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102 result(s) for "Iannitti, David A."
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Pure and Hybrid Deep Learning Models can Predict Pathologic Tumor Response to Neoadjuvant Therapy in Pancreatic Adenocarcinoma: A Pilot Study
Background Neoadjuvant therapy may improve survival of patients with pancreatic adenocarcinoma; however, determining response to therapy is difficult. Artificial intelligence allows for novel analysis of images. We hypothesized that a deep learning model can predict tumor response to NAC. Methods Patients with pancreatic cancer receiving neoadjuvant therapy prior to pancreatoduodenectomy were identified between November 2009 and January 2018. The College of American Pathologists Tumor Regression Grades 0-2 were defined as pathologic response (PR) and grade 3 as no response (NR). Axial images from preoperative computed tomography scans were used to create a 5-layer convolutional neural network and LeNet deep learning model to predict PRs. The hybrid model incorporated decrease in carbohydrate antigen 19-9 (CA19-9) of 10%. Accuracy was determined by area under the curve. Results A total of 81 patients were included in the study. Patients were divided between PR (333 images) and NR (443 images). The pure model had an area under the curve (AUC) of .738 (P < .001), whereas the hybrid model had an AUC of .785 (P < .001). CA19-9 decrease alone was a poor predictor of response with an AUC of .564 (P = .096). Conclusions A deep learning model can predict pathologic tumor response to neoadjuvant therapy for patients with pancreatic adenocarcinoma and the model is improved with the incorporation of decreases in serum CA19-9. Further model development is needed before clinical application.
Operative Microwave Ablation for Hepatocellular Carcinoma: Complications, Recurrence, and Long-Term Outcomes
Background Treatment of hepatocellular carcinoma (HCC) in the setting of cirrhosis is limited by tumor size/location and underlying liver disease. Radiofrequency ablation is utilized in selected patients; however, local recurrence remains a concern. Microwave ablation (MWA) delivers energy to tissue in a unique fashion, reducing local recurrence. A minimally invasive operative approach allows for mobilization/protection of adjacent structures, intra-operative ultrasound, and assessment of ablation progress. Study Design Retrospective review of operative MWA performed for HCC in patients with cirrhosis over a 4-year period at a single center. Complications were stratified by Clavien–Dindo classification. Incomplete ablation and local, regional, and metastatic recurrence was assessed on follow-up imaging. Survival was assessed in months. Results Fifty-four patients with 73 tumors underwent MWA. Median tumor size was 2.6 cm (range 0.5–8.5 cm). Cirrhosis was present in 92.6 % of patients, with a Child–Pugh score of B/C in 27.8 % and hepatitis C present in 59.3 %. A minimally invasive approach was used in 94.5 % of patients. There were no deaths within 30 days. Thirty-day morbidity was 28.9 %, with grade III complications present in 11.5 %. Delayed complications occurred in 7.8 % of patients, with a 5.6 % 90-day mortality. Incomplete ablation was identified in 5.9 % of tumors with local recurrence of 2.9 % at 9 months median follow-up. Regional and metastatic recurrence occurred in 27.5 and 11.8 % at 9 months median follow-up. Median survival was not reached at 11 months median follow-up. One- and 2-year survival was 72.3 and 58.8 %. Conclusion Operative, preferably minimally invasive, MWA can be performed in cirrhotic patients with HCC with acceptable morbidity and low recurrence rates. High regional and metastatic recurrence rates in these patients underscore the need for minimally invasive, low morbidity approaches to liver-directed therapy.
The treatment sequence may matter in patients undergoing pancreatoduodenectomy for early stage pancreatic cancer in the era of modern chemotherapy
The aim of this study was to investigate outcomes associated with neoadjuvant chemotherapy in patients undergoing pancreatoduodenectomy for early stage pancreatic adenocarcinoma in the era of modern chemotherapy. The National Cancer Database (2010–2016) was queried for patients with clinical stage 0–2 pancreatic adenocarcinoma who underwent pancreatoduodenectomy. Patients who underwent up-front pancreatoduodenectomy were propensity matched to patients who received neoadjuvant chemotherapy. Postoperative outcomes, pathologic outcomes, and overall survival were compared. A total of 2036 patients were in each group. Neoadjuvant chemotherapy was associated with shorter length of stay, lower 30-day readmission rate, and lower 30 and 90-day mortality rates (all p < 0.05). Neoadjuvant chemotherapy was associated with lower rates of positives nodes and positive resection margins (all p < 0.0001). Neoadjuvant chemotherapy was associated with longer survival (26.8 vs. 22.1months, p < 0.0001). Patients who received neoadjuvant chemotherapy followed by surgery and adjuvant therapy had the longest OS, followed by neoadjuvant + surgery, surgery + adjuvant therapy, and surgery alone (29.8 vs. 25.6 vs. 23.9 vs. 13.1 months; p < 0.0001). Neoadjuvant chemotherapy is associated with improved postoperative outcomes, oncologic outcomes, and overall survival in patients with early stage pancreatic adenocarcinoma. Neoadjuvant chemotherapy should be considered in all patients with early stage pancreatic adenocarcinoma. •Rate of use of neoadjuvant therapy is increasing in early stage pancreatic adenocarcinoma.•Neoadjuvant chemotherapy is associated with improved postoperative and pathologic outcomes.•Neoadjuvant chemotherapy is associated with longer overall survival (27 vs 22 months).•One-third of patients who undergo up-front resection do not receive adjuvant chemotherapy.•Those who receive both pre- and postoperative chemotherapy have the longest survival (30 months).
