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1.
Surgery ; 176(4): 1171-1178, 2024 Oct.
Artículo en Inglés | MEDLINE | ID: mdl-39048330

RESUMEN

BACKGROUND: Postoperative computed tomography imaging has been shown to play an important role in avoiding failure-to-rescue. We sought to examine the impact of the timing of such imaging studies on outcomes after pancreatectomy. METHODS: Patients who underwent pancreatic resection at our institution from 2017 to 2022 were reviewed retrospectively to identify those undergoing computed tomography for any indication before discharge. Patients were subdivided by the postoperative day that the first computed tomography scan was obtained: immediate (postoperative day <3), early (postoperative day 3-7), and delayed (postoperative day >7). RESULTS: Of 370 patients, 110 (30%) had a computed tomography during the initial surgical stay. The 3 timing groups were similar in age, comorbidities, pathology, operative time, and number of scans. When comparing the early with the delayed group, we found that antibiotic usage, percutaneous drainage, and overall invasive interventions during surgical stay were all similar. However, those patients who were scanned in the early period had significantly shorter length of stay (17.05 vs 22.82, P = .0008) and fewer composite days hospitalized (20.1 vs 24.9, P = .01) relative to the delayed group. Importantly, early computed tomography imaging was found to be the only independent predictor of a postoperative length of stay ≤15 days on multivariate analysis. Surgical stay mortality rates were significantly lower in the early compared with delayed group (0% vs 11%, P = .02). A change in treatment was observed in 59% after computed tomography, with 15% undergoing invasive interventions, 27% treated medically, and 16% with expectant management. CONCLUSION: In our cohort, patients imaged early after pancreatectomy experienced shorter hospital stays and lower inpatient mortality relative to those scanned after the first postoperative week.


Asunto(s)
Tiempo de Internación , Pancreatectomía , Tomografía Computarizada por Rayos X , Humanos , Pancreatectomía/efectos adversos , Masculino , Femenino , Estudios Retrospectivos , Persona de Mediana Edad , Tomografía Computarizada por Rayos X/estadística & datos numéricos , Anciano , Tiempo de Internación/estadística & datos numéricos , Complicaciones Posoperatorias/epidemiología , Complicaciones Posoperatorias/diagnóstico por imagen , Complicaciones Posoperatorias/etiología , Periodo Posoperatorio , Factores de Tiempo , Neoplasias Pancreáticas/cirugía , Neoplasias Pancreáticas/diagnóstico por imagen , Neoplasias Pancreáticas/mortalidad , Adulto , Selección de Paciente
2.
Am J Surg ; 2024 May 18.
Artículo en Inglés | MEDLINE | ID: mdl-38782685

RESUMEN

BACKGROUND: In the recent PORSCH trial, a three-part postpancreatectomy care algorithm was employed with a near 50 â€‹% reduction in mortality. We hypothesized that clinical care congruent with this protocol would correlate with better outcomes in our patients. METHODS: Real-world postoperative care was compared to the pathway described by the PORSCH trial and patients were assigned into groups based on congruence with its recommendations. The primary composite outcome (PCO) consisted of 90-day mortality, organ failure, and interventions for bleeding. RESULTS: Of 289 patients, care of 12 â€‹% was entirely congruent with the PORSCH algorithm. The PCO was recorded in 9 â€‹% of the PORSCH care group, 8 â€‹% of the Partial-PORSCH care group, and 19 â€‹% of the Non-PORSCH care group (p â€‹= â€‹0.044). Adverse outcomes were highest when pancreaticoduodenectomy patients received care incongruent with the algorithm's CT imaging recommendations. CONCLUSIONS: These results add external validity to the principles of clinical care underlying the PORSCH algorithm.

