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1.
JAMA Oncol ; 2024 Apr 25.
Article in English | MEDLINE | ID: mdl-38662396

ABSTRACT

Importance: Data on oncological outcomes after omission of axillary lymph node dissection (ALND) in patients with breast cancer that downstages from node positive to negative with neoadjuvant chemotherapy are sparse. Additionally, the best axillary surgical staging technique in this scenario is unknown. Objective: To investigate oncological outcomes after sentinel lymph node biopsy (SLNB) with dual-tracer mapping or targeted axillary dissection (TAD), which combines SLNB with localization and retrieval of the clipped lymph node. Design, Setting, and Participants: In this multicenter retrospective cohort study that was conducted at 25 centers in 11 countries, 1144 patients with consecutive stage II to III biopsy-proven node-positive breast cancer were included between April 2013 and December 2020. The cumulative incidence rates of axillary, locoregional, and any invasive (locoregional or distant) recurrence were determined by competing risk analysis. Exposure: Omission of ALND after SLNB or TAD. Main Outcomes and Measures: The primary end points were the 3-year and 5-year rates of any axillary recurrence. Secondary end points included locoregional recurrence, any invasive (locoregional and distant) recurrence, and the number of lymph nodes removed. Results: A total of 1144 patients (median [IQR] age, 50 [41-59] years; 78 [6.8%] Asian, 105 [9.2%] Black, 102 [8.9%] Hispanic, and 816 [71.0%] White individuals; 666 SLNB [58.2%] and 478 TAD [41.8%]) were included. A total of 1060 patients (93%) had N1 disease, 619 (54%) had ERBB2 (formerly HER2)-positive illness, and 758 (66%) had a breast pathologic complete response. TAD patients were more likely to receive nodal radiation therapy (85% vs 78%; P = .01). The clipped node was successfully retrieved in 97% of TAD cases and 86% of SLNB cases (without localization). The mean (SD) number of sentinel lymph nodes retrieved was 3 (2) vs 4 (2) (P < .001), and the mean (SD) number of total lymph nodes removed was 3.95 (1.97) vs 4.44 (2.04) (P < .001) in the TAD and SLNB groups, respectively. The 5-year rates of any axillary, locoregional, and any invasive recurrence in the entire cohort were 1.0% (95% CI, 0.49%-2.0%), 2.7% (95% CI, 1.6%-4.1%), and 10% (95% CI, 8.3%-13%), respectively. The 3-year cumulative incidence of axillary recurrence did not differ between TAD and SLNB (0.5% vs 0.8%; P = .55). Conclusions and Relevance: The results of this cohort study showed that axillary recurrence was rare in this setting and was not significantly lower after TAD vs SLNB. These results support omission of ALND in this population.

2.
Eur J Surg Oncol ; 50(2): 107954, 2024 Feb.
Article in English | MEDLINE | ID: mdl-38217946

ABSTRACT

BACKGROUND: De-escalation of axillary surgery in breast cancer (BC) management began when sentinel lymph node biopsy (SLNB) replaced axillary lymph node dissection (ALND) as standard of care in patients with node-negative BC. The second step consolidated ALND omission in selected subgroups of BC patients with up to two macrometastases and recognized BC molecular and genomic implication in predicting prognosis and planning adjuvant treatment. Outcomes from the recent RxPONDER and monarchE trials have come to challenge the previous cut-off of two SLN in order to inform decisions on systemic therapies for hormone receptor-positive (HR+), human epidermal growth factor receptor type-2 (HER2) negative BC, as the criteria included a cut-off of respectively three and four SLNs. In view of the controversy that this may lift in surgical practice, the Italian National Association of Breast Surgeons (Associazione Nazionale Italiana Senologi Chirurghi, ANISC) reviewed data regarding the latest trials on this topic and proposes an implementation in clinical practice. MATERIAL AND METHODS: We reviewed the available literature offering data on the pathological nodal status of cN0 breast cancer patients. RESULTS: The rates of pN2 status in cN0 patients ranges from 3.5 % to 16 %; pre-surgical diagnostic definition of axillary lymph node status in cN0 patients by ultrasound could be useful to inform about a possible involvement of ≥4 lymph nodes in this specific sub-groups of women. CONCLUSIONS: The Italian National Association of Breast Surgeons (ANISC) considers that for HR + HER2-/cN0-pN1(sn) BC patients undergoing breast conserving treatment the preoperative workup should be optimized for a more detailed assessment of the axilla and the technique of SLNB should be optimized, if considered appropriate by the surgeon, not considering routine ALND always indicated to determine treatment recommendations according to criteria of eligibility to RxPONDER and monarch-E trials.


