ever been reported. Our study explored the expression profiles of chemokines and chemokine receptors and constructed a chemokine- and chemokine receptor-based signature in female patients with advanced colorectal adenocarcinoma. Four independent cohorts containing 1335 patients were enrolled in our study. Univariate Cox regression and least absolute shrinkage and selection operator (LASSO) analyses were performed to construct the signature. CIBERSORT was used to evaluate the landscape of immune cell infiltration. Thirty-two pairs of tissue specimens of female advanced colorectal cancer (CRC) patients and two CRC cell lines were used to validate the signature in vitro. Quantitative real-time PCR and western blotting were performed to validate the mRNA and protein expression levels of signature genes. EdU and colony formation assays were performed to examine proliferative ability. Transwell and wound healing assays were used to evaluate cell invasion and migration capacity. During the signature construction and validation process, we found that the signature was more applicable to female patients with advanced colorectal adenocarcinoma. Hence, the subsequent study mainly focused on the particular subgroup. Enrichment analyses revealed that the signature was closely related to immunity. The landscape of immune cell infiltration presented that the signature was significantly associated with T cells CD8 and neutrophils. Gene set enrichment analysis (GSEA) confirmed that the high-risk group was chiefly enriched in the tumor-promoting related pathways and biological processes, whereas the low-risk group was mainly enriched in anti-tumor immune response pathways and biological processes. The signature was closely correlated with CTLA4, PDL1, PDL2, TMB, MSI, and TIDE, indicating that our signature could serve as a robust biomarker for immunotherapy and chemotherapy response. ROC curves verified that our signature had more robust prognostic power than all immune checkpoints and immunotherapy-related biomarkers. Finally, we used 32 pairs of tissue specimens and 2 CRC cell lines to validate our signature in vitro. We first provided a robust prognostic chemokine- and chemokine receptor-based signature, which could serve as a novel biomarker for immunotherapy and chemotherapy response to guide individualized treatment for female patients with advanced colorectal adenocarcinoma.
Collapse
Affiliation(s)
- Wenjie Zhu
- Department of Gastrointestinal Surgery, Second Affiliated Hospital of Nanchang University, Nanchang, Jiangxi, China
- Jiangxi Province Key Laboratory of Molecular Medicine, Second Affiliated Hospital of Nanchang University, Nanchang, Jiangxi, China
| | - Changlei Wu
- Department of Gastrointestinal Surgery, Second Affiliated Hospital of Nanchang University, Nanchang, Jiangxi, China
- Jiangxi Province Key Laboratory of Molecular Medicine, Second Affiliated Hospital of Nanchang University, Nanchang, Jiangxi, China
| | - Shiqi Hu
- Queen Mary College, Medical Department, Nanchang University, Nanchang, Jiangxi, China
| | - Sicheng Liu
- Department of Gastrointestinal Surgery, Second Affiliated Hospital of Nanchang University, Nanchang, Jiangxi, China
- Jiangxi Province Key Laboratory of Molecular Medicine, Second Affiliated Hospital of Nanchang University, Nanchang, Jiangxi, China
| | - Shimin Zhao
- Department of Gastrointestinal Surgery, Second Affiliated Hospital of Nanchang University, Nanchang, Jiangxi, China
- Jiangxi Province Key Laboratory of Molecular Medicine, Second Affiliated Hospital of Nanchang University, Nanchang, Jiangxi, China
| | - Dongdong Zhang
- Department of Gastrointestinal Surgery, Second Affiliated Hospital of Nanchang University, Nanchang, Jiangxi, China
- Jiangxi Province Key Laboratory of Molecular Medicine, Second Affiliated Hospital of Nanchang University, Nanchang, Jiangxi, China
| | - Guisheng Qiu
- Department of Gastrointestinal Surgery, Second Affiliated Hospital of Nanchang University, Nanchang, Jiangxi, China
| | - Xiufeng Cheng
- Department of Critical Care Medicine, First Affiliated Hospital of Nanchang University, Nanchang, Jiangxi, China
| | - Jun Huang
- Department of Gastrointestinal Surgery, Second Affiliated Hospital of Nanchang University, Nanchang, Jiangxi, China.