3.
J Gastrointest Surg ; 28(2): 158-163, 2024 Feb.
Artículo en Inglés | MEDLINE | ID: mdl-38445937

RESUMEN

Given the exponentially aging population and rising life expectancy in the United States, surgeons are facing a challenging frail population who may require surgery but may not qualify based on their general fitness. There is an urgent need for greater awareness of the importance of frailty measurement and the implementation of universal assessment of frail patients into clinical practice. Pairing risk stratification with stringent protocols for prehabilitation and minimally invasive surgery and appropriate enhanced recovery protocols could optimize and condition frail patients before, during, and immediately after surgery to mitigate postoperative complications and consequences on patient function and quality of life. In this paper, highlights from the 2022 Society for Surgery of the Alimentary Tract State-of-the-Art Session on frailty in surgery are presented. This work aims to improve the understanding of the impact of frailty on patients and the methods used to augment the outcomes for frail patients during their surgical experience.


Asunto(s)
Fragilidad , Cirujanos , Humanos , Anciano , Fragilidad/complicaciones , Calidad de Vida , Tracto Gastrointestinal , Complicaciones Posoperatorias/etiología
4.
Am J Surg ; 233: 125-131, 2024 Jul.
Artículo en Inglés | MEDLINE | ID: mdl-38492993

RESUMEN

BACKGROUND: Pancreatic Neuroendocrine Tumors (PNETs) are indolent malignancies that often have a prolonged clinical course. This study assesses disparities in outcomes between PNET patients who live in urban (UA) and rural areas (RA). METHODS: A retrospective cohort study was performed using the US Neuroendocrine Tumor Study Group database. PNET patients with a home zip code recorded were included and categorized as RA or UA according to the Federal Office of Rural Health Policy. Overall survival (OS) was analyzed by Kaplan-Meier method, log-rank test, and logistical regression. RESULTS: Of the 1176 PNET patients in the database, 1126 (96%) had zip code recorded. While 837 (74%) lived in UA, 289 (26%) lived in RA. RA patients had significantly shorter median OS following primary PNET resection (122 vs 149 months, p â€‹= â€‹0.01). After controlling for income, local healthcare access, distance from treatment center, ASA class, BMI, and T/N/M stage, living in a RA remained significantly associated with worse OS (HR 1.60, 95%CI 1.08-2.39, p â€‹= â€‹0.02). CONCLUSION: Rural patients have significantly shorter OS following PNET resection compared to their urban counterparts.


Asunto(s)
Tumores Neuroendocrinos , Neoplasias Pancreáticas , Población Rural , Población Urbana , Humanos , Neoplasias Pancreáticas/mortalidad , Neoplasias Pancreáticas/cirugía , Neoplasias Pancreáticas/patología , Femenino , Masculino , Estudios Retrospectivos , Tumores Neuroendocrinos/mortalidad , Tumores Neuroendocrinos/cirugía , Persona de Mediana Edad , Estados Unidos/epidemiología , Anciano , Población Rural/estadística & datos numéricos , Población Urbana/estadística & datos numéricos , Adulto , Disparidades en Atención de Salud/estadística & datos numéricos , Tasa de Supervivencia , Estimación de Kaplan-Meier
5.
J Gastrointest Surg ; 28(1): 77-87, 2024 Jan.
Artículo en Inglés | MEDLINE | ID: mdl-38353080

RESUMEN

BACKGROUND: The approach to patients with choledochal cysts (CCs) remains varied and subject to institutional practices. Owing to the rarity of the disease, the optimal treatment remains poorly defined, particularly in the adult population. This study aimed to review the literature on adult patients with CCs to evaluate trends of diagnosis and management in Western countries. METHODS: A literature search of 3 electronic databases was performed on adult patients diagnosed with CCs in Western institutions. A review of published literature was completed with comprehensive screening by 2 independent reviewers. Studies were analyzed, and data on surgical approach, malignancies, and follow-up were collected. Findings are presented in concordance with the Preferred Reporting Items for Systematic Reviews and Meta-analyses (PRISMA) guidelines. RESULTS: Of the 3488 articles retrieved, 21 studies evaluated Western adults with CCs for a combined population of 1337 patients. The most common Todani subtypes included types I (64%) and IV (22%). Symptoms at presentation included abdominal pain and jaundice, although many were asymptomatic. Ultrasound was used most frequently for diagnosis, followed by computed tomography and endoscopic cholangiopancreatography. The combined malignancy rate was 10.9%, with cholangiocarcinoma being the most prevalent. Complete extrahepatic cyst resection was standard for type I and IV CCs. Among malignancies, 18.5% and 16.4% were observed in patients with prior resection and internal drainage, respectively. CONCLUSIONS: A significant proportion of patients who undergo resection of CC disease harbor malignancy. Cancer risk seems reduced but not eliminated with complete resection, which remains the standard treatment. Additional studies are needed to standardize guidelines for the diagnosis and postoperative care of patients in Western countries.


