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1.
Patterns (N Y) ; 5(4): 100946, 2024 Apr 12.
Artigo em Inglês | MEDLINE | ID: mdl-38645766

RESUMO

Data bias is a major concern in biomedical research, especially when evaluating large-scale observational datasets. It leads to imprecise predictions and inconsistent estimates in standard regression models. We compare the performance of commonly used bias-mitigating approaches (resampling, algorithmic, and post hoc approaches) against a synthetic data-augmentation method that utilizes sequential boosted decision trees to synthesize under-represented groups. The approach is called synthetic minority augmentation (SMA). Through simulations and analysis of real health datasets on a logistic regression workload, the approaches are evaluated across various bias scenarios (types and severity levels). Performance was assessed based on area under the curve, calibration (Brier score), precision of parameter estimates, confidence interval overlap, and fairness. Overall, SMA produces the closest results to the ground truth in low to medium bias (50% or less missing proportion). In high bias (80% or more missing proportion), the advantage of SMA is not obvious, with no specific method consistently outperforming others.

2.
Sci Rep ; 14(1): 6978, 2024 03 24.
Artigo em Inglês | MEDLINE | ID: mdl-38521806

RESUMO

Synthetic data generation is being increasingly used as a privacy preserving approach for sharing health data. In addition to protecting privacy, it is important to ensure that generated data has high utility. A common way to assess utility is the ability of synthetic data to replicate results from the real data. Replicability has been defined using two criteria: (a) replicate the results of the analyses on real data, and (b) ensure valid population inferences from the synthetic data. A simulation study using three heterogeneous real-world datasets evaluated the replicability of logistic regression workloads. Eight replicability metrics were evaluated: decision agreement, estimate agreement, standardized difference, confidence interval overlap, bias, confidence interval coverage, statistical power, and precision (empirical SE). The analysis of synthetic data used a multiple imputation approach whereby up to 20 datasets were generated and the fitted logistic regression models were combined using combining rules for fully synthetic datasets. The effects of synthetic data amplification were evaluated, and two types of generative models were used: sequential synthesis using boosted decision trees and a generative adversarial network (GAN). Privacy risk was evaluated using a membership disclosure metric. For sequential synthesis, adjusted model parameters after combining at least ten synthetic datasets gave high decision and estimate agreement, low standardized difference, as well as high confidence interval overlap, low bias, the confidence interval had nominal coverage, and power close to the nominal level. Amplification had only a marginal benefit. Confidence interval coverage from a single synthetic dataset without applying combining rules were erroneous, and statistical power, as expected, was artificially inflated when amplification was used. Sequential synthesis performed considerably better than the GAN across multiple datasets. Membership disclosure risk was low for all datasets and models. For replicable results, the statistical analysis of fully synthetic data should be based on at least ten generated datasets of the same size as the original whose analyses results are combined. Analysis results from synthetic data without applying combining rules can be misleading. Replicability results are dependent on the type of generative model used, with our study suggesting that sequential synthesis has good replicability characteristics for common health research workloads.


Assuntos
Benchmarking , Revelação , Simulação por Computador , Modelos Logísticos , Processos Mentais
3.
Therap Adv Gastroenterol ; 16: 17562848231218615, 2023.
Artigo em Inglês | MEDLINE | ID: mdl-38144422

RESUMO

An estimated 2.5-3 million individuals (0.4%) in Europe are affected by inflammatory bowel disease (IBD). Whilst incidence rates for IBD are stabilising across Europe, the prevalence is rising and subsequently resulting in a significant cost to the healthcare system of an estimated 4.6-5.6 billion euros per year. Hospitalisation and surgical resection rates are generally on a downward trend, which is contrary to the rising cost of novel medication. This signifies a large part of healthcare cost and burden. Despite publicly funded healthcare systems in most European countries, there is still wide variation in how patients receive and/or pay for biologic medication. This review will provide an overview and discuss the different healthcare systems within Western Europe and the barriers that affect overall management of a changing IBD landscape, including differences to hospitalisation and surgical rates, access to medication and clinical trial participation and recruitment. This review will also discuss the importance of standardising IBD management to attain high-quality care for all patients with IBD.