| |
Collapse
|
7
|
Jodal HC, Akwiwu EU, Lemmens M, Delis-van Diemen PM, Klotz D, Leon LG, Lakbir S, de Wit M, Fijneman RJ, van Leerdam ME, Dekker E, Spaander MC, Meijer GA, Løberg M, Coupé VM, Kalager M, Carvalho B. Risk Prediction of Metachronous Colorectal Cancer from Molecular Features of Adenomas: A Nested Case-Control Study. CANCER RESEARCH COMMUNICATIONS 2023; 3:2292-2301. [PMID: 37921412 PMCID: PMC10642372 DOI: 10.1158/2767-9764.crc-23-0186] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 04/28/2023] [Revised: 09/22/2023] [Accepted: 10/31/2023] [Indexed: 11/04/2023]
Abstract
Current morphologic features defining advanced adenomas (size ≥10 mm, high-grade dysplasia or ≥25% villous component) cannot optimally distinguish individuals at high risk or low risk of metachronous colorectal cancer (me-CRC), which may result in suboptimal surveillance. Certain DNA copy-number alterations (CNAs) are associated with adenoma-to-carcinoma progression. We aimed to evaluate whether these molecular features can better predict an individual's risk of me-CRC than the morphologic advanced adenoma features.In this nested case-control study, 529 individuals with a single adenoma at first colonoscopy were selected from a Norwegian adenoma cohort. DNA copy-number profiles were determined, by low-coverage whole-genome sequencing. Prevalence of CNAs in advanced and non-advanced adenomas and its association (OR) with me-CRC was assessed. For the latter, cases (with me-CRC) were matched to controls (without me-CRC) on follow-up, age and sex.CNAs associated with adenoma-to-carcinoma progression were observed in 85/267 (32%) of advanced adenomas and in 27/262 (10%) of non-advanced adenomas. me-CRC was statistically significantly associated, also after adjustment for other variables, with age at baseline [OR, 1.14; 95% confidence interval CI), 1.03-1.26; P = 0.012], advanced adenomas (OR, 2.46; 95% CI, 1.50-4.01; P < 0.001) and with the presence of ≥3 DNA copy-number losses (OR, 1.90; 95% CI. 1.02-3.54; P = 0.043).Molecularly-defined high-risk adenomas were associated with me-CRC, but the association of advanced adenoma with me-CRC was stronger. SIGNIFICANCE Identifying new biomarkers may improve prediction of me-CRC for individuals with adenomas and optimize surveillance intervals to reduce risk of colorectal cancer and reduce oversurveillance of patients with low risk of colorectal cancer. Use of DNA CNAs alone does not improve prediction of me-CRC. Further research to improve risk classification is required.