Asunto(s)
Neoplasias de los Conductos Biliares , Quiste del Colédoco , Humanos , Quiste del Colédoco/cirugía , Quiste del Colédoco/diagnóstico , Quiste del Colédoco/diagnóstico por imagen , Neoplasias de los Conductos Biliares/diagnóstico , Neoplasias de los Conductos Biliares/cirugía , Neoplasias de los Conductos Biliares/epidemiología , Adulto , Colangiocarcinoma/diagnóstico , Colangiocarcinoma/epidemiología , Colangiocarcinoma/cirugía , Dolor Abdominal/etiología , Tomografía Computarizada por Rayos X , Ictericia/etiología , Conductos Biliares Intrahepáticos/diagnóstico por imagen , Colangiopancreatografia Retrógrada Endoscópica/estadística & datos numéricos , Ultrasonografía
6.
J Gastrointest Cancer ; 55(2): 852-861, 2024 Jun.
Artículo en Inglés | MEDLINE | ID: mdl-38347342

RESUMEN

BACKGROUND: The role of neoadjuvant stereotactic body radiation therapy (SBRT) in the treatment of pancreatic adenocarcinoma (PDAC) is controversial and the optimal target volumes and dose-fractionation are unclear. The aim of this study is to report on treatment outcomes and patterns of failure of patients with borderline resectable (BL) or locally advanced (LA) pancreatic cancer following preoperative chemotherapy and SBRT. METHODS: We conducted a single-institution, retrospective study of patients with BL or LA PDAC. Patients received neoadjuvant chemotherapy and SBRT was prescribed to 30 Gy over 5 fractions to the pancreas planning tumor volume (PTV). A subset of patients received a simultaneous integrated boost to the high risk vascular PTV and/or elective nodal irradiation (ENI). Following neoadjuvant chemoradiation, all patients underwent subsequent resection. Overall survival (OS), progression-free survival (PFS), locoregional recurrence-free survival (LRRFS), distant metastasis-free survival (DMPFS), and locoregional control (LRC) estimates were obtained using Kaplan-Meier analysis. RESULTS: Twenty-two patients with BL (18) or LA (4) PDAC were treated with neoadjuvant chemotherapy and SBRT followed by resection from 2011-2022. Following neoadjuvant treatment, 5 patients (23%) achieved a pathologic complete response (pCR) and 16 patients (73%) had R0 resection. At 24 months, there were no isolated locoregional recurrences (LRRs), 9 isolated distant recurrences (DRs), and 5 combined LRRs and DRs. Two LRRs were in-field, 2 LRRs were marginal, and 1 LRR was both in-field and marginal. 2-year median LRC, LRRFS, DMPFS, PFS, and OS were 77.3%, 45.5%, 31.8%, 31.8%, and 59.1%, respectively. For BL and LA cancers, 2-year LRC, DMPFS, and OS were 83% vs. 75%, (p = 0.423), 39% vs. 0% (p = 0.006), and 61% vs. 50% (p = 0.202), respectively. ENI was associated with improved LRC (p = 0.032) and LRRFS (p = 0.033). Borderline resectability (p = 0.018) and lower tumor grade (p = 0.027) were associated with improved DMPFS. CONCLUSIONS: Following preoperative chemotherapy and SBRT, locoregional failure outside of the target volume occurred in 3 of 5 recurrences; ENI was associated with improved LRC and LRRFS. Further studies are necessary to define the optimal techniques for preoperative radiation therapy.