4.
Crohns Colitis 360 ; 5(3): otad038, 2023 Jul.
Artigo em Inglês | MEDLINE | ID: mdl-37636010

RESUMO

Background: Management of spontaneous intra-abdominal abscess (IAA) in patients with Crohn's disease (CD) with radiologically guided percutaneous drainage (PD) was debated. Methods: This is a secondary analysis from a multicenter, retrospective cohort study of all the patients with CD who underwent PD followed by surgery at 19 international tertiary centers. Results: Seventeen patients (4.8%) who did not undergo surgery after PD were compared to those who had PD followed by surgical intervention 335/352 (95.2%). Patients who had PD without surgery were those with longer disease duration, more frequently had previous surgery for CD (laparotomies/laparoscopies), enteric fistula, on steroid treatment before and continue to have it after PD. Patients who had PD without subsequent surgical resection had a higher risk of stoma construction at later stages 8/17 (47.1%) versus 90/326 (27.6%) (P < .01). Patients with PD with no subsequent surgery had numerically higher rates of abscess recurrence 5/17 (29.4%) compared to those who had PD followed by surgery 45/335 (13.4%) the difference was not statistically significant (P = .07). Conclusions: Even with the low number of patients enrolled in this study who had PD of IAA without subsequent surgery, the findings indicate a markedly worse prognosis in terms of recurrence, length of stay, readmission, and stoma construction. Watchful waiting after PD to treat patients with spontaneous IAA might be indicated in selected patients with poor health status or poor prognostic factors.

5.
Surgery ; 174(1): 46-51, 2023 07.
Artigo em Inglês | MEDLINE | ID: mdl-37156647

RESUMO

BACKGROUND: Anastomosis leak is one of the significant postoperative complications after colorectal surgery. The aim of this systematic review was to synthesize the evidence relative to the preoperative assessment of the colon and rectum blood supply and to investigate its role in predicting anastomosis leak. METHOD: This systematic review was conducted according to the recommendations of the Cochrane Handbook for Reviews of Interventions and reported according to Preferred Reporting Items for Systematic Reviews and Meta-Analyses. PubMed, Embase, and the Cochrane Library were searched to identify eligible studies. The main outcome variable was the preoperative assessment of patterns of blood supply to the colon and the impact of these patterns on anastomosis leak. The quality of bias control in the studies was assessed using the Newcastle-Ottawa Scale. Due to the heterogeneous nature of the included studies, no meta-analysis was conducted. RESULTS: Fourteen studies were included. The study covered a period from 1978 to 2021. A significant degree of variation in the arterial and/or venous supply of the colon and rectum might influence anastomosis leak rates. Calcification in great blood vessels can be assessed with a preoperative computed tomography scan, which may predict anastomosis leak rates. This is supported by many experimental studies that showed increased rates of anastomosis leak after preoperative ischemia, but the extent of this impact is not well established. CONCLUSION: Preoperative assessment of blood supply to the colon and rectum might help in planning the surgical intervention to reduce anastomosis leak rates. Calcium scoring of major arteries might predict anastomosis leak and thus play a crucial role in intraoperative decision-making.


Assuntos
Fístula Anastomótica , Colo , Humanos , Fístula Anastomótica/diagnóstico , Fístula Anastomótica/etiologia , Anastomose Cirúrgica/efeitos adversos , Anastomose Cirúrgica/métodos , Colo/cirurgia , Complicações Pós-Operatórias/diagnóstico , Complicações Pós-Operatórias/etiologia , Reto/cirurgia
6.
Colorectal Dis ; 25(7): 1453-1459, 2023 07.
Artigo em Inglês | MEDLINE | ID: mdl-37086006

RESUMO

AIM: Patients with Crohn's disease (CD) often suffer from perianal fistulizing disease. Their risk of anorectal cancer remains uncertain. We aimed to examine the long-term risk of anorectal cancer in a population-based cohort of CD patients with anorectal fistula. METHOD: Our study population covered all individuals (n = 7 987 520) aged 15+ years living in Denmark from 1978 to 2018. We identified all patients with CD and anorectal fistula in the Danish National Patient Register (NPR) and 50 matched noninflammatory bowel disease (IBD) individuals from the general population. Using Cox regression analyses, we examined the risk of anorectal cancer in CD fistula patients versus non-IBD individuals. All patients with CD were identified using codes from the International Classification of Diseases and their data extracted from the NPR. The main outcome measure was cases of anorectal cancer. RESULTS: A total of 2786 CD patients with anorectal fistula and 139 300 non-IBD individuals were followed for 1 553 917 person-years. During follow-up, anorectal cancer was observed in 19 CD patients (0.68%) and 340 non-IBD individuals (0.24%), corresponding to a 2.9-fold increased hazard ratio (HR) of anorectal cancer in CD fistula patients (95% CI 1.80-4.53), with a particularly high risk of anal cancer (HR 15.13, 95% CI 6.88-33.31) and a mean time from CD fistula diagnosis to anorectal cancer of 6.7 (SD 6.5) years. The risk was slightly higher in women than men and had no apparent relation to treatment with tumour necrosis factor-α inhibitors. Sensitivity analyses using CD nonfistula patients for comparison revealed similar results. Individual data on smoking and infection with human papilloma virus were not available. CONCLUSION: Patients with CD and anorectal fistula have a three-fold increased risk of anorectal cancer compared with the general population. The number needed to surveil to detect one case of anorectal cancer in this patient population was 2160 patients per year in patients with long-standing fistula (>6 years).