Collapse
Affiliation(s)
- Henriette C. Jodal
- Clinical Effectiveness Research Group, University of Oslo, Oslo, Norway
- Clinical Effectiveness Research Group, Oslo University Hospital, Oslo, Norway
- Section of Oncology, Drammen Hospital, Vestre Viken Hospital Trust, Drammen, Norway
| | - Eddymurphy U. Akwiwu
- Department of Epidemiology and Data Science, Amsterdam Public Health Research Group, Amsterdam University Medical Centers, Location VU Medical Center, Amsterdam, the Netherlands
| | - Margriet Lemmens
- Department of Pathology, The Netherlands Cancer Institute, Amsterdam, the Netherlands
| | | | - Dagmar Klotz
- Clinical Effectiveness Research Group, University of Oslo, Oslo, Norway
- Department of Pathology, Oslo University Hospital, Oslo, Norway
| | - Leticia G. Leon
- Department of Pathology, The Netherlands Cancer Institute, Amsterdam, the Netherlands
| | - Soufyan Lakbir
- Department of Pathology, The Netherlands Cancer Institute, Amsterdam, the Netherlands
- Bioinformatics Group, Department of Computer Science, Vrije Universiteit Amsterdam, Amsterdam, the Netherlands
| | - Meike de Wit
- Department of Pathology, The Netherlands Cancer Institute, Amsterdam, the Netherlands
| | - Remond J.A. Fijneman
- Department of Pathology, The Netherlands Cancer Institute, Amsterdam, the Netherlands
| | - Monique E. van Leerdam
- Department of Gastrointestinal Oncology, Netherlands Cancer Institute, Amsterdam, the Netherlands
- Department of Gastroenterology and Hepatology, Leiden University Medical Center, Leiden, the Netherlands
| | - Evelien Dekker
- Department of Gastroenterology and Hepatology, Amsterdam University Medical Centers, Location Academic Medical Center, Amsterdam, the Netherlands
| | - Manon C.W. Spaander
- Department of Gastroenterology and Hepatology, Erasmus MC University Medical Center, Rotterdam, the Netherlands
| | - Gerrit A. Meijer
- Department of Pathology, The Netherlands Cancer Institute, Amsterdam, the Netherlands
| | - Magnus Løberg
- Clinical Effectiveness Research Group, University of Oslo, Oslo, Norway
- Clinical Effectiveness Research Group, Oslo University Hospital, Oslo, Norway
| | - Veerle M.H. Coupé
- Department of Epidemiology and Data Science, Amsterdam Public Health Research Group, Amsterdam University Medical Centers, Location VU Medical Center, Amsterdam, the Netherlands
| | - Mette Kalager
- Clinical Effectiveness Research Group, University of Oslo, Oslo, Norway
- Clinical Effectiveness Research Group, Oslo University Hospital, Oslo, Norway
| | - Beatriz Carvalho
- Department of Pathology, The Netherlands Cancer Institute, Amsterdam, the Netherlands
| |
Collapse
|
8
|
Jodal HC, Wieszczy-Szczepanik P, Klotz D, Herfindal M, Barua I, Tag P, Helsingen LM, Refsum E, Holme Ø, Adami HO, Bretthauer M, Kalager M, Løberg M. A Comparison of Risk Classification Systems of Colorectal Adenomas: A Case-Cohort Study. Gastroenterology 2023; 165:483-491.e7. [PMID: 37146913 DOI: 10.1053/j.gastro.2023.04.028] [Citation(s) in RCA: 4] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 10/04/2022] [Revised: 04/14/2023] [Accepted: 04/23/2023] [Indexed: 05/07/2023]
Abstract
BACKGROUND & AIMS Because post-polypectomy surveillance uses a growing proportion of colonoscopy capacity, more targeted surveillance is warranted. We therefore compared surveillance burden and cancer detection using 3 different adenoma classification systems. METHODS In a case-cohort study among individuals who had adenomas removed between 1993 and 2007, we included 675 individuals with colorectal cancer (cases) diagnosed a median of 5.6 years after adenoma removal and 906 randomly selected individuals (subcohort). We compared colorectal cancer incidence among high- and low-risk individuals defined according to the traditional (high-risk: diameter ≥10 mm, high-grade dysplasia, villous growth pattern, or 3 or more adenomas), European Society of Gastrointestinal Endoscopy (ESGE) 2020 (high-risk: diameter ≥10 mm, high-grade dysplasia, or 5 or more adenomas), and novel (high-risk: diameter ≥20 mm or high-grade dysplasia) classification systems. For the different classification systems, we calculated the number of individuals recommended frequent surveillance colonoscopy and estimated number of delayed cancer diagnoses. RESULTS Four hundred and thirty individuals with adenomas (52.7%) were high risk based on the traditional classification, 369 (45.2%) were high risk based on the ESGE 2020 classification, and 220 (27.0%) were high risk based on the novel classification. Using the traditional, ESGE 2020, and novel classifications, the colorectal cancer incidences per 100,000 person-years were 479, 552, and 690 among high-risk individuals, and 123, 124, and 179 among low-risk individuals, respectively. Compared with the traditional classification, the number of individuals who needed frequent surveillance was reduced by 13.9% and 44.2%, respectively, and 1 (3.4%) and 7 (24.1%) cancer diagnoses were delayed using the ESGE 2020 and novel classifications. CONCLUSIONS Using the ESGE 2020 and novel risk classifications will substantially reduce resources needed for colonoscopy surveillance after adenoma removal.
