1
|
Congy J, Rahib D, Leroy C, Bouyer J, de La Rochebrochard E. Contraceptive Use Measured in a National Population-Based Approach: Cross-Sectional Study of Administrative Versus Survey Data. JMIR Public Health Surveill 2024; 10:e45030. [PMID: 39037774 DOI: 10.2196/45030] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/03/2023] [Revised: 07/29/2023] [Accepted: 10/27/2023] [Indexed: 07/23/2024] Open
Abstract
BACKGROUND Prescribed contraception is used worldwide by over 400 million women of reproductive age. Monitoring contraceptive use is a major public health issue that usually relies on population-based surveys. However, these surveys are conducted on average every 6 years and do not allow close follow-up of contraceptive use. Moreover, their sample size is often too limited for the study of specific population subgroups such as people with low income. Health administrative data could be an innovative and less costly source to study contraceptive use. OBJECTIVE We aimed to explore the potential of health administrative data to study prescribed contraceptive use and compare these data with observations based on survey data. METHODS We selected all women aged 15-49 years, covered by French health insurance and living in France, in the health administrative database, which covers 98% of the resident population (n=14,788,124), and in the last French population-based representative survey, the Health Barometer Survey, conducted in 2016 (n=4285). In health administrative data, contraceptive use was recorded with detailed information on the product delivered, whereas in the survey, it was self-declared by the women. In both sources, the prevalence of contraceptive use was estimated globally for all prescribed contraceptives and by type of contraceptive: oral contraceptives, intrauterine devices (IUDs), and implants. Prevalences were analyzed by age. RESULTS There were more low-income women in health administrative data than in the population-based survey (1,576,066/14,770,256, 11% vs 188/4285, 7%, respectively; P<.001). In health administrative data, 47.6% (7034,710/14,770,256; 95% CI 47.6%-47.7%) of women aged 15-49 years used a prescribed contraceptive versus 50.5% (2297/4285; 95% CI 49.1%-52.0%) in the population-based survey. Considering prevalences by the type of contraceptive in health administrative data versus survey data, they were 26.9% (95% CI 26.9%-26.9%) versus 27.7% (95% CI 26.4%-29.0%) for oral contraceptives, 17.7% (95% CI 17.7%-17.8%) versus 19.6% (95% CI 18.5%-20.8%) for IUDs, and 3% (95% CI 3.0%-3.0%) versus 3.2% (95% CI 2.7%-3.7%) for implants. In both sources, the same overall tendency in prevalence was observed for these 3 contraceptives. Implants remained little used at all ages, oral contraceptives were highly used among young women, whereas IUD use was low among young women. CONCLUSIONS Compared with survey data, health administrative data exhibited the same overall tendencies for oral contraceptives, IUDs, and implants. One of the main strengths of health administrative data is the high quality of information on contraceptive use and the large number of observations, allowing studies of subgroups of population. Health administrative data therefore appear as a promising new source to monitor contraception in a population-based approach. They could open new perspectives for research and be a valuable new asset to guide public policies on reproductive and sexual health.