Subject(s)
Breast Neoplasms , Sentinel Lymph Node , Surgeons , Humans , Female , Breast Neoplasms/pathology , Lymphatic Metastasis/pathology , Lymph Node Excision , Sentinel Lymph Node Biopsy/methods , Axilla/pathology , Italy , Sentinel Lymph Node/pathology
3.
Healthcare (Basel) ; 12(2)2024 Jan 20.
Article in English | MEDLINE | ID: mdl-38275547

ABSTRACT

BACKGROUND: Measurements of breast morphology are a determinant of the assessment of any surgical procedure, either reconstructive or cosmetic. This study aims to investigate the association between easy anthropometric measurements and values of quality of life assessed in a sample of asymptomatic women. METHODOLOGY: Healthy asymptomatic women were admitted for this study. The following measurements were assessed: height, weight, nipple to sternal notch distance, areola to infra-mammary fold distance (right vs. left), right-left nipple distance. The Breast Q questionnaire (Italian translation V.1, pre-op breast conservation surgery) in the following domains: satisfaction with breasts; psycho-social satisfaction; physical satisfaction; sexual satisfaction, which was used to assess breast-related quality of life. RESULTS: One hundred and forty-five women responded to the breast Q questionnaire. The mean age of the sample was 44.3 years; the medium BMI was 24.1; Spearman correlation coefficients revealed that all the investigated values were negatively correlated to the "satisfaction with breasts" domain. Psychosexual satisfaction was associated with age; BMI; nipple to sternal notch distance. After normalization for age values, we observed that "satisfaction with breast" was, once again, highly correlated to BMI; nipple to sternal notch distance; areola to IMF distance. In all cases, the higher the values, the lower the scores. CONCLUSIONS: Distances between easy relevant anatomical landmarks are representative of patients' breast-related quality of life in a population of asymptomatic women. These findings allow us to identify an ideal anthropometric framework that can be used as a validated surgical endpoint for cosmetic and oncological procedures.

4.
Eur J Cancer Prev ; 33(3): 185-191, 2024 May 01.
Article in English | MEDLINE | ID: mdl-37997909

ABSTRACT

A breast unit is a multidisciplinary center specialized in the management of women with breast diseases, including breast cancer (BC). It represents a care path, passing from screening activities to diagnostic investigations, from surgery to the definition of the therapeutic strategy, from psychophysical rehabilitation to long-term checks (follow-up), and up to genetic counseling. Since 2006, following a resolution issued by the European Parliament to urge member states to activate multidisciplinary breast centers by 2016, work has been underway throughout Italy to improve the management of women with BC. In Italy, the State-Regions agreement was signed on 18 December 2014, sanctioning the establishment of breast units. These centers must adhere to specific quality criteria and requirements. In 2020, the experts of the EUSOMA group (European Society of Breast Cancer Specialists), in their latest document published, expanded the requirements of the breast units. Furthermore, Senonetwork was founded in 2012 with the aim of allowing BC to be treated in breast units that comply with European requirements to ensure equal treatment opportunities for all Italian women. Indeed, the available data indicate that the BC patient has a greater chance of better treatment in the breast units with a multidisciplinary team, thus increasing the survival rate with a better quality of life, compared to those managed in nonspecialized structures. The present review is a perspective on the current Italian reality of breast units, updated with the available literature and the most recent epidemiological data from Senonetwork and AgeNaS.