Collapse
Affiliation(s)
- Henriette C Jodal
- Clinical Effectiveness Research Group, Institute of Health and Society, University of Oslo, Oslo, Norway; Clinical Effectiveness Research Group, Department of Transplantation Medicine, Oslo University Hospital, Oslo, Norway; Section of Oncology, Drammen Hospital, Vestre Viken Hospital Trust, Drammen, Norway.
| | - Paulina Wieszczy-Szczepanik
- Clinical Effectiveness Research Group, Institute of Health and Society, University of Oslo, Oslo, Norway; Department of Gastroenterology, Hepatology and Clinical Oncology, Centre of Postgraduate Medical Education, Warsaw, Poland
| | - Dagmar Klotz
- Clinical Effectiveness Research Group, Institute of Health and Society, University of Oslo, Oslo, Norway; Clinical Effectiveness Research Group, Department of Transplantation Medicine, Oslo University Hospital, Oslo, Norway; Department of Pathology, Oslo University Hospital, Oslo, Norway
| | - Magnhild Herfindal
- Clinical Effectiveness Research Group, Institute of Health and Society, University of Oslo, Oslo, Norway; Clinical Effectiveness Research Group, Department of Transplantation Medicine, Oslo University Hospital, Oslo, Norway
| | - Ishita Barua
- Clinical Effectiveness Research Group, Institute of Health and Society, University of Oslo, Oslo, Norway; Clinical Effectiveness Research Group, Department of Transplantation Medicine, Oslo University Hospital, Oslo, Norway
| | - Petter Tag
- Department of Medicine, Nordland Hospital Bodø, Bodø, Norway
| | - Lise M Helsingen
- Clinical Effectiveness Research Group, Institute of Health and Society, University of Oslo, Oslo, Norway; Clinical Effectiveness Research Group, Department of Transplantation Medicine, Oslo University Hospital, Oslo, Norway
| | - Erle Refsum
- Clinical Effectiveness Research Group, Institute of Health and Society, University of Oslo, Oslo, Norway; Clinical Effectiveness Research Group, Department of Transplantation Medicine, Oslo University Hospital, Oslo, Norway
| | - Øyvind Holme
- Clinical Effectiveness Research Group, Institute of Health and Society, University of Oslo, Oslo, Norway; Clinical Effectiveness Research Group, Department of Transplantation Medicine, Oslo University Hospital, Oslo, Norway; Department of Medicine, Sørlandet Hospital Kristiansand, Kristiansand, Norway
| | - Hans-Olov Adami
- Clinical Effectiveness Research Group, Institute of Health and Society, University of Oslo, Oslo, Norway; Clinical Effectiveness Research Group, Department of Transplantation Medicine, Oslo University Hospital, Oslo, Norway; Department of Medical Epidemiology and Biostatistics, Karolinska Institute, Stockholm, Sweden
| | - Michael Bretthauer
- Clinical Effectiveness Research Group, Institute of Health and Society, University of Oslo, Oslo, Norway; Clinical Effectiveness Research Group, Department of Transplantation Medicine, Oslo University Hospital, Oslo, Norway
| | - Mette Kalager