Collapse
Affiliation(s)
- Juliette Congy
- Sexual and Reproductive Health and Rights Unit, Institut National d'Etudes Démographiques, Aubervilliers, France
| | - Delphine Rahib
- Sexual Health Unit, Santé Publique France, Saint-Maurice, France
| | | | - Jean Bouyer
- Sexual and Reproductive Health and Rights Unit, Institut National d'Etudes Démographiques, Aubervilliers, France
- Centre de Recherche en Epidémiologie et Santé des Populations, Institut national de la santé et de la recherche médicale, Université de Versailles Saint-Quentin-en-Yvelines, Université Paris-Saclay, Villejuif, France
| | - Elise de La Rochebrochard
- Sexual and Reproductive Health and Rights Unit, Institut National d'Etudes Démographiques, Aubervilliers, France
- Centre de Recherche en Epidémiologie et Santé des Populations, Institut national de la santé et de la recherche médicale, Université de Versailles Saint-Quentin-en-Yvelines, Université Paris-Saclay, Villejuif, France
| |
Collapse
|
2
|
Nené NR, Ney A, Nazarenko T, Blyuss O, Johnston HE, Whitwell HJ, Sedlak E, Gentry-Maharaj A, Apostolidou S, Costello E, Greenhalf W, Jacobs I, Menon U, Hsuan J, Pereira SP, Zaikin A, Timms JF. Serum biomarker-based early detection of pancreatic ductal adenocarcinomas with ensemble learning. COMMUNICATIONS MEDICINE 2023; 3:10. [PMID: 36670203 PMCID: PMC9860022 DOI: 10.1038/s43856-023-00237-5] [Citation(s) in RCA: 3] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/02/2021] [Accepted: 01/04/2023] [Indexed: 01/21/2023] Open
Abstract
BACKGROUND Earlier detection of pancreatic ductal adenocarcinoma (PDAC) is key to improving patient outcomes, as it is mostly detected at advanced stages which are associated with poor survival. Developing non-invasive blood tests for early detection would be an important breakthrough. METHODS The primary objective of the work presented here is to use a dataset that is prospectively collected, to quantify a set of cancer-associated proteins and construct multi-marker models with the capacity to predict PDAC years before diagnosis. The data used is part of a nested case-control study within the UK Collaborative Trial of Ovarian Cancer Screening and is comprised of 218 samples, collected from a total of 143 post-menopausal women who were diagnosed with pancreatic cancer within 70 months after sample collection, and 249 matched non-cancer controls. We develop a stacked ensemble modelling technique to achieve robustness in predictions and, therefore, improve performance in newly collected datasets. RESULTS Here we show that with ensemble learning we can predict PDAC status with an AUC of 0.91 (95% CI 0.75-1.0), sensitivity of 92% (95% CI 0.54-1.0) at 90% specificity, up to 1 year prior to diagnosis, and at an AUC of 0.85 (95% CI 0.74-0.93) up to 2 years prior to diagnosis (sensitivity of 61%, 95% CI 0.17-0.83, at 90% specificity). CONCLUSIONS The ensemble modelling strategy explored here outperforms considerably biomarker combinations cited in the literature. Further developments in the selection of classifiers balancing performance and heterogeneity should further enhance the predictive capacity of the method.
Collapse
Affiliation(s)
- Nuno R Nené
- Department of Women's Cancer, EGA Institute for Women's Health, University College London, 84-86 Chenies Mews, London, WC1E 6HU, UK.
- Institute for Women's Health, University College London, Cruciform Building 1.1, Gower Street, London, WC1E 6BT, UK.
| | - Alexander Ney
- Institute for Liver and Digestive Health, University College London, Upper 3rd Floor, Royal Free Campus, Rowland Hill Street, London, NW3 2PF, UK
| | - Tatiana Nazarenko
- Department of Women's Cancer, EGA Institute for Women's Health, University College London, 84-86 Chenies Mews, London, WC1E 6HU, UK
- Department of Mathematics, University College London, London, WC1H 0AY, UK
| | - Oleg Blyuss
- Department of Women's Cancer, EGA Institute for Women's Health, University College London, 84-86 Chenies Mews, London, WC1E 6HU, UK
- Wolfson Institute of Population Health, Queen Mary University of London, Charterhouse Square, EC1M 6BQ, London, UK
| | - Harvey E Johnston