Assuntos
Neoplasias do Ânus , Doença de Crohn , Neoplasias Gastrointestinais , Doenças Retais , Fístula Retal , Neoplasias Retais , Masculino , Humanos , Feminino , Doença de Crohn/complicações , Doença de Crohn/epidemiologia , Estudos de Coortes , Neoplasias do Ânus/epidemiologia , Neoplasias do Ânus/etiologia , Neoplasias Retais/etiologia , Neoplasias Retais/complicações , Doenças Retais/complicações , Fístula Retal/complicações , Fístula Retal/epidemiologia , Dinamarca/epidemiologia
7.
BJS Open ; 7(1)2023 01 06.
Artigo em Inglês | MEDLINE | ID: mdl-36802245

RESUMO

AIM: The aim of this study was to investigate the trends in morbidity and mortality of patients with right-sided colonic cancer who had an emergency surgical procedure in Denmark after the introduction of quality index parameters. METHODS: This was a retrospective nationwide study based on a prospectively maintained Danish Colorectal Cancer Group database focused on right-sided colonic cancer in the interval from 1 May 2001 to 30 April 2018, who underwent emergency surgical intervention (within 48 h of hospital admission). The primary objective was to investigate the trends in morbidity and mortality throughout the study years. Multivariable estimates were adjusted for age, sex, smoking status, alcohol consumption, ASA score classification, tumour localization, type of access to abdominal cavity, surgeon's grade of specialization, and metastatic disease. RESULTS: Out of 2839 patients, a total of 2740 patients fulfilled the inclusion criteria, of whom 2464 underwent right or transverse colon resection (89.9 per cent). The 30-day and 90-day postoperative mortality rates were significantly reduced over the time of the study (OR 0.943, 95 per cent c.i. 0.922 to 0.965, P < 0.001 and OR 0.953, 95 per cent c.i. 0.934 to 0.972, P < 0.001 respectively); however, the complication rates did not follow this trend. Older patients (OR 1.032, 95 per cent c.i. 1.009 to 1.055, P = 0.005) and patients with high ASA scores (OR 1.61, 95 per cent c.i. 1.422 to 1.830, P < 0.001) had higher rates of severe grade 3b postoperative complications. A stoma was constructed in 276 patients (10 per cent), whereas a stent was used in only eight patients. Defunctioning procedures, including stoma construction or colonic stenting (without oncological resection), did not reduce the risk of complications compared with that of definitive surgery. CONCLUSION: The 30-day and 90-day postoperative mortality rates were significantly reduced over the time of the study. Age and ASA score were risk factors for severe postoperative complications.


Assuntos
Neoplasias do Colo , Humanos , Estudos Retrospectivos , Neoplasias do Colo/patologia , Complicações Pós-Operatórias/epidemiologia , Complicações Pós-Operatórias/etiologia , Dinamarca/epidemiologia
8.
Colorectal Dis ; 25(5): 1014-1025, 2023 05.
Artigo em Inglês | MEDLINE | ID: mdl-36747373