- Clinical Effectiveness Research Group, Institute of Health and Society, University of Oslo, Oslo, Norway; Clinical Effectiveness Research Group, Department of Transplantation Medicine, Oslo University Hospital, Oslo, Norway; Department of Epidemiology, Harvard T. H. Chan School of Public Health, Boston, Massachusetts
| | - Magnus Løberg
- Clinical Effectiveness Research Group, Institute of Health and Society, University of Oslo, Oslo, Norway; Clinical Effectiveness Research Group, Department of Transplantation Medicine, Oslo University Hospital, Oslo, Norway
| |
Collapse
|
9
|
Hu H, Gong X, Xu K, Luo S, Gao W, Li B, Jing D. Risk factor analysis of malignant adenomas detected during colonoscopy. Front Med (Lausanne) 2023; 10:1106272. [PMID: 36844218 PMCID: PMC9945521 DOI: 10.3389/fmed.2023.1106272] [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: 11/23/2022] [Accepted: 01/13/2023] [Indexed: 02/10/2023] Open
Abstract
Background Several studies have shown that colorectal adenomas are the most important precancerous lesions. The colonoscopic identification of groups with the high risk of malignant colorectal adenomas remains a controversial issue for clinicians. Aims To evaluate the basic characteristics of colorectal adenomas with malignancy risk using high-grade dysplasia (HGD) as an alternative marker for malignant transformation. Methods Data from Shanghai General Hospital between January 2017 and December 2021 were retrospectively analyzed. The primary outcome was the incidence of HGD in adenomas, which was used as a surrogate marker for the risk of malignancy. Odds ratios (ORs) for the HGD rate in adenomas were analyzed in relation to adenoma-related factors. Results A total of 9,646 patients identified with polyps during 57,445 screening colonoscopies were included in the study. Patients with flat polyps, sessile polyps, and pedunculated polyps represented 27.3% (N = 2,638), 42.7% (N = 4,114), and 30.0% (N = 2,894) of the total number, respectively. HGD was found in 2.41% (N = 97), 0.92% (N = 24), and 3.51% (N = 98) of sessile adenomas, flat adenomas, and pedunculated adenomas, respectively (P < 0.001). Multivariable logistic regression showed that polyp size (P < 0.001) but not shape (P > 0.8), was an independent predictor of HGD. Contrast to the diameter ≤1 cm, the OR value for diameters 1-2, 2-3, and >3 cm was 13.9, 49.3, and 161.6, respectively. The HGD incidence also increased in multiple adenomas (>3 vs. >1, ORs 1.582) and distal adenomas (distal vs. proximal adenomas, OR 2.252). Adenoma morphology (pedunculated vs. flat) was statistically significant in univariate analysis but not when size was included in the multivariate analysis. Besides, the incidence of HGD was also significantly higher in older patients (>64 vs. <50 years old, OR = 2.129). Sex (P = 0.681) was not statistically significant. All these associations were statistically significant (P < 0.05). Conclusion The malignant potential of polyps is mostly affected by their size but not by their shape. In addition, distal location, multiple adenomas, and advanced age were also correlated with malignant transformation.