- Department of Women's Cancer, EGA Institute for Women's Health, University College London, 84-86 Chenies Mews, London, WC1E 6HU, UK
- Babraham Institute, Babraham Research Campus, Cambridge, CB22 3AT, UK
| | - Harry J Whitwell
- Department of Women's Cancer, EGA Institute for Women's Health, University College London, 84-86 Chenies Mews, London, WC1E 6HU, UK
- National Phenome Centre and Imperial Clinical Phenotyping Centre, Department of Metabolism, Digestion and Reproduction, IRDB Building, Imperial College London, Hammersmith Campus, London, W12 0NN, UK
- Section of Bioanalytical Chemistry, Division of Systems Medicine, Department of Metabolism, Digestion and Reproduction, Imperial College London, South Kensington Campus, London, SW7 2AZ, UK
| | - Eva Sedlak
- Department of Women's Cancer, EGA Institute for Women's Health, University College London, 84-86 Chenies Mews, London, WC1E 6HU, UK
| | - Aleksandra Gentry-Maharaj
- MRC Clinical Trials Unit at UCL, Institute of Clinical Trials and Methodology, UCL, 90 High Holborn, 2nd Floor, London, WC1V 6LJ, UK
| | - Sophia Apostolidou
- MRC Clinical Trials Unit at UCL, Institute of Clinical Trials and Methodology, UCL, 90 High Holborn, 2nd Floor, London, WC1V 6LJ, UK
| | - Eithne Costello
- Department of Molecular and Clinical Cancer Medicine, University of Liverpool, Liverpool, UK
| | - William Greenhalf
- Liverpool Experimental Cancer Medicine Centre, University of Liverpool, Liverpool, L69 3GL, UK
| | - Ian Jacobs
- Department of Women's Cancer, EGA Institute for Women's Health, University College London, 84-86 Chenies Mews, London, WC1E 6HU, UK
- University of New South Wales, Sydney, NSW, 2052, Australia
| | - Usha Menon
- MRC Clinical Trials Unit at UCL, Institute of Clinical Trials and Methodology, UCL, 90 High Holborn, 2nd Floor, London, WC1V 6LJ, UK
| | - Justin Hsuan
- Institute for Liver and Digestive Health, University College London, Upper 3rd Floor, Royal Free Campus, Rowland Hill Street, London, NW3 2PF, UK
| | - Stephen P Pereira
- Institute for Liver and Digestive Health, University College London, Upper 3rd Floor, Royal Free Campus, Rowland Hill Street, London, NW3 2PF, UK
| | - Alexey Zaikin
- Department of Women's Cancer, EGA Institute for Women's Health, University College London, 84-86 Chenies Mews, London, WC1E 6HU, UK
- Department of Mathematics, University College London, London, WC1H 0AY, UK
| | - John F Timms
- Department of Women's Cancer, EGA Institute for Women's Health, University College London, 84-86 Chenies Mews, London, WC1E 6HU, UK
| |
Collapse
|
3
|
Nista EC, Del Gaudio A, Del Vecchio LE, Mezza T, Pignataro G, Piccioni A, Gasbarrini A, Franceschi F, Candelli M. Pancreatic Cancer Resistance to Treatment: The Role of Microbiota. Biomedicines 2023; 11:biomedicines11010157. [PMID: 36672664 PMCID: PMC9856157 DOI: 10.3390/biomedicines11010157] [Citation(s) in RCA: 5] [Impact Index Per Article: 5.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/29/2022] [Revised: 12/30/2022] [Accepted: 01/04/2023] [Indexed: 01/11/2023] Open
Abstract
Pancreatic cancer (PC) is an aggressive malignancy and the fourth leading cause of cancer death in the United States and Europe. It is estimated that PC will be the second leading cause of cancer death by 2030. In addition to late diagnosis, treatment resistance is a major cause of shortened survival in pancreatic cancer. In this context, there is growing evidence that microbes play a regulatory role, particularly in therapy resistance and in creating a microenvironment in the tumor, that favors cancer progression. The presence of certain bacteria belonging to the gamma-proteobacteria or mycoplasmas appears to be associated with both pharmacokinetic and pharmacodynamic changes. Recent evidence suggests that the microbiota may also play a role in resistance mechanisms to immunotherapy and radiotherapy. However, the interactions between microbiota and therapy are bilateral and modulate therapy tolerance. Future perspectives are increasingly focused on elucidating the role of the microbiota in tumorigenesis and processes of therapy resistance, and a better understanding of these mechanisms may provide important opportunities to improve survival in these patients.
