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Hu S, Liu J, Cornacchi SD, Klassen AF, Pusic AL, Kaur MN. Extracting big data from the internet to support the development of a new patient-reported outcome measure for breast implant illness: a proof of concept study. Qual Life Res 2024; 33:1975-1983. [PMID: 38771557 DOI: 10.1007/s11136-024-03672-6] [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] [Accepted: 04/23/2024] [Indexed: 05/22/2024]
Abstract
PURPOSE Individuals with health conditions often use online patient forums to share their experiences. These patient data are freely available and have rarely been used in patient-reported outcomes (PRO) research. Web scraping, the automated identification and coding of webpage data, can be employed to collect patient experiences for PRO research. The objective of this study was to assess the feasibility of using web scraping to support the development of a new PRO measure for breast implant illness (BII). METHODS Nine publicly available BII-specific web forums were chosen post-consultation with two prominent BII advocacy leaders. The Python Selenium and Pandas packages were used to automate extraction of de-identified text from the individual posts/comments into a spreadsheet. Data were coded using a line-by-line approach and constant comparison was used to create top-level domains and sub-domains. RESULTS 6362 unique codes were identified and organized into four top-level domains of information needs, symptom experiences, life impact of BII, and care experiences. Information needs of women included seeking/sharing information pre-breast implant surgery, post-breast implant surgery, while contemplating explant surgery, and post-explant surgery. Symptoms commonly described by women included fatigue, brain fog, and musculoskeletal symptoms. Many comments described BII's impact on daily activities and psychosocial wellbeing. Lastly, some comments described negative care experiences and experiences related to advocating for themselves to providers. CONCLUSION This proof-of-concept study demonstrated the feasibility of employing web scraping as a cost-effective, efficient method to understand the experiences of women with BII. These data will be used to inform the development of a BII-specific PROM.
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Affiliation(s)
- Sophia Hu
- Department of Surgery, Patient-Reported Outcomes, Value and Experience (PROVE) Center, Brigham and Women's Hospital, Harvard Medical School, 75 Francis Street, Boston, MA, 02115, USA
| | - Jinjie Liu
- Institute for Quantitative Social Science, Harvard University, 1737 Cambridge Street, Cambridge, MA, 02138, USA
| | - Sylvie D Cornacchi
- Faculty of Health Sciences, McMaster University, 1280 Main Street W, Hamilton, ON, L8S 1C7, Canada
| | - Anne F Klassen
- Faculty of Health Sciences, McMaster University, 1280 Main Street W, Hamilton, ON, L8S 1C7, Canada
| | - Andrea L Pusic
- Department of Surgery, Patient-Reported Outcomes, Value and Experience (PROVE) Center, Brigham and Women's Hospital, Harvard Medical School, 75 Francis Street, Boston, MA, 02115, USA
| | - Manraj N Kaur
- Department of Surgery, Patient-Reported Outcomes, Value and Experience (PROVE) Center, Brigham and Women's Hospital, Harvard Medical School, 75 Francis Street, Boston, MA, 02115, USA.
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Borhani-Khomani K, Kalstrup J, Trøstrup H, Henriksen TF, Hölmich LR, Stellander AKL. Self-reported systemic symptoms among women with breast implants. Ugeskr Laeger 2024; 186:V12230801. [PMID: 38808767 DOI: 10.61409/v12230801] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 05/30/2024]
Abstract
Around 2,500 women receive a breast augmentation with silicone-based implants yearly in Denmark. A number of these women report various uncharacteristic systemic symptoms, which they attribute to the breast implants, including impaired cognition, joint pain, etc. This condition has been termed "breast implant illness" and is currently not a recognised diagnosis. The correlation between the patient's self-reported symptoms and breast implants has not been established and there is limited evidence that surgery has any effect. In this review, the current literature on the topic has been reviewed.