Subject(s)
Breast Neoplasms , Quality of Life , Female , Humans , Breast , Breast Neoplasms/diagnosis , Italy , Survival Rate , Multicenter Studies as Topic
5.
Aesthet Surg J ; 44(5): 491-498, 2024 Apr 04.
Article in English | MEDLINE | ID: mdl-37738139

ABSTRACT

BACKGROUND: Nipple-sparing mastectomies (NSMs) and implant-based breast reconstructions have evolved from 2-stage reconstructions with tissue expansion and implant exchange to direct-to-implant procedures. In this study, we tested safety and efficacy of polyurethane-based implants according to standard assessment tools. OBJECTIVES: This study aimed to test safety and feasibility of polyurethane-coated implants with standardized assessment employing internationally acknowledged evaluation criteria. METHODS: Cases of NSMs followed by breast reconstruction in 1 stage with immediate prepectoral polyurethane-coated implant placement were retrospectively reviewed. Preoperative characteristics of the population have been collected. Adherence to quality assurance criteria of the Association of Breast Surgery-British Association of Plastic Reconstructive and Aesthetic Surgeons was verified. Complications were assessed with the Clavien Dindo classification, modified for the breast. Rippling, implant rotation, and malposition were also evaluated. RESULTS: Sixty-three consecutive patients underwent 74 NSMs and immediate breast reconstruction with micro polyurethane foam-coated anatomic implants. In 5 cases we had unplanned readmissions with return to the operating room under general anesthesia (6.7%) and implant loss within 3 months from breast reconstruction (5 implants, 6.7%). Postoperative complications according to Clavien Dindo were grade 1 in 6 cases (8.1%), grade 2 in 3 cases (4%), and 3b in 5 cases (6.7%). CONCLUSIONS: Polyurethane-coated implants may prevent rotation and malposition and capsular contracture in the short term. Unplanned readmission rates and implant loss rates in the short term may be slightly higher.See the abstract translated into Hindi, Portuguese, Korean, German, Italian, Arabic, Chinese, and Taiwanese online here: https://doi.org/10.1093/asj/sjad301.


Subject(s)
Breast Implantation , Breast Implants , Breast Neoplasms , Mammaplasty , Humans , Female , Breast Implants/adverse effects , Breast Implantation/adverse effects , Breast Implantation/methods , Retrospective Studies , Polyurethanes , Mammaplasty/adverse effects , Mammaplasty/methods , Breast Neoplasms/surgery
6.
AME Case Rep ; 7: 48, 2023.
Article in English | MEDLINE | ID: mdl-37942036

ABSTRACT

Background: Gynecomastia (GYN) is mainly caused by the benign proliferation of mammary glands and adipose tissue. Currently, up to 38% of adult males have GYN. GYN can be caused by systemic diseases, obesity, endocrine disorders (such as liver cirrhosis, which impairs estrogen inactivation), malignant tumors, and medications. Surgical intervention is required after 12 months pharmacological treatment of GYN was no response who have endocrine disorder, or due to psychological and physiological factors, young patients have a higher demand for surgical intervention. Recent advances in minimally invasive endoscopic surgery, with the advantage of rapid rehabilitation, have markedly improved the surgical management of GYN. Case Description: In November 2021, we admitted a young patient with bilateral GYN whose problem began several years prior and for which he sought surgical intervention. After comprehensive evaluation and psychological consultation, he underwent surgical treatment. The present case report summarizes our experience in nursing this patient. Conclusions: Perioperative nursing care is essential in the management of patients undergoing endoscopic surgical treatment for GYN. The nursing team must be knowledgeable about the procedure, assess and manage the patient's pain, monitor vital signs, prevent infections, and provide emotional support to the patient. With proper nursing care, patients can recover smoothly and quickly after endoscopic surgical treatment of GYN.