Collapse
Affiliation(s)
- Hong Hu
- Department of Gastroenterology, Shanghai General Hospital, Shanghai Jiao Tong University School of Medicine, Shanghai, China
| | - Xiaoyuan Gong
- Department of Gastroenterology, Shanghai General Hospital, Shanghai Jiao Tong University School of Medicine, Shanghai, China
| | - Kai Xu
- Department of Gastroenterology, Shanghai General Hospital, Shanghai Jiao Tong University School of Medicine, Shanghai, China
| | - Shenzheng Luo
- Department of Gastroenterology, Shanghai General Hospital, Shanghai Jiao Tong University School of Medicine, Shanghai, China
| | - Wei Gao
- Department of General Surgery, Shanghai General Hospital, Shanghai Jiao Tong University School of Medicine, Shanghai, China
| | - Baiwen Li
- Department of Gastroenterology, Shanghai General Hospital, Shanghai Jiao Tong University School of Medicine, Shanghai, China
| | - Dadao Jing
- Department of Gastroenterology, Shanghai General Hospital, Shanghai Jiao Tong University School of Medicine, Shanghai, China,*Correspondence: Dadao Jing,
| |
Collapse
|
10
|
Akwiwu EU, Klausch T, Jodal HC, Carvalho B, Løberg M, Kalager M, Berkhof J, H. Coupé VM. A progressive three-state model to estimate time to cancer: a likelihood-based approach. BMC Med Res Methodol 2022; 22:179. [PMID: 35761181 PMCID: PMC9235269 DOI: 10.1186/s12874-022-01645-2] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/17/2022] [Accepted: 05/30/2022] [Indexed: 11/24/2022] Open
Abstract
BACKGROUND To optimize colorectal cancer (CRC) screening and surveillance, information regarding the time-dependent risk of advanced adenomas (AA) to develop into CRC is crucial. However, since AA are removed after diagnosis, the time from AA to CRC cannot be observed in an ethically acceptable manner. We propose a statistical method to indirectly infer this time in a progressive three-state disease model using surveillance data. METHODS Sixteen models were specified, with and without covariates. Parameters of the parametric time-to-event distributions from the adenoma-free state (AF) to AA and from AA to CRC were estimated simultaneously, by maximizing the likelihood function. Model performance was assessed via simulation. The methodology was applied to a random sample of 878 individuals from a Norwegian adenoma cohort. RESULTS Estimates of the parameters of the time distributions are consistent and the 95% confidence intervals (CIs) have good coverage. For the Norwegian sample (AF: 78%, AA: 20%, CRC: 2%), a Weibull model for both transition times was selected as the final model based on information criteria. The mean time among those who have made the transition to CRC since AA onset within 50 years was estimated to be 4.80 years (95% CI: 0; 7.61). The 5-year and 10-year cumulative incidence of CRC from AA was 13.8% (95% CI: 7.8%;23.8%) and 15.4% (95% CI: 8.2%;34.0%), respectively. CONCLUSIONS The time-dependent risk from AA to CRC is crucial to explain differences in the outcomes of microsimulation models used for the optimization of CRC prevention. Our method allows for improving models by the inclusion of data-driven time distributions.
Collapse
Affiliation(s)
- Eddymurphy U. Akwiwu
- Amsterdam UMC, Vrije Universiteit Amsterdam, Department of Epidemiology and Data Science, Amsterdam Public Health, Amsterdam, The Netherlands
| | - Thomas Klausch
- Amsterdam UMC, Vrije Universiteit Amsterdam, Department of Epidemiology and Data Science, Amsterdam Public Health, Amsterdam, The Netherlands
| | - Henriette C. Jodal
- Clinical Effectiveness Research Group, University of Oslo and Oslo University Hospital, Oslo, Norway
| | - Beatriz Carvalho
- Department of Pathology, Netherlands Cancer Institute, Amsterdam, The Netherlands
| | - Magnus Løberg
- Clinical Effectiveness Research Group, University of Oslo and Oslo University Hospital, Oslo, Norway
| | - Mette Kalager
- Clinical Effectiveness Research Group, University of Oslo and Oslo University Hospital, Oslo, Norway
| | - Johannes Berkhof
- Amsterdam UMC, Vrije Universiteit Amsterdam, Department of Epidemiology and Data Science, Amsterdam Public Health, Amsterdam, The Netherlands