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Affiliation(s)
| | - Julie Kalstrup
- Afdeling for Plastikkirurgi, Københavns Universitetshospital, Herlev og Gentofte Hospital
| | - Hannah Trøstrup
- Plastik- og Brystkirurgisk Afdeling, Sjællands Universitetshospital, Roskilde
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Lieffering AS, Ramerman L, Verheij RA, Rakhorst HA, Mureau MAM, van der Hulst RRWJ, Hommes JE. Medical Specialist Care Utilization Prior to the Explantation of Cosmetic Silicone Breast Implants: A Nationwide Retrospective Data Linkage Study. Aesthetic Plast Surg 2024:10.1007/s00266-024-04047-5. [PMID: 38698223 DOI: 10.1007/s00266-024-04047-5] [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: 01/15/2024] [Accepted: 04/09/2024] [Indexed: 05/05/2024]
Abstract
BACKGROUND Explantation is the proposed treatment for breast implant illness (BII). Little is known about which medical specialists are visited and what diagnoses are made before explantation is provided as the treatment. OBJECTIVES This study investigated medical specialist care utilization in women with cosmetic breast implants who underwent explantation compared to women who chose breast implant replacement surgery and to women without breast implants. METHODS Retrospective cohort study using data linkage with the Dutch Breast Implant Registry and the Dutch health insurance claims database. Visits to medical specialists were examined over the 3 years before explantation. A total of 832 explantation patients were matched and compared to 1463 breast implant replacement patients and 1664 women without breast implants. RESULTS Explantation patients were more likely to have visited > 5 different medical specialties compared to both replacement patients (12.3% vs. 5.7%; p < 0.001) and women without breast implants (12.3% vs. 3.7%; p < 0.001). Among explantation patients, women who underwent explantation because of BII were more likely to have visited > 5 different medical specialties compared to women who underwent explantation because of other reasons (25.0% vs. 11.0%; p < 0.001). CONCLUSIONS Women who underwent explantation of breast implants had higher utilization of medical specialist care in the years before explantation compared to women who underwent breast implant replacement surgery and women without breast implants. Medical specialist care use was especially high among women for whom BII was the registered reason for explantation. These findings suggest further research is needed into the link between BII and the use of medical specialist care. LEVEL OF EVIDENCE III This journal requires that authors assign a level of evidence to each article. For a full description of these Evidence-Based Medicine ratings, please refer to the Table of Contents or the online Instructions to Authors www.springer.com/00266 .
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Affiliation(s)
| | - Lotte Ramerman
- Nivel, Otterstraat 118-124, 3513 CR, Utrecht, The Netherlands
| | | | - Hinne A Rakhorst
- Department of Plastic, Reconstructive and Hand Surgery, Medical Spectrum Twente, Enschede, The Netherlands
| | - Marc A M Mureau
- Department of Plastic and Reconstructive Surgery, Erasmus MC Cancer Institute, University Medical Center Rotterdam, Rotterdam, The Netherlands
| | - René R W J van der Hulst
- Department of Plastic, Reconstructive and Hand Surgery, and GROW School for Oncology and Reproduction, Maastricht University Medical Center, Maastricht, The Netherlands
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Nugent N. Breast implant illness: we must counter misinformation around this mysterious condition. BMJ 2024; 384:q265. [PMID: 38302143 DOI: 10.1136/bmj.q265] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 02/03/2024]
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Berben JA, Miseré RML, van der Hulst RRWJ. The influence of personality on patient-reported outcomes in women undergoing implant-based breast reconstruction. J Plast Reconstr Aesthet Surg 2023; 87:303-309. [PMID: 37925919 DOI: 10.1016/j.bjps.2023.10.092] [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: 05/30/2023] [Revised: 09/15/2023] [Accepted: 10/07/2023] [Indexed: 11/07/2023]
Abstract
BACKGROUND Despite the lack of hard evidence for causality, some women attribute their systemic complaints to their silicone breast implants. Personality and psychological distress are associated with the development of medically unexplained symptoms. It could be hypothesized that these psychological factors are related to the development of breast implant illness (BII). In a previous study, we found a relationship between personality traits and BII-related complaints in patients with cosmetic breast implants. This association may also exist in patients with implant-based breast reconstruction. OBJECTIVES This cross-sectional study evaluated the association between personality, self-reported health complaints, and health- and breast-related quality of life (QoL) in women with implant-based breast reconstruction. METHODS Women who underwent breast reconstruction between January 2015 and December 2018 in either the Maastricht University Medical Center or Zuyderland Medical Center were invited to participate in this study. Participants were asked to complete a physical complaint score form and the BREAST-Q, SF-36, and EPQ-RSS questionnaires through an online survey. The association between outcomes was analyzed with multivariate linear regression. RESULTS A total of 118 women completed the questionnaires. Social desirability and extroversion were predominant personality traits. Neuroticism levels were comparable with normative data. Neuroticism correlated significantly with health status and breast-related QoL. Health-related QoL had the strongest correlation with neuroticism (β = -2.93, β = -3.41, p < 0.001). CONCLUSION This study suggests that personality, and neuroticism in particular, may contribute to the development of medically unexplained complaints in women with implant-based reconstruction. The influence of personality on BII needs to be further investigated in large prospective studies.
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Affiliation(s)
- Juliënne A Berben
- Department of Plastic, Reconstructive, and Hand Surgery, Maastricht University Medical Center+, Maastricht, the Netherlands.