7.
Breast Care (Basel) ; 18(3): 209-212, 2023 Jun.
Article in English | MEDLINE | ID: mdl-37928810

ABSTRACT

Introduction: Books and papers are the most relevant source of theoretical knowledge for medical education. New technologies of artificial intelligence can be designed to assist in selected educational tasks, such as reading a corpus made up of multiple documents and extracting relevant information in a quantitative way. Methods: Thirty experts were selected transparently using an online public call on the website of the sponsor organization and on its social media. Six books edited or co-edited by members of this panel containing a general knowledge of breast cancer or specific surgical knowledge have been acquired. This collection was used by a team of computer scientists to train an artificial neural network based on a technique called Word2Vec. Results: The corpus of six books contained about 2.2 billion words for 300d vectors. A few tests were performed. We evaluated cosine similarity between different words. Discussion: This work represents an initial attempt to derive formal information from textual corpus. It can be used to perform an augmented reading of the corpus of knowledge available in books and papers as part of a discipline. This can generate new hypothesis and provide an actual estimate of their association within the expert opinions. Word embedding can also be a good tool when used in accruing narrative information from clinical notes, reports, etc., and produce prediction about outcomes. More work is expected in this promising field to generate "real-world evidence."

8.
Breast Care (Basel) ; 18(3): 200-202, 2023 Jun.
Article in English | MEDLINE | ID: mdl-37928812

ABSTRACT

Introduction: The educational and professional lives of everyone have significantly been affected by the COVID-19 pandemic. Many courses and meetings traditionally structured and organized as face-to-face events have been transformed into virtual events. Methods: We report on the experience of G.Re.T.A. Fondazione in organizing international conferences, webinars, and masterclasses on oncoplastic and aesthetic breast surgery before, during, and after the pandemic. Results: The organization of the meetings as online or hybrid events allowed to maintain a high number of participants with numbers being in line with those achieved in the traditional face-to-face events or even showing an increased number of participants, in particular from countries not traditionally involved such as Saudi Arabia, the United Arab Emirates, India, and Russian Federation. Discussion: We think that the hybrid modality is likely to become a gold standard, even though purely online meetings will still survive in the post-pandemic era. Webinars are frugal and highly efficient events that can easily reach a worldwide audience with acceptable interaction.

9.
Plast Reconstr Surg ; 2023 Sep 26.
Article in English | MEDLINE | ID: mdl-37749785

ABSTRACT

INTRODUCTION: Nipple-sparing mastectomy (NSM) and immediate breast reconstruction have demonstrated positive aesthetic outcomes and high patient satisfaction. However, challenges arise when performing NSM on patients with large and ptotic breasts due to the higher risk of nipple-areolar complex (NAC) necrosis. This study proposes a new technique: the three pedicles-based nipple-sparing skin-reducing mastectomy (TP-NSSRM), combined with direct-to-implant (DTI) breast reconstruction, aimed at reducing complications. MATERIALS AND METHODS: A prospective study was conducted from November 2021 to April 2022, enrolling patients with large and drooping breasts requiring mastectomy for breast cancer treatment or risk reduction. Patient selection criteria included a sternal notch to nipple distance of ≥ 23 cm, Grade 3 ptosis, and eligibility for immediate prepectoral DTI breast reconstruction. Patient satisfaction was assessed using BREAST-Q modules. RESULTS: Seventy-two TP-NSSRM procedures combined with immediate DTI-based breast reconstruction were performed on a total of 45 patients. High patient satisfaction was observed, and statistically significant improvements were noted in postoperative BREAST-Q scores (p=0.001). The complication rate was low, and preservation of the nipple-areolar complex was achieved in all cases. CONCLUSION: The TP-NSSRM technique offers a potential solution for patients with large and drooping breasts undergoing NSM. It aims to minimize complications and achieve satisfactory outcomes. This study demonstrates favorable results in terms of patient satisfaction and quality of life. Further research and long-term follow-up are necessary to validate these findings and evaluate the long-term outcomes of this technique.