Asunto(s)
Terapia Neoadyuvante , Neoplasias Pancreáticas , Radiocirugia , Humanos , Neoplasias Pancreáticas/terapia , Neoplasias Pancreáticas/patología , Neoplasias Pancreáticas/mortalidad , Radiocirugia/métodos , Masculino , Femenino , Anciano , Estudios Retrospectivos , Persona de Mediana Edad , Terapia Neoadyuvante/métodos , Anciano de 80 o más Años , Insuficiencia del Tratamiento , Pancreatectomía , Recurrencia Local de Neoplasia/patología , Adulto , Adenocarcinoma/terapia , Adenocarcinoma/patología , Adenocarcinoma/mortalidad
7.
Int J Radiat Oncol Biol Phys ; 118(2): 362-367, 2024 Feb 01.
Artículo en Inglés | MEDLINE | ID: mdl-37717786

RESUMEN

PURPOSE: Despite improvement in systemic therapy, patients with pancreatic ductal adenocarcinoma (PDAC) frequently experience local recurrence. We sought to determine the safety of hypofractionated proton beam radiation therapy (PBT) during adjuvant chemotherapy. METHODS AND MATERIALS: Nine patients were enrolled in a single-institution phase 1 trial (NCT03885284) between 2019 and 2022. Patients had PDAC of the pancreatic head and underwent R0 or R1 resection and adjuvant modified FOLFIRINOX (mFFX) chemotherapy. The primary endpoint was to determine the dosing schedule of adjuvant PBT (5 Gy × 5 fractions) using limited treatment volumes given between cycles 6 and 7 of mFFX. Patients received PBT on days 15 to 19 in a 28-day cycle before starting cycle 7 (dose level 1, DL1) or on days 8 to 12 in a 21-day cycle before starting cycle 7 (DL2). RESULTS: The median patient age was 66 years (range, 52-78), and the follow-up time from mFFX initiation was 12.5 months (range, 6.2-37.4 months). No patients received preoperative therapy. Four had R1 resections and 5 had node-positive disease. Three patients were enrolled on DL1 and 6 patients on DL2. One dose-limiting toxicity (DLT) occurred at DL2 (prolonged grade 3 neutropenia resulting in discontinuation of mFFX after cycle 7). No other DLTs were observed. Four patients completed 12 cycles of mFFX (range, 7-12; median, 11). No patients have had local recurrence. Five of 9 patients had recurrence: 3 in the liver, 1 in the peritoneum, and 1 in the bone. Six patients are still alive, 4 of whom are recurrence-free. The median time to recurrence was 12 months (95% CI, 4 to not reached [NR]), and median overall survival was NR (95% CI, 6 to NR; 2-year survival rate, 57%). CONCLUSIONS: PBT integrated within adjuvant mFFX was well tolerated, and no local recurrence was observed. These findings warrant further exploration in a phase 2 trial.


Asunto(s)
Carcinoma Ductal Pancreático , Neutropenia , Neoplasias Pancreáticas , Terapia de Protones , Humanos , Persona de Mediana Edad , Anciano , Protones , Terapia de Protones/efectos adversos , Terapia de Protones/métodos , Protocolos de Quimioterapia Combinada Antineoplásica , Neutropenia/etiología , Carcinoma Ductal Pancreático/radioterapia , Adyuvantes Inmunológicos
9.
Surg Oncol Clin N Am ; 33(1): 111-132, 2024 01.
Artículo en Inglés | MEDLINE | ID: mdl-37945137

RESUMEN

The adoption of minimally invasive techniques for hepatocellular resection has progressively increased in North America. Cumulative evidence has demonstrated improved surgical outcomes in patients who undergo minimally invasive hepatectomy. In this review, the authors' approach and methodology to minimally invasive robotic liver resection for hepatocellular carcinoma is discussed.