Mixed Hepatocellular Carcinoma, Neuroendocrine Carcinoma of the Liver
We present the case of a 76-year-old male found to have a large tumor involving the left lateral lobe of the liver, presumed to be hepatocellular carcinoma (HCC). After resection, pathologic features demonstrated both high-grade HCC and high-grade neuroendocrine carcinoma (NEC). Areas of NEC stained strongly for synaptophysin, which was not present in HCC component. The HCC component stained strongly for Hep-Par 1, which was not present in the NEC component. The patient underwent genetic analysis for biomarkers common to both tumor cell types. Both tumor components contained gene mutations in CTNNB1 gene (S33F located in exon 3). They also shared mutations in PD-1, PGP, and SMO. Mixed HCC/NEC tumors have been rarely reported in the literature with generally poor outcomes. This patient has been referred for adjuvant platinum-based chemotherapy; genetic biomarker analysis may provide some insight to guide targeted chemotherapy.
Comparison of blood vessel sealing among new electrosurgical and ultrasonic devices
Background Bipolar electrosurgical devices and ultrasonic devices are routinely used in open and advanced laparoscopic surgery for hemostasis. New electrosurgical and ultrasonic instruments demonstrate improved quality and efficiency in blood vessel sealing. Methods The 5-mm laparoscopic Gyrus PKS™ Cutting Forceps (PK), Gyrus Plasma Trissector™ (GP), Harmonic Scalpel ® (HS), EnSeal™ Tissue Sealing and Hemostasis System (RX), LigaSure™ V with LigaSure™ Vessel Sealing Generator (LS), LigaSure™ V with Force Triad™ Generator (FT), and Ligamax™ 5 Endoscopic Multiple Clip Applier (LM) were tested to compare burst pressure, sealing time, and failure rate. Each device was used to seal 13 small (2–3 mm diameter), 13 medium (4–5 mm diameter), and 13 large (6–7 mm diameter) arteries from euthanized pigs. A p value <0.05 was considered statistically significant. Results Mean burst pressures were not statistically different for 2–3 mm or 6–7 mm vessels. For 4–5 mm vessels, LS had the highest mean burst pressure recorded. Mean seal times were shorter for every vessel size when FT was compared with LS ( p  < 0.05). The shortest sealing times for 2–3 mm vessels were recorded for GP. The shortest sealing times for medium and large vessels were observed with FT. The highest percentage failure rate for each vessel size occurred with GP. For 4–5 mm diameter vessels, the failure rate was 48% for GP, 41% for PK, and 22% for HS. For 6–7 mm diameter vessels, the failure rate was 92% for GP, 41% for PK, and 8% for HS. LM and FT had no recorded failures. Conclusion Among the new 5-mm laparoscopic electrosurgical and ultrasonic instruments available for testing, RX, LS, and FT produced the highest mean burst pressures. FT had the shortest mean seal times for medium and large vessels. Minimal or no seal failures occurred with HS, RX, LS, LM, and FT.
Microwave ablation for hepatic malignancies: a call for standard reporting and outcomes
Clinical standards of reporting microwave ablation outcomes have not been defined with regard to ablation success, 90-day morbidity, local recurrence after ablation, and nonablation hepatic recurrence. We propose recommendations for microwave ablation reporting and quality standards. Literature review of clinical studies focusing on microwave ablation of primary and metastatic hepatic tumors was reported. Ablation success remains the highest quality reporting standard with variations in nomenclature, but with a universal agreement of complete destruction of the target lesion within 1 month after initial microwave ablation. Local recurrence after ablation remains highly variable, with reports as low as 2.2% to as high as 22%; standards lack a common, clearly defined distance from the initial target ablated lesion and the requirement that the target lesion be defined as an ablation success before it can be called a recurrence. Nonablation hepatic recurrence, nonhepatic recurrence, and 90-day morbidity and mortality remain limited in the current literature. Standardization of hepatic microwave ablation reporting standards are proposed. Current reporting standards in microwave ablation of hepatic malignancies are suboptimal and lack standardization for comparison across institutions.
Optimal Treatment of Hepatic Abscess
Many treatment strategies have been proposed for pyogenic liver abscesses; however, the indications for liver resection for treatment have not been studied in a systematic manner. The purpose of our study was to evaluate the role of surgical treatment in pyogenic abscesses and to determine an optimal treatment algorithm. We retrospectively reviewed the medical records of all patients who had a pyogenic liver abscess at Rhode Island Hospital between 1995 and 2002. Abscesses and treatment strategies were classified into three groups each. The abscess groups included Abscess Type I (small <3 cm), Abscess Type II (large >3 cm, unilocular), and Abscess Type III (large >3 cm, complex multilocular). The treatment strategy groups included Treatment Group A (antibiotics alone), Treatment Group B (percutaneous drainage plus antibiotics), and Treatment Group C (primary surgical therapy). Descriptive statistics were calculated and χ 2 used for comparison with a P < 0.05 considered significant. Our study consisted of 107 patients with pyogenic liver abscess. The success rate for small abscesses treated with antibiotics was 100 per cent. The success rate with antibiotics and percutaneous drainage for large, unilocular abscesses was 83 per cent and for large, multiloculated abscesses was 33 per cent. None of the 27 patients who had surgical therapy for large, multiloculated abscesses had recurrences. Surgical treatment for large (>3 cm), multiloculated abscesses had a significantly higher success rate than percutaneous drainage plus antibiotic therapy (33% versus 100%, P ≤ 0.01). The mortality rate for the percutaneous drainage plus antibiotic group was not significantly different from the primary surgical group (4.2% versus 7.4%, P = 0.40). We propose a treatment algorithm with small abscesses being treated with antibiotics alone; large, uniloculated abscess with percutaneous drainage plus antibiotics; and large, multiloculated abscessed treated with surgical therapy.