| | - Renée M L Miseré
- Department of Plastic, Reconstructive, and Hand Surgery, Maastricht University Medical Center+, Maastricht, the Netherlands
| | - René R W J van der Hulst
- Department of Plastic, Reconstructive, and Hand Surgery, Maastricht University Medical Center+, Maastricht, the Netherlands
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Messa CA, Messa CA. Breast Explantation With Simultaneous Mastopexy and Volume Restoration: An Analysis of Clinical Outcomes and Prospective Quality of Life. Aesthet Surg J 2023; 43:840-852. [PMID: 36911998 DOI: 10.1093/asj/sjad062] [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: 12/20/2022] [Revised: 03/02/2023] [Accepted: 03/03/2023] [Indexed: 03/14/2023] Open
Abstract
BACKGROUND An increasing number of patients are undergoing explantation to alleviate symptoms attributed to the presence of a prothesis or dissatisfaction with the appearance of their breasts. OBJECTIVES The authors aim to evaluate the clinical effectiveness and quality of life (QoL) of simultaneous explantation, capsulectomy, and mastopexy for patients requesting implant removal. METHODS Two hundred sixty-two simultaneous explantation, capsulectomy, and mastopexy (ECM) procedures were performed in 131 patients from 2009 to 2019. Prospective QoL assessment was administered for all patients. Inclusion criteria included a minimum postoperative follow-up of 6 months and completion of a practice-generated patient reported outcomes (PRO) questionnaire. Wilcoxon signed-rank test was performed to compare changes in QoL scores. RESULTS Mean follow-up and BMI were 23 months (6 months to 8 years) and 24.8 kg/m2 (18-34 kg/m2), respectively. Mean age was 48.3 years (26-75 years). Autologous fat grafting was performed simultaneously in patients 47.3% (n = 62). The complication rate was 3.8% (n = 10 breasts) in 9 patients (6.9%). The overall reoperation rate was 7.3% of procedures (n = 19 breasts) and 9.2% of patients (n = 12), including secondary autologous fat grafting (11.3%, n = 7). PRO results demonstrated a significant improvement in all QoL domains, including physical well-being (P < .005), psychological well-being (P < .005), sexual well-being (P < .005), breast shape (P < .005), and breast appearance (P < .005). With respect to breast implant illness symptoms, 59 patients (88.1%) noted reduced pain, myalgias/arthralgias, and fatigue after ECM. CONCLUSIONS This study presents an effective paradigm to manage implant removal through simultaneous explantation, capsulectomy, and mastopexy with acceptable clinical outcomes and a significant improvement in QoL and breast aesthetics. LEVEL OF EVIDENCE: 4
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Berben JA, Miseré RML, Schop SJ, van der Hulst RRWJ. The Influence of Personality on Health Complaints and Quality of Life in Women With Breast Implants. Aesthet Surg J 2022; 43:245-252. [PMID: 36073675 PMCID: PMC9896140 DOI: 10.1093/asj/sjac247] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/06/2022] [Revised: 09/01/2022] [Accepted: 09/01/2022] [Indexed: 02/07/2023] Open
Abstract
BACKGROUND A causal relation between systemic symptoms and breast implants has not been established. Psychological factors, such as personality and psychological distress, are strongly associated with the development of medically unexplained symptoms. It can be hypothesized that psychological factors may be related to the development of breast implant illness (BII). OBJECTIVES This study was conducted to evaluate the correlation between self-reported health complaints, health- and breast-related quality of life (QoL), and personality, in women with cosmetic breast implants. METHODS Women who attended the plastic surgery outpatient clinic of Maastricht University Medical Center between October 2020 and October 2021 for reasons related to their implants and women recruited for a BII study at the Center during this period were invited to participate in this study. Only women who underwent cosmetic breast augmentation were eligible. Participants completed a physical complaints score form and the BREAST-Q, SF-36, and EPQ-RSS questionnaires via an online survey. RESULTS In total, 201 women completed the questionnaires. Extroversion and social desirability were predominant personality traits in women with breast implants, followed by neuroticism. Relatively high levels of neuroticism were found compared with normative data. Neuroticism correlated significantly with health status and breast-related QoL. Physical and mental health-related QoL had the strongest correlations with neuroticism (β = -3.94, β = -4.86, P < 0.001). CONCLUSIONS Personality can play a role in the development of complaints. High levels of neuroticism are seen in cosmetic surgery patients and are negatively correlated with subjective health and patient-reported outcomes in women with breast implants. Therefore, neuroticism may be a factor in the development of BII. LEVEL OF EVIDENCE: 4
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Affiliation(s)
- Juliënne A Berben
- Corresponding Author: Juliënne A. Berben, Department of Plastic, Reconstructive, and Hand Surgery, Maastricht University Medical Center+, PO Box 5800, 6202 AZ Maastricht, the Netherlands. E-mail:
| | - Renée M L Miseré
- Department of Plastic, Reconstructive, and Hand Surgery, Maastricht University Medical Center+, Maastricht, the Netherlands
| | - Sander J Schop
- Department of Plastic, Reconstructive, and Hand Surgery, Maastricht University Medical Center+, Maastricht, the Netherlands
| | - René R W J van der Hulst
- Department of Plastic, Reconstructive, and Hand Surgery, Maastricht University Medical Center+, Maastricht, the Netherlands
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Jewell ML. Commentary on: A Qualitative Study on the Experiences of Women With Breast Implant Illness. Aesthet Surg J 2022; 42:394-396. [PMID: 33993230 DOI: 10.1093/asj/sjab227] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/12/2022] Open
Affiliation(s)
- Mark L Jewell
- Division of Plastic Surgery, Oregon Health Science University, Portland, OR, USA
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