Asunto(s)
Carcinoma Hepatocelular , Neoplasias Hepáticas , Procedimientos Quirúrgicos Robotizados , Robótica , Humanos , Carcinoma Hepatocelular/cirugía , Carcinoma Hepatocelular/patología , Neoplasias Hepáticas/cirugía , Neoplasias Hepáticas/patología , Procedimientos Quirúrgicos Robotizados/métodos , Tempo Operativo
10.
J Gastrointest Surg ; 27(12): 2876-2884, 2023 Dec.
Artículo en Inglés | MEDLINE | ID: mdl-37973766

RESUMEN

INTRODUCTION: Video-based surgical coaching is gaining traction within the surgical community. It has an increasing adoption rate and growing recognition of its utility, especially an advanced continuous professional growth tool, for continued educational purposes. This method offers instructional flexibility in real-time remote settings and asynchronous feedback scenarios. In our first paper, we delineated fundamental principles for video-based coaching, emphasizing the customization of feedback to suit individual surgeon's needs. METHOD: In this second part of the series, we review into practical applications of video-based coaching, focusing on quality improvements in a team-based setting, such as the trauma bay. Additionally, we address the potential risks associated with surgical video recording, storage, and distribution, particularly regarding medicolegal aspects. We propose a comprehensive framework to facilitate the implementation of video coaching within individual healthcare institutions. RESULTS: Our paper examines the legal and ethical framework and explores the potential benefits and challenges, offering insights into the real-world implications of this educational approach. CONCLUSION: This paper contributes to the discourse on integrating video-based coaching into continuous professional development. It aims to facilitate informed decision-making in healthcare institutions, considering the adoption of this innovative educational quality tool.


Asunto(s)
Internado y Residencia , Tutoría , Humanos , Calidad de la Atención de Salud , Competencia Clínica , Atención a la Salud
11.
Clin Adv Hematol Oncol ; 21(11): 584-591, 2023 Nov.
Artículo en Inglés | MEDLINE | ID: mdl-37948594

RESUMEN

The staging of intrahepatic cholangiocarcinoma (ICC) is complex, and there is no consensus among international cancer groups on how to most appropriately select candidates with nonmetastatic disease for surgical resection. Factors contributing to a higher stage of disease include larger tumor size, multiple tumors, vascular invasion (either portal venous or arterial), biliary invasion, involvement of local hepatic structures, serosal invasion, and regional lymph node metastases. For patients selected to undergo surgery, it is well-documented that R0 resection translates to a survival benefit. Estimating the risk of post-hepatectomy liver failure and post-surgical residual liver function is vital and may preclude some patients with significant tumor burden from undergoing surgery. Numerous serum and biliary biomarkers of the disease can help detect recurrence in patients undergoing surgical resection. Systemic and locoregional neoadjuvant treatments to facilitate better surgical outcomes have yielded mixed results regarding improving resectability and overall survival. Additional research is needed to identify optimal neoadjuvant treatment approaches and to evaluate which patients will benefit most from these strategies. Therapies targeting genetic mutations and protein aberrations found by tumor molecular profiling may offer additional options for future neoadjuvant treatment.


Asunto(s)
Neoplasias de los Conductos Biliares , Colangiocarcinoma , Humanos , Terapia Neoadyuvante , Conductos Biliares Intrahepáticos/patología , Conductos Biliares Intrahepáticos/cirugía , Resultado del Tratamiento , Neoplasias de los Conductos Biliares/cirugía , Colangiocarcinoma/cirugía , Estudios Retrospectivos
12.
Int J Surg ; 109(10): 2906-2913, 2023 Oct 01.
Artículo en Inglés | MEDLINE | ID: mdl-37300881