RESUMO

AIM: The burden of abdominal wound failure can be profound. Recent clinical guidelines have highlighted the heterogeneity of laparotomy closure techniques. The aim of this study was to investigate current midline closure techniques and practices for prevention of surgical site infection (SSI). METHOD: An online survey was distributed in 2021 among the membership of the European Society of Coloproctology and its partner societies. Surgeons were asked to provide information on how they would close the abdominal wall in three specific clinical scenarios and on SSI prevention practices. RESULTS: A total of 561 consultants and trainee surgeons participated in the survey, mainly from Europe (n = 375, 66.8%). Of these, 60.6% identified themselves as colorectal surgeons and 39.4% as general surgeons. The majority used polydioxanone for fascial closure, with small bite techniques predominating in clean-contaminated cases (74.5%, n = 418). No significant differences were found between consultants and trainee surgeons. For SSI prevention, more surgeons preferred the use of mechanical bowel preparation (MBP) alone over MBP and oral antibiotics combined. Most surgeons preferred 2% alcoholic chlorhexidine (68.4%) or aqueous povidone-iodine (61.1%) for skin preparation. The majority did not use triclosan-coated sutures (73.3%) or preoperative warming of the wound site (78.5%), irrespective of level of training or European/non-European practice. CONCLUSION: Abdominal wound closure technique and SSI prevention strategies vary widely between surgeons. There is little evidence of a risk-stratified approach to wound closure materials or techniques, with most surgeons using the same strategy for all patient scenarios. Harmonization of practice and the limitation of outlying techniques might result in better outcomes for patients and provide a stable platform for the introduction and evaluation of further potential improvements.


Assuntos
Parede Abdominal , Técnicas de Fechamento de Ferimentos Abdominais , Cirurgiões , Triclosan , Humanos , Infecção da Ferida Cirúrgica/prevenção & controle , Triclosan/uso terapêutico , Parede Abdominal/cirurgia , Suturas , Técnicas de Sutura
9.
Dis Colon Rectum ; 66(8): 1056-1066, 2023 08 01.
Artigo em Inglês | MEDLINE | ID: mdl-35275596

RESUMO

BACKGROUND: It is controversial whether extensive resection of right-sided colon cancer confers oncological benefits. OBJECTIVE: The aim of this study was to evaluate short- and long-term outcomes of extended surgical removal of the mesocolon compared to the conventional approach. DESIGN: This was a retrospective population-based study. SETTING: Study is based on a prospectively maintained Danish Colorectal Cancer Group database. MAIN OUTCOME MEASURES: Primary outcome measures included local-regional recurrence in patients who underwent curative resection for right-sided colon cancer and 30-day postoperative complications. Distant metastasis, unplanned intraoperative adverse events, and 30- and 90-day postoperative mortality were also investigated. Patients who had palliative or compromised resection, emergency surgery, or neoadjuvant chemotherapy were excluded. RESULTS: Of the 12,855 patients with resection of right-sided colon cancer retrieved, 1151 underwent extended right hemicolectomy. Patients who had extended right hemicolectomy were younger males with lower ASA scores, were operated on by colorectal surgeons using a laparoscopic approach, and had a significantly higher number of harvested lymph nodes. The rate of local-regional recurrence was 1.1% (136/12,855), with no difference between conventional right hemicolectomy and extended right hemicolectomy (OR, 1.7; 95% CI, 0.63-2.18). Postoperative medical complications were significantly higher in extended right hemicolectomy even after adjusting for age, comorbidity, access to the abdomen, and other covariates (OR, 1.26; 95% CI, 1.01-1.58). No significant difference was noticed between conventional right hemicolectomy and extended right hemicolectomy in the rates of distant metastasis, unplanned intraoperative adverse events, and mortality. LIMITATIONS: Because it is a register-based study, underreporting cannot be excluded. Extended right hemicolectomy, as defined in this study, does not reflect the extent of lymphatic dissection performed during the surgery. CONCLUSIONS: This large population-based register study showed no difference in local-regional recurrence of right-sided colon cancer between conventional and extended right hemicolectomy with mesenteric resection and ligation of the middle colic vessels. Extended resection was associated with higher rates of postoperative complications. See Video Abstract at http://links.lww.com/DCR/B907 . LA RESECCIN AMPLIADA DEL COLON DERECHO NO REDUCE EL RIESGO DE RECURRENCIA LOCALREGIONAL DEL CNCER DE COLON ESTUDIO POBLACIONAL A NIVEL NACIONAL DE LA BASE DE DATOS DEL GRUPO DANS DE CNCER COLORRECTAL: ANTECEDENTES:Es aun un tema controversial si la resección ampliada del cáncer de colon del lado derecho confiere beneficios oncológicos.OBJETIVOS:El objetivo de este estudio fue examinar los resultados a corto y largo plazo de la resección quirúrgica ampliada del mesocolon en comparación con el enfoque convencional.DISEÑO:Este fue un estudio poblacional de tipo retrospectivo basado en una base de datos del Grupo Danés de Cáncer Colorrectal mantenida de manera prospectiva.AJUSTES:La medida de resultado primaria fue la recurrencia local-regional en pacientes sometidos a resección curativa por cáncer de colon del lado derecho y las medidas de resultado secundarias fueron las complicaciones posoperatorias a los 30 días. También fueron investigadas las metástasis a distancia, los eventos adversos intraoperatorios no planificados y la mortalidad posoperatoria a los 30 y 90 días. Se excluyeron los pacientes sometidos a resección paliativa o comprometida, cirugía de urgencia y quimioterapia neoadyuvante.RESULTADOS:De los 12.855 pacientes recuperados y sometidos a resección de cáncer de colon del lado derecho, 1151 fueron sometidos a hemicolectomía derecha ampliada. Los pacientes sometidos a hemicolectomía derecha ampliada fueron varones más jóvenes con puntuaciones ASA más bajas, operados por cirujanos colorrectales, utilizando la vía laparoscópica, y tuvieron un número significativamente mayor de ganglios linfáticos extraídos. La tasa de recidiva local-regional fue del 1,1% (136 / 12.855) sin diferencia entre la hemicolectomía derecha convencional y la hemicolectomía derecha ampliada (OR 1,7 IC 95% 0,63-2,18). Las complicaciones médicas post operatorias fueron significativamente mayores en la hemicolectomía derecha ampliada incluso después del ajuste por edad, comorbilidad, acceso al abdomen y otras covariables (OR 1,26; IC 95% 1,01-1,58). No se observaron diferencias significativas entre la hemicolectomía derecha convencional y la hemicolectomía derecha ampliada con respecto a las tasas de metástasis a distancia, eventos adversos intraoperatorios no planificados y mortalidad.LIMITACIONES:Es un estudio basado en registros, por lo tanto, no se puede excluir la sub notificación. La hemicolectomía derecha ampliada como se define en este estudio no refleja la extensión de la disección linfática realizada durante la cirugía.CONCLUSIONES:Este gran estudio basado en el registro poblacional no mostró diferencias en la recurrencia local-regional del cáncer de colon del lado derecho entre la hemicolectomía derecha convencional y ampliada con resección mesentérica y ligadura de los vasos cólicos medios. La resección ampliada se asoció con tasas más altas de complicaciones posoperatorias. Consulte Video Resumen en http://links.lww.com/DCR/B907 . (Traducción-Dr. Osvaldo Gauto ).