Collapse
Affiliation(s)
- Enrico Celestino Nista
- Medical and Surgical Science Department, Fondazione Policlinico Universitario Agostino Gemelli—IRCCS, Università Cattolica del Sacro Cuore, 00168 Rome, Italy
| | - Angelo Del Gaudio
- Medical and Surgical Science Department, Fondazione Policlinico Universitario Agostino Gemelli—IRCCS, Università Cattolica del Sacro Cuore, 00168 Rome, Italy
| | - Livio Enrico Del Vecchio
- Medical and Surgical Science Department, Fondazione Policlinico Universitario Agostino Gemelli—IRCCS, Università Cattolica del Sacro Cuore, 00168 Rome, Italy
| | - Teresa Mezza
- Medical and Surgical Science Department, Fondazione Policlinico Universitario Agostino Gemelli—IRCCS, Università Cattolica del Sacro Cuore, 00168 Rome, Italy
| | - Giulia Pignataro
- Emergency Medicine Department, Fondazione Policlinico Universitario Agostino Gemelli—IRCCS, Università Cattolica del Sacro Cuore, 00168 Rome, Italy
| | - Andrea Piccioni
- Emergency Medicine Department, Fondazione Policlinico Universitario Agostino Gemelli—IRCCS, Università Cattolica del Sacro Cuore, 00168 Rome, Italy
| | - Antonio Gasbarrini
- Medical and Surgical Science Department, Fondazione Policlinico Universitario Agostino Gemelli—IRCCS, Università Cattolica del Sacro Cuore, 00168 Rome, Italy
| | - Francesco Franceschi
- Emergency Medicine Department, Fondazione Policlinico Universitario Agostino Gemelli—IRCCS, Università Cattolica del Sacro Cuore, 00168 Rome, Italy
| | - Marcello Candelli
- Emergency Medicine Department, Fondazione Policlinico Universitario Agostino Gemelli—IRCCS, Università Cattolica del Sacro Cuore, 00168 Rome, Italy
- Correspondence: ; Tel.: +0039-063-0153-188
| |
Collapse
|
4
|
Ilic I, Ilic M. Opium consumption and pancreatic cancer: A meta-analysis. Cancer Epidemiol 2022; 81:102287. [PMID: 36347214 DOI: 10.1016/j.canep.2022.102287] [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: 07/02/2022] [Revised: 10/03/2022] [Accepted: 10/25/2022] [Indexed: 11/07/2022]
Abstract
Pancreatic cancer represents a serious public health problem worldwide. Due to its high mortality, efforts on identifying risk factors are very important since only a few risk-related factors have been well established. The present study aimed to address this knowledge gap by estimating the risk of pancreatic cancer associated with opium use. We performed a thorough literature search of PubMed, Web of Science and Scopus, which yielded 3 case-control and 1 cohort study which were included in the analysis. A meta-analysis was conducted using the DerSimonian and Laird inverse-variance approach as the random effects method. The pooled risk ratio for pancreatic cancer in opium users was significantly increased (RR=1.98, 95 % CI 1.33-2.96, p = 0.0008) compared to never users. Subgroup analyses identified a significantly increased risk for pancreatic cancer in men (RR=1.74, 95 % CI 1.22-2.47, p = 0.002), in persons who consumed both raw teriak and refined shireh opium (RR=4.21, 95 % 1.27-13.93, p = 0.02) and in persons who smoked opium (RR=4.21, 95 % 1.27-13.93, p = 0.02). The findings of this study will help in efforts aimed at prevention of pancreatic cancer. Still, further epidemiological research is necessary.
Collapse
Affiliation(s)
- Irena Ilic
- Faculty of Medicine, University of Belgrade, Belgrade, Serbia.
| | - Milena Ilic
- Department of Epidemiology, Faculty of Medical Sciences, University of Kragujevac, Kragujevac, Serbia
| |
Collapse
|