RESUMEN

BACKGROUND: Adjuvant therapy prolongs survival in patients with pancreatic ductal adenocarcinoma. However, no clear guidelines are available regarding the oncologic effects of adjuvant therapy (AT) in resected invasive intraductal papillary mucinous neoplasms (IPMN). The aim was to investigate the potential role of AT in patients with resected invasive IPMN. MATERIALS AND METHODS: From 2001 to 2020, 332 patients with invasive pancreatic IPMN were retrospectively reviewed in 15 centres in eight countries. Propensity score-matched and stage-matched survival analyses were conducted. RESULTS: A total of 289 patients were enroled in the study after exclusion (neoadjuvant therapy, unresectable disease, uncertain AT status, and stage IV). A total of 170 patients were enroled in a 1:1 propensity score-matched analysis according to the covariates. In the overall cohort, disease-free survival was significantly better in the surgery alone group than in the AT group ( P =0.003), but overall survival (OS) was not ( P =0.579). There were no significant differences in OS in the stage-matched analysis between the surgery alone and AT groups (stage I, P =0.402; stage II, P =0.179). AT did not show a survival benefit in the subgroup analysis according to nodal metastasis (N0, P =0.481; N+, P =0.705). In multivariate analysis, node metastasis (hazard ratio, 4.083; 95% CI, 2.408-6.772, P <0.001), and cancer antigen 19-9 greater than or equal to 100 (hazard ratio, 2.058; 95% CI, 1.247-3.395, P =0.005) were identified as adverse prognostic factors in resected invasive IPMN. CONCLUSION: The current AT strategy may not be recommended to be performed with resected invasive IPMN in stage I and II groups, unlike pancreatic ductal adenocarcinoma. Further investigations of the potential role of AT in invasive IPMN are recommended.


Asunto(s)
Adenocarcinoma Mucinoso , Carcinoma Ductal Pancreático , Neoplasias Intraductales Pancreáticas , Neoplasias Pancreáticas , Humanos , Neoplasias Intraductales Pancreáticas/cirugía , Estudios Retrospectivos , Adenocarcinoma Mucinoso/cirugía , Neoplasias Pancreáticas/cirugía , Carcinoma Ductal Pancreático/cirugía , Invasividad Neoplásica/patología , Neoplasias Pancreáticas
14.
Eur Radiol ; 33(1): 535-544, 2023 Jan.
Artículo en Inglés | MEDLINE | ID: mdl-35864349

RESUMEN

OBJECTIVE: Liver lesion characterization is limited by the lack of an established gold standard for precise correlation of radiologic characteristics with their histologic features. The objective of this study was to demonstrate the feasibility of using an ex vivo MRI-compatible sectioning device for radiologic-pathologic co-localization of lesions in resected liver specimens. METHODS: In this prospective feasibility study, adults undergoing curative partial hepatectomy from February 2018 to January 2019 were enrolled. Gadoxetic acid was administered intraoperatively prior to hepatic vascular inflow ligation. Liver specimens were stabilized in an MRI-compatible acrylic lesion localization device (27 × 14 × 14 cm3) featuring slicing channels and a silicone gel 3D matrix. High-resolution 3D T1-weighted fast spoiled gradient echo and 3D T2-weighted fast-spin-echo images were acquired using a single channel quadrature head coil. Radiologic lesion coordinates guided pathologic sectioning. A final histopathologic diagnosis was prepared for all lesions. The proportion of successfully co-localized lesions was determined. RESULTS: A total of 57 lesions were identified radiologically and sectioned in liver specimens from 10 participants with liver metastases (n = 8), primary biliary mucinous cystic neoplasm (n = 1), and hepatic adenomatosis (n = 1). Of these, 38 lesions (67%) were < 1 cm. Overall, 52/57 (91%) of radiologically identified lesions were identified pathologically using the device. Of these, 5 lesions (10%) were not initially identified on gross examination but were confirmed histologically using MRI-guided localization. One lesion was identified grossly but not on MRI. CONCLUSIONS: We successfully demonstrated the feasibility of a clinical method for image-guided co-localization and histological characterization of liver lesions using an ex vivo MRI-compatible sectioning device. KEY POINTS: • The ex vivo MRI-compatible sectioning device provides a reliable method for radiologic-pathologic correlation of small (< 1 cm) liver lesions in human liver specimens. • The sectioning method can be feasibly implemented within a clinical practice setting and used in future efforts to study liver lesion characterization. • Intraoperative administration of gadoxetic acid results in enhancement in ex vivo MRI images of liver specimens hours later with excellent image quality.