10.
Eur J Surg Oncol ; 49(11): 106988, 2023 11.
Article in English | MEDLINE | ID: mdl-37500311

ABSTRACT

This study reports on feasibility and applicability of totally autologous primary breast reconstructions based on TDAP flaps using a standard set of internationally approved reporting scales. We reviewed 15 cases in patients with a good donor area in the back not suitable for implant or free flaps reconstructions. Complications according to Clavien Dindo were: 1 Grade 1 (seroma in the back). The ABS-BAPRAS quality assurance indicators 10, 11, and 12 were entirely fulfilled. No pedicled flap loss occurred; no unplanned return to theatre and no unplanned readmission within 3 months. Breast-related quality of life values are reported at 3 months and one year in four domains of the BREAST Q v. 2.0 (breast reconstruction post-op questionnaire). At 1 year the mean Q-score for satisfaction with breast was 70.5, for psychosocial well-being was 72.3; for sexual well-being was 58.8; for physical well-being (chest wall) was 70.60. The TDAP based totally autologous breast reconstruction reported to be a feasible and safe alternative to implant based or free flaps reconstructions according to consolidate international outcome reporting measures.


Subject(s)
Breast Neoplasms , Mammaplasty , Perforator Flap , Humans , Female , Feasibility Studies , Quality of Life , Arteries , Breast Neoplasms/surgery
11.
JAMA Netw Open ; 6(6): e2316878, 2023 06 01.
Article in English | MEDLINE | ID: mdl-37279001

ABSTRACT

Importance: Improvement in clinical understanding of the priorities of patients with breast cancer (BC) regarding postoperative aesthetic outcomes (AOs) is needed. Objective: To assess expert panel and computerized evaluation modalities against patient-reported outcome measures (PROMs), the gold standard of AO assessment, in patients after surgical management of BC. Data Sources: Embase, MEDLINE, PsycINFO, PubMed, the Cochrane Central Register of Controlled Trials, the World Health Organization International Clinical Trials Registry Platform, and ClinicalTrials.gov were interrogated from inception through August 5, 2022. Search terms included breast conserving AND aesthetic outcome AND breast cancer. Ten observational studies were eligible for inclusion, with the earliest date of database collection on December 15, 2022. Study Selection: Studies with at least 1 pairwise comparison (PROM vs expert panel or PROM vs computerized evaluation with Breast Cancer Conservation Treatment cosmetic results [BCCT.core] software) were considered eligible if they included patients who received BC treatment with curative intent. Studies reporting solely on risk reduction or benign surgical procedures were excluded to ensure transitivity. Data Extraction and Synthesis: Two independent reviewers extracted study data with an independent cross-check from a third reviewer. The quality of included observational studies was assessed using the Newcastle-Ottawa Scale, and the level of evidence quality was assessed using the Grading of Recommendations Assessment, Development and Evaluation tool. Confidence in network meta-analysis results was analyzed with the Confidence in Network Meta-analysis semiautomated tool. Effect size was reported using random-effects odds ratios (ORs) and cumulative ratios of ORs with 95% credibility intervals (CrIs). Main Outcomes and Measures: The primary outcome of this network meta-analysis was modality (expert panel or computer software) discordance from PROMs. Four-point Likert responses across PROMs, expert panel assessment, and BCCT.core evaluation of AOs were assessed. Results: A total of 10 observational studies including 3083 patients (median [IQR] age, 59 [50-60] years; median [range] follow-up, 39.0 [22.5-80.5] months) with reported AOs were assessed and homogenized in 4 distinct Likert response groups (excellent, very good, satisfactory, and bad). Overall network incoherence was low (χ22 = 0.35; P = .83). Overall, panel and software modalities graded AO outcomes worse than PROMs. Specifically, for excellent vs all other responses, the panel to PROM ratio of ORs was 0.30 (95% CrI, 0.17-0.53; I2 = 86%) and the BCCT.core to PROM ratio of ORs was 0.28 (95% CrI, 0.13-0.59; I2 = 95%), while the BCCT.core to panel ratio of ORs was 0.93 (95% CrI, 0.46-1.88; I2 = 88%). Conclusions and Relevance: In this study, patients scored AOs higher than both expert panels and computer software. Standardization and supplementation of expert panel and software AO tools with racially, ethnically, and culturally inclusive PROMs is needed to improve clinical evaluation of the journey of patients with BC and to prioritize components of therapeutic outcomes.