| | - Veerle M. H. Coupé
- Amsterdam UMC, Vrije Universiteit Amsterdam, Department of Epidemiology and Data Science, Amsterdam Public Health, Amsterdam, The Netherlands
| |
Collapse
|
11
|
Ji YY, Jiang TT, Sun TK, Wang ZD. Letter: long-term colorectal cancer incidence and mortality after adenoma removal associated with heritable factors, colonoscopic surveillance and aspirin. Aliment Pharmacol Ther 2022; 55:1361-1362. [PMID: 35472184 DOI: 10.1111/apt.16922] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 12/27/2022]
Affiliation(s)
- Yuan-Yuan Ji
- Scientific Research Center and Precision Medical Institute, The Second Affiliated Hospital, Xi'an Jiaotong University, Xi'an, China
| | - Tian-Tian Jiang
- Department of General Surgery, The Second Affiliated Hospital, Xi'an Jiaotong University, Xi'an, China
| | - Ting-Kai Sun
- Department of General Surgery, The Second Affiliated Hospital, Xi'an Jiaotong University, Xi'an, China
| | - Zhi-Dong Wang
- Department of General Surgery, The Second Affiliated Hospital, Xi'an Jiaotong University, Xi'an, China
| |
Collapse
|
12
|
Jodal HC, Bretthauer M, Kalager M, Løberg M. Letter: long-term colorectal cancer incidence and mortality after adenoma removal associated with heritable factors, colonoscopic surveillance and aspirin-authors' reply. Aliment Pharmacol Ther 2022; 55:1363-1364. [PMID: 35472187 DOI: 10.1111/apt.16929] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 04/03/2022] [Accepted: 04/04/2022] [Indexed: 12/09/2022]
Affiliation(s)
- Henriette C Jodal
- Clinical Effectiveness Research Group, Institute of Health and Society, University of Oslo, Oslo, Norway.,Clinical Effectiveness Research Group, Department of Transplantation Medicine, Oslo University Hospital, Oslo, Norway
| | - Michael Bretthauer
- Clinical Effectiveness Research Group, Institute of Health and Society, University of Oslo, Oslo, Norway.,Clinical Effectiveness Research Group, Department of Transplantation Medicine, Oslo University Hospital, Oslo, Norway
| | - Mette Kalager
- Clinical Effectiveness Research Group, Institute of Health and Society, University of Oslo, Oslo, Norway.,Clinical Effectiveness Research Group, Department of Transplantation Medicine, Oslo University Hospital, Oslo, Norway.,Department of Epidemiology, Harvard T. H. Chan School of Public Health, Boston, Massachusetts, USA
| | - Magnus Løberg
- Clinical Effectiveness Research Group, Institute of Health and Society, University of Oslo, Oslo, Norway.,Clinical Effectiveness Research Group, Department of Transplantation Medicine, Oslo University Hospital, Oslo, Norway
| |
Collapse
|
13
|
Papastergiou V, Viazis N, Mantzaris GJ. Letter: towards gender-stratified colorectal cancer screening and surveillance? Aliment Pharmacol Ther 2022; 55:504-505. [PMID: 35092048 DOI: 10.1111/apt.16737] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 12/17/2022]
Affiliation(s)
- Vasilios Papastergiou
- Gastroenterology Department, Evangelismos-Polykliniki General Hospitals of Athens, Athens, Greece
| | - Nikos Viazis
- Gastroenterology Department, Evangelismos-Polykliniki General Hospitals of Athens, Athens, Greece
| | - Gerassimos J Mantzaris
- Gastroenterology Department, Evangelismos-Polykliniki General Hospitals of Athens, Athens, Greece
| |
Collapse
|
14
|
Jodal HC, Løberg M. Letter: towards gender-stratified colorectal cancer screening and surveillance? Authors' reply. Aliment Pharmacol Ther 2022; 55:506-507. [PMID: 35092055 DOI: 10.1111/apt.16764] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 12/09/2022]
Affiliation(s)
- Henriette C Jodal
- Clinical Effectiveness Research Group, Institute of Health and Society, University of Oslo, Oslo, Norway.,Clinical Effectiveness Research Group, Department of Transplantation Medicine, Oslo University Hospital, Oslo, Norway
| | - Magnus Løberg
- Clinical Effectiveness Research Group, Institute of Health and Society, University of Oslo, Oslo, Norway.,Clinical Effectiveness Research Group, Department of Transplantation Medicine, Oslo University Hospital, Oslo, Norway
| |
Collapse
|