Assuntos
Neoplasias do Colo , Neoplasias Retais , Masculino , Humanos , Estudos Retrospectivos , Recidiva Local de Neoplasia/epidemiologia , Recidiva Local de Neoplasia/patologia , Neoplasias do Colo/cirurgia , Neoplasias do Colo/patologia , Complicações Pós-Operatórias/epidemiologia , Complicações Pós-Operatórias/patologia , Neoplasias Retais/cirurgia , Estadiamento de Neoplasias
10.
J Crohns Colitis ; 17(2): 153-169, 2023 Mar 18.
Artigo em Inglês | MEDLINE | ID: mdl-36055337

RESUMO

BACKGROUND AND AIMS: Despite the advances in medical therapies, a significant proportion of patients with inflammatory bowel diseases [IBD] require surgical intervention. This Topical Review aims to offer expert consensus practice recommendations for peri-operative care to optimize outcomes of IBD patients who undergo surgery. METHODS: A multidisciplinary panel of IBD healthcare providers systematically reviewed aspects relevant to peri-operative care in IBD. Consensus statements were developed using Delphi methodology. RESULTS: A total of 20 current practice positions were developed following systematic review of the current literature covering use of medication in the peri-operative period, nutritional assessment and intervention, physical and psychological rehabilitation and prehabilitation, and immediate postoperative care. CONCLUSION: Peri-operative planning and optimization of the patient are imperative to ensure favourable outcomes and reduced morbidity. This Topical Review provides practice recommendations applicable in the peri-operative period in IBD patients undergoing surgery.