Subject(s)
Breast Neoplasms , Humans , Middle Aged , Female , Breast Neoplasms/surgery , Quality of Life , Network Meta-Analysis , Breast
12.
Updates Surg ; 75(6): 1699-1710, 2023 Sep.
Article in English | MEDLINE | ID: mdl-37326934

ABSTRACT

New tracers for sentinel lymph node biopsy (SLNB), as indocyanine green (ICG), superparamagnetic iron oxide (SPIO) and micro bubbles, have been recently introduced in clinical practice showing promising but variable results. We reviewed the available evidence comparing these new techniques with the standard tracers to evaluate their safety. To identify all available studies, a systematic search was performed in all electronic databases. Data regarding sample size, mean number of SLN harvested for patient, number of metastatic SLN and SLN identification rate of all studies were extracted. No significant differences were found in terms of SLNs identification rates between SPIO, RI and BD but with a higher identification rate with the use of ICG. No significant differences were also found for the number of metastatic lymph nodes identified between SPIO, RI and BD and the mean number of SLNs identified between SPIO and ICG versus conventional tracers. A statistically significant differences in favor of ICG was reported for the comparison between ICG and conventional tracers for the number of metastatic lymph nodes identified. Our meta-analysis demonstrates that the use of both ICG and SPIO for the pre-operative mapping of sentinel lymph nodes in breast cancer treatment is adequately effective.


Subject(s)
Breast Neoplasms , Sentinel Lymph Node , Humans , Female , Sentinel Lymph Node Biopsy/methods , Breast Neoplasms/surgery , Breast Neoplasms/pathology , Coloring Agents , Sentinel Lymph Node/surgery , Sentinel Lymph Node/pathology , Indocyanine Green , Lymph Nodes/pathology
13.
Br J Surg ; 110(8): 966-972, 2023 07 17.
Article in English | MEDLINE | ID: mdl-37259179

ABSTRACT

BACKGROUND: Volume replacement using chest wall perforator flaps (CWPFs) is a promising technique to reduce mastectomy rates without sacrificing function or aesthetics. Owing to limited availability of the technique, only a minority of patients currently have access to CWPF procedures. METHODS: An international web-based survey was disseminated through social media, dedicated webpages, and national and international societies for breast surgery. The survey explored surgeons' attitudes towards CWPFs and their perceived training needs. RESULTS: Of 619 respondents, 88.4 per cent agreed that CWPF surgery was desirable, with one-third offering it and performing a median of 10 (i.q.r. 5-15) procedures annually. They were more likely to be senior (OR 1.35, 95 per cent c.i. 1.18 to 1.55; P < 0.001), with formal oncoplastic training (OR 4.80, 3.09 to 7.48; P < 0.001), and working in larger units (OR 1.18, 1.03 to 1.35; P = 0.018) with a free-flap (OR 1.62, 1.06 to 2.48; P = 0.025) or CWPF (OR 3.02, 1.87 to 4.89; P < 0.001) service available. In cluster and latent class analysis, none showed high cohesion with performance of CWPF surgery. CONCLUSION: There is a discrepancy between perceived importance and availability of CWPF surgery, indicating that optimal training is needed.


Subject(s)
Breast Neoplasms , Mammaplasty , Perforator Flap , Thoracic Wall , Humans , Female , Mastectomy , Thoracic Wall/surgery , Breast Neoplasms/surgery , Mammaplasty/methods , Surveys and Questionnaires , Attitude
14.
Plast Reconstr Surg Glob Open ; 11(2): e4821, 2023 Feb.
Article in English | MEDLINE | ID: mdl-36845868