Asunto(s)
Quistes , Neoplasias Hepáticas , Adulto , Humanos , Medios de Contraste/farmacología , Estudios Prospectivos , Gadolinio DTPA , Hígado/diagnóstico por imagen , Hígado/cirugía , Hígado/patología , Neoplasias Hepáticas/diagnóstico por imagen , Neoplasias Hepáticas/cirugía , Imagen por Resonancia Magnética/métodos , Quistes/patología
18.
HPB (Oxford) ; 24(5): 575-585, 2022 05.
Artículo en Inglés | MEDLINE | ID: mdl-35063354

RESUMEN

BACKGROUND: Major abdominal surgery and malignancy lead to a hypercoagulable state, with a risk of venous thromboembolism (VTE) of approximately 3% after pancreatic surgery. No guidelines exist to assist surgeons in managing VTE prophylaxis or anticoagulation in patients undergoing elective pancreatic surgery for malignancy or premalignant lesions. A systematic review specific to VTE prophylaxis and anticoagulation after resectional pancreatic surgery is herein provided. METHODS: Six topic areas are reviewed: pre- and perioperative VTE prophylaxis, early postoperative VTE prophylaxis, extended outpatient VTE prophylaxis, management of chronic anticoagulation, anti-coagulation after vascular reconstruction, and treatment of VTE. A Medline and PubMED search was completed with systematic medical literature review for each topic. Level of evidence was graded and strength of recommendation ranked according to the GRADE (Grades of Recommendation Assessment, Development and Evaluation) system for practice guidelines. RESULTS: Levels of evidence and strength of recommendations are presented. DISCUSSION: While strong data exist to guide management of chronic anticoagulation and treatment of VTE, data for anticoagulation after reconstruction is inconclusive and support for perioperative chemoprophylaxis with pancreatic surgery is similarly limited. The risk of post-pancreatectomy hemorrhage often exceeds that of thrombosis. The role of universal chemoprophylaxis must therefore be examined critically, particularly in the preoperative setting.


Asunto(s)
Neoplasias , Tromboembolia Venosa , Anticoagulantes/efectos adversos , Coagulación Sanguínea , Hemorragia , Humanos , Neoplasias/tratamiento farmacológico , Factores de Riesgo , Tromboembolia Venosa/diagnóstico , Tromboembolia Venosa/etiología , Tromboembolia Venosa/prevención & control
20.
Abdom Radiol (NY) ; 47(1): 221-231, 2022 01.
Artículo en Inglés | MEDLINE | ID: mdl-34636933

RESUMEN

PURPOSE: Current diagnostic and treatment modalities for pancreatic cysts (PCs) are invasive and are associated with patient morbidity. The purpose of this study is to develop and evaluate machine learning algorithms to delineate mucinous from non-mucinous PCs using non-invasive CT-based radiomics. METHODS: A retrospective, single-institution analysis of patients with non-pseudocystic PCs, contrast-enhanced computed tomography scans within 1 year of resection, and available surgical pathology were included. A quantitative imaging software platform was used to extract radiomics. An extreme gradient boosting (XGBoost) machine learning algorithm was used to create mucinous classifiers using texture features only, or radiomic/radiologic and clinical combined models. Classifiers were compared using performance scoring metrics. Shapely additive explanation (SHAP) analyses were conducted to identify variables most important in model construction. RESULTS: Overall, 99 patients and 103 PCs were included in the analyses. Eighty (78%) patients had mucinous PCs on surgical pathology. Using multiple fivefold cross validations, the texture features only and combined XGBoost mucinous classifiers demonstrated an area under the curve of 0.72 ± 0.14 and 0.73 ± 0.14, respectively. By SHAP analysis, root mean square, mean attenuation, and kurtosis were the most predictive features in the texture features only model. Root mean square, cyst location, and mean attenuation were the most predictive features in the combined model. CONCLUSION: Machine learning principles can be applied to PC texture features to create a mucinous phenotype classifier. Model performance did not improve with the combined model. However, specific radiomic, radiologic, and clinical features most predictive in our models can be identified using SHAP analysis.


Asunto(s)
Aprendizaje Automático , Quiste Pancreático , Algoritmos , Humanos , Quiste Pancreático/diagnóstico por imagen , Estudios Retrospectivos , Tomografía Computarizada por Rayos X/métodos
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