Assuntos
Doenças Inflamatórias Intestinais , Humanos , Doenças Inflamatórias Intestinais/tratamento farmacológico , Doenças Inflamatórias Intestinais/cirurgia , Cuidados Pós-Operatórios
11.
Dan Med J ; 69(6)2022 04 28.
Artigo em Inglês | MEDLINE | ID: mdl-35670421
12.
J Clin Anesth ; 80: 110752, 2022 09.
Artigo em Inglês | MEDLINE | ID: mdl-35405517

RESUMO

STUDY OBJECTIVE: Assess the relationship between the Enhanced Recovery After Surgery (ERAS®) pathway and routine care and 30-day postoperative outcomes. DESIGN: Prospective cohort study. SETTING: European centers (185 hospitals) across 21 countries. PATIENTS: A total of 2841 adult patients undergoing elective colorectal surgery. Each hospital had a 1-month recruitment period between October 2019 and September 2020. INTERVENTIONS: Routine perioperative care. MEASUREMENTS: Twenty-four components of the ERAS pathway were assessed in all patients regardless of whether they were treated in a formal ERAS pathway. A multivariable and multilevel logistic regression model was used to adjust for baseline risk factors, ERAS elements and country-based differences. RESULTS: A total of 1835 patients (65%) received perioperative care at a self-declared ERAS center, 474 (16.7%) developed moderate-to-severe postoperative complications, and 63 patients died (2.2%). There was no difference in the primary outcome between patients who were or were not treated in self-declared ERAS centers (17.1% vs. 16%; OR 1.00; 95%CI, 0.79-1.27; P = 0.986). Hospital stay was shorter among patients treated in self-declared ERAS centers (6 [5-9] vs. 8 [6-10] days; OR 0.82; 95%CI, 0.78-0.87; P < 0.001). Median adherence to 24 ERAS elements was 57% [48%-65%]. Adherence to ERAS-pathway quartiles (≥65% vs. <48%) suggested that patients with the highest adherence rates experienced a lower risk of moderate-to-severe complications (15.9% vs. 17.8%; OR 0.71; 95%CI, 0.53-0.96; P = 0.027), lower risk of death (0.3% vs. 2.9%; OR 0.10; 95%CI, 0.02-0.42; P = 0.002) and shorter hospital stay (6 [4-8] vs. 7 [5-10] days; OR 0.74; 95%CI, 0.69-0.79; P < 0.001). CONCLUSIONS: Treatment in a self-declared ERAS center does not improve outcome after colorectal surgery. Increased adherence to the ERAS pathway is associated with a significant reduction in overall postoperative complications, lower risk of moderate-to-severe complications, shorter length of hospital stay and lower 30-day mortality.


Assuntos
Cirurgia Colorretal , Recuperação Pós-Cirúrgica Melhorada , Adulto , Cirurgia Colorretal/efeitos adversos , Procedimentos Cirúrgicos Eletivos/efeitos adversos , Humanos , Tempo de Internação , Estudos Observacionais como Assunto , Assistência Perioperatória/métodos , Complicações Pós-Operatórias/epidemiologia , Complicações Pós-Operatórias/etiologia , Estudos Prospectivos
13.
JMIR Med Inform ; 10(4): e35734, 2022 Apr 07.
Artigo em Inglês | MEDLINE | ID: mdl-35389366

RESUMO

BACKGROUND: A regular task by developers and users of synthetic data generation (SDG) methods is to evaluate and compare the utility of these methods. Multiple utility metrics have been proposed and used to evaluate synthetic data. However, they have not been validated in general or for comparing SDG methods. OBJECTIVE: This study evaluates the ability of common utility metrics to rank SDG methods according to performance on a specific analytic workload. The workload of interest is the use of synthetic data for logistic regression prediction models, which is a very frequent workload in health research. METHODS: We evaluated 6 utility metrics on 30 different health data sets and 3 different SDG methods (a Bayesian network, a Generative Adversarial Network, and sequential tree synthesis). These metrics were computed by averaging across 20 synthetic data sets from the same generative model. The metrics were then tested on their ability to rank the SDG methods based on prediction performance. Prediction performance was defined as the difference between each of the area under the receiver operating characteristic curve and area under the precision-recall curve values on synthetic data logistic regression prediction models versus real data models. RESULTS: The utility metric best able to rank SDG methods was the multivariate Hellinger distance based on a Gaussian copula representation of real and synthetic joint distributions. CONCLUSIONS: This study has validated a generative model utility metric, the multivariate Hellinger distance, which can be used to reliably rank competing SDG methods on the same data set. The Hellinger distance metric can be used to evaluate and compare alternate SDG methods.