ABSTRACT

Acellular dermal matrices (ADMs) entered the market in the early 2000s and their use has increased thereafter. Several retrospective cohort studies and single surgeon series reported benefits with the use of ADMs. However, robust evidence supporting these advantages is lacking. There is the need to define the role for ADMs in implant-based breast reconstruction (IBBR) after mastectomy. Methods: A panel of world-renowned breast specialists was convened to evaluate evidence, express personal viewpoints, and establish recommendation for the use of ADMs for subpectoral one-/two-stage IBBR (compared with no ADM use) for adult women undergoing mastectomy for breast cancer treatment or risk reduction using the Grading of Recommendations, Assessment, Development, and Evaluation (GRADE) approach. Results: Based on the voting outcome, the following recommendation emerged as a consensus statement: the panel members suggest subpectoral one- or two-stage IBBR either with ADMs or without ADMs for adult women undergoing mastectomy for breast cancer treatment or risk reduction (with very low certainty of evidence). Conclusions: The systematic review has revealed a very low certainty of evidence for most of the important outcomes in ADM-assisted IBBR and the absence of standard tools for evaluating clinical outcomes. Forty-five percent of panel members expressed a conditional recommendation either in favor of or against the use of ADMs in subpectoral one- or two-stages IBBR for adult women undergoing mastectomy for breast cancer treatment or risk reduction. Future subgroup analyses could help identify relevant clinical and pathological factors to select patients for whom one technique could be preferable to another.

16.
BMC Bioinformatics ; 22(Suppl 14): 631, 2022 Nov 16.
Article in English | MEDLINE | ID: mdl-36384559

ABSTRACT

BACKGROUND: Decisions in healthcare usually rely on the goodness and completeness of data that could be coupled with heuristics to improve the decision process itself. However, this is often an incomplete process. Structured interviews denominated Delphi surveys investigate experts' opinions and solve by consensus complex matters like those underlying surgical decision-making. Natural Language Processing (NLP) is a field of study that combines computer science, artificial intelligence, and linguistics. NLP can then be used as a valuable help in building a correct context in surgical data, contributing to the amelioration of surgical decision-making. RESULTS: We applied NLP coupled with machine learning approaches to predict the context (words) owning high accuracy from the words nearest to Delphi surveys, used as input. CONCLUSIONS: The proposed methodology has increased the usefulness of Delphi surveys favoring the extraction of keywords that can represent a specific clinical context. It permits the characterization of the clinical context suggesting words for the evaluation process of the data.


Subject(s)
Artificial Intelligence , Breast Neoplasms , Humans , Female , Breast Neoplasms/surgery , Natural Language Processing , Machine Learning
20.
Ann Surg Open ; 3(4): e205, 2022 Dec.
Article in English | MEDLINE | ID: mdl-37600290

ABSTRACT

The early randomized controlled trials revealed no differences in survival between breast-conserving surgery (BCS) and mastectomy. However, breast cancer treatment has undergone changes, and the results of recent population-based registry studies suggest superior long-term survival after BCS. To explore the current evidence, a systematic review and meta-ana lysis of population-based observational studies from 2010 and onward was conducted. Methods: A literature search was conducted in the PubMed, Embase, and Cochrane databases to identify relevant literature. Keywords included "mastectomy," "breast conserving surgery," and "survival." The identified studies were narratively reviewed and effect sizes (hazard ratios [HRs]) for overall (OS) and breast cancer-specific survival (BCSS) were combined with random-effects models. Results: A total of 30 reports were included in the review, and results from 25 studies were included in the meta-analyses. Compared with mastectomy, BCS was associated with better OS (HR = 1.34 [1.20-1.51]; N = 1,311,600) and BCSS (HR = 1.38 [1.29-1.47]; N = 494,267). Selected subgroups of patients, based on lymph node status, age (<50 years/≥50 years), and radiation therapy after mastectomy (±), all showed better overall survival after BCS. The number (range 4-12) and type of prognostic variables adjusted for in the survival analyses of the studies did not statistically significantly moderate the differences in survival between BCS and mastectomy. Conclusions: The combined findings from large population-based studies indicate that BCS is associated with survival benefit compared with mastectomy, suggesting that BCS be the recommended treatment of early breast cancer (T1-2N0-1M0) if a radical lumpectomy can be performed.

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