14.
Crohns Colitis 360 ; 4(4): otac047, 2022 Oct.
Artigo em Inglês | MEDLINE | ID: mdl-36778516

RESUMO

Background: The aim of this study was to compare the inflammatory response (IR) to surgery between patients with Crohn's disease (CD) and patients with ulcerative colitis (UC). Methods: This study is a secondary analysis of data collected in a previous study by the authors. We included all adult patients who underwent elective surgery for CD and UC. The primary outcome variable was the difference in postoperative IR as measured by interleukin 6 (IL-6), interleukin 10 (IL-10), C-reactive protein (CRP), and the count of white blood cells (WBCs) in peripheral blood. Two-way repeated-measures analysis of variance with a mixed effect (disease type as the between-patient factor, and time as the within patient factor). Results: We included 46 patients in this pilot study. Median age was 42.5 years (IQR 30.5-42.2), 25/46 were females (54.3%). Patients with CD had a more marked IR to surgery compared with those with UC as shown by significant differences in levels of IL-6, IL-10, and CRP. Patients with CD were more often treated with postoperative epidural analgesia 17 (53.1%) versus 1 (7.1%), P = .009. Patients with colonic CD had a more intense IR to surgery than patients with UC after the same surgical resection. This significant trend continued when patients who underwent small bowel resection compared with those with colectomy. The changes in inflammatory markers and WBC counts from baseline to peak value were also higher in patients with CD indicating a more severe IR. However, there was a similar response in patients undergoing laparoscopic compared with open approaches. Conclusions: The postoperative IR was greater in patients with CD than those with UC. This is important to tackle in preoperative optimization as well as postoperative recovery protocols.

15.
Front Bioinform ; 2: 984807, 2022.
Artigo em Inglês | MEDLINE | ID: mdl-36619476

RESUMO

Introduction: With many anonymization algorithms developed for structured medical health data (SMHD) in the last decade, our systematic review provides a comprehensive bird's eye view of algorithms for SMHD anonymization. Methods: This systematic review was conducted according to the recommendations in the Cochrane Handbook for Reviews of Interventions and reported according to the Preferred Reporting Items for Systematic Reviews and Meta-Analyses (PRISMA). Eligible articles from the PubMed, ACM digital library, Medline, IEEE, Embase, Web of Science Collection, Scopus, ProQuest Dissertation, and Theses Global databases were identified through systematic searches. The following parameters were extracted from the eligible studies: author, year of publication, sample size, and relevant algorithms and/or software applied to anonymize SMHD, along with the summary of outcomes. Results: Among 1,804 initial hits, the present study considered 63 records including research articles, reviews, and books. Seventy five evaluated the anonymization of demographic data, 18 assessed diagnosis codes, and 3 assessed genomic data. One of the most common approaches was k-anonymity, which was utilized mainly for demographic data, often in combination with another algorithm; e.g., l-diversity. No approaches have yet been developed for protection against membership disclosure attacks on diagnosis codes. Conclusion: This study reviewed and categorized different anonymization approaches for MHD according to the anonymized data types (demographics, diagnosis codes, and genomic data). Further research is needed to develop more efficient algorithms for the anonymization of diagnosis codes and genomic data. The risk of reidentification can be minimized with adequate application of the addressed anonymization approaches. Systematic Review Registration: [http://www.crd.york.ac.uk/prospero], identifier [CRD42021228200].

17.
Surgery ; 170(3): 748-755, 2021 09.
Artigo em Inglês | MEDLINE | ID: mdl-34112518

RESUMO

BACKGROUND: Surgery is rapidly changing in terms of techniques, education, and methods of conducting research. To keep up with this pace, surgeons have recently focused on collaborative research projects. The aim of this review was to investigate practices for collaborations in surgical research. METHODS: A scoping review was conducted according to the guidelines proposed by Peters et al. Publications on patterns of collaboration in surgical research between January 2000 and December 2020, irrespective of the study design or language of publication, which were indexed in PubMed, the Cochrane Library, and Google Scholar, were included. A research librarian assisted in choosing the search terms and conducting the search. The very broad nature of the subject necessitated a pragmatic search strategy, with primary focus on reviews about collaboration. A new form of crowd science was used that explored collaborations using social media and online shared documents. RESULTS: The search identified 38 studies that covered different aspects of collaboration in surgical research. Global, specialist, trainee-/student-led, and patient-led collaboratives are growing in number and size. Implementation of information technologies in surgical collaboration is still limited. The review identified attempts to include researchers from low- and middle-income countries in these collaborations, but these were at the early stages. CONCLUSION: There are many patterns of collaboration in surgical research. Involvement of low- and middle-income countries will lead to capacity building in these countries, fast recruitment for surgical trials, and more generalizability of trial results. Due to the complex nature of surgical research, implementation of information technologies might improve the quality of research.


Assuntos
Pesquisa Biomédica/organização & administração , Educação Médica/organização & administração , Cirurgia Geral/educação , Práticas Interdisciplinares/organização & administração , Mídias Sociais , Escolaridade , Humanos
18.
Surg Innov ; 28(5): 560-566, 2021 Oct.
Artigo em Inglês | MEDLINE | ID: mdl-33710930

RESUMO

Purpose. The primary aim of the study was to review the existing literature about patient-reported outcome measures (PROMs) in colorectal cancer and IBD. The secondary aim was to present a road map to develop a core outcome set via opinion gathering using social media. Method. This study is the first step of a three-step project aimed at constructing simple, applicable PROMs in colorectal surgery. This article was written in a collaborative manner with authors invited both through Twitter via the #OpenSourceResearch hashtag. The 5 most used PROMs were presented and discussed as slides/images on Twitter. Inputs from a wide spectrum of participants including researchers, surgeons, physicians, nurses, patients, and patients' organizations were collected and analyzed. The final draft was emailed to all contributors and 6 patients' representatives for proofreading and approval. Results. Five PROM sets were identified and discussed: EORTC QLQ-CR29, IBDQ short health questionnaire, EORTC QLQ-C30, ED-Q5-5L, and Short Form-36. There were 315 tweets posted by 50 tweeters with 1458 retweets. Awareness about PROMs was generally limited. The general psycho-physical well-being score (GPP) was suggested and discussed, and then a survey was conducted in which more than 2/3 of voters agreed that GPP covers the most important aspects in PROMs. Conclusion. Despite the limitations of this exploratory study, it offered a new method to conduct clinical research with opportunity to engage patients. The general psycho-physical well-being score suggested as simple, applicable PROMs to be eventually combined procedure-specific, disease-specific, or symptom-specific PROMs if needed.


Assuntos
Cirurgia Colorretal , Humanos , Medidas de Resultados Relatados pelo Paciente , Qualidade de Vida , Inquéritos e Questionários
19.
Int J Colorectal Dis ; 36(2): 253-263, 2021 Feb.
Artigo em Inglês | MEDLINE | ID: mdl-33048241

RESUMO

PURPOSE: The study examined whether urgency of surgical intervention affects postoperative outcomes in patients with Crohn's disease (CD) undergoing bowel resection. METHOD: The review was conducted according to a predefined, published study protocol in Prospero which is an international database of prospectively registered systematic reviews in health. The study reported according to PRIMSMA guidelines. We searched Embase and Pubmed for articles reporting postoperative outcome after urgent and elective surgery in patients with CD undergoing bowel resection. Primary outcome variable was 30-day overall postoperative complications while secondary outcome variables were intraabdominal septic complications (IASCs), mortality, reoperation, and readmission. Assessment of bias was performed using Newcastle-Ottawa score. Two authors independently extracted data on each study, patients, and outcome measures. RESULTS: The search identified 22 studies in which 955 patients underwent urgent surgeries while 6518 patients underwent elective surgeries. Based on the quality assessment, 19 studies were classified as having high risk of bias, one study as having a medium risk of bias and 2 studies as having low risk of bias (≥ 8 stars). Random-effect metaanalysis showed urgent surgery was associated with ~ 40% increase in overall complications compared to elective surgery (RR = 1.43, 95% CI [1.09; 1.87], p = 0.010). IASCs also increased in patients who had urgent surgery (RR = 1.44, 95% CI [1.08; 1.92], p = 0.013). No significant difference was shown in mortality and readmission rates. CONCLUSION: Urgent bowel resection in patients with CD is associated with higher risk of overall postoperative complications and IASCs.


Assuntos
Doença de Crohn , Procedimentos Cirúrgicos do Sistema Digestório , Doença de Crohn/cirurgia , Procedimentos Cirúrgicos do Sistema Digestório/efeitos adversos , Procedimentos Cirúrgicos Eletivos/efeitos adversos , Humanos , Complicações Pós-Operatórias/etiologia , Período Pós-Operatório
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