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Cinematic Rendering: Novel Tool for Improving Pancreatic Cancer Surgical Planning

Javed, Ammar A; Young, Robert W C; Habib, Joseph R; Kinny-Köster, Benedict; Cohen, Steven M; Fishman, Elliot K; Wolfgang, Christopher L
Pancreatic ductal adenocarcinoma is the third-leading cause of all cancer-related deaths in the US. While 20% of patients have resectable disease at diagnosis, improved control of systemic disease using effective chemotherapeutic regimens allows for aggressive operations involving complex vascular resection and reconstruction. A pancreas protocol computed tomography (PPCT) is the gold standard imaging modality in determining local resectability (degree of tumor-vessel involvement), however, it is limited by the inter-operator variability. While post-processing-3D-rendering helps, it does not allow for real-time dynamic assessment of resectability. A recent development in post-process-rendering called cinematic rendering (CR) overcomes this by utilizing advanced light modeling to generate photorealistic 3D images with enhanced details. Cinematic rendering allows for nuanced visualization of areas of interest. Our preliminary experience, as one of the first centers to incorporate the routine use of CR, has proven very useful in surgical planning. For local determination of resectability, vascular mapping allows for accurate assessment of major arteries and the portovenous system. For the portovenous anatomy it assists in determining the optimal surgical approach (extent of resection, appropriate technique for reconstruction, and need for mesocaval shunting). For arterial anatomy, vessel encasement either represents dissectible involvement via periadventitial dissection or true vessel invasion that is unresectable. CR could potentially provide superior ability than traditional PPCT to discern between the two. Additionally, CR allows for better 3D visualization of arterial anatomic variants which, if not appreciated preoperatively, increases risk of intraoperative ischemia and postoperative complications. Lastly, CR could help avoid unnecessary surgery by enhanced identification of occult metastatic disease that is metastatic disease that is otherwise not appreciated on a standard PPCT.
PMID: 35595587
ISSN: 1535-6302
CID: 5284362

KRAS alterations in colorectal liver metastases: shifting to exon, codon, and point mutations

Olthof, Pim B; Buettner, Stefan; Andreatos, Nikolaos; Wang, Jane; Løes, Inger Marie; Wagner, Doris; Sasaki, Kazunari; Macher-Beer, Andrea; Kamphues, Carsten; Pozios, Ioannis; Seeliger, Hendrik; Morioka, Daisuke; Imai, Katsunori; Kaczirek, Klaus; Pawlik, Timothy M; Poultsides, George; Burkhart, Richard; Endo, Itaru; Baba, Hideo; Kornprat, Peter; Aucejo, Federico N; Lønning, Per Eystein; Beyer, Katharina; Weiss, Matthew J; Wolfgang, Christopher L; Kreis, Martin E; Margonis, Georgios A
PMID: 35595182
ISSN: 1365-2168
CID: 5247732

Association of Matrix Metalloproteinase 7 Expression With Pathologic Response After Neoadjuvant Treatment in Patients With Resected Pancreatic Ductal Adenocarcinoma

Shoucair, Sami; Chen, Jianan; Martinson, James R; Habib, Joseph R; Kinny-Köster, Benedict; Pu, Ning; van Oosten, A Floortje; Javed, Ammar A; Shin, Eun Ji; Ali, Syed Z; Lafaro, Kelly J; Wolfgang, Christopher L; He, Jin; Yu, Jun
Importance/UNASSIGNED:The use of neoadjuvant therapy (NAT) in resectable pancreatic ductal adenocarcinoma (PDAC) remains controversial. A favorable pathologic response (complete or marked tumor regression) to NAT is associated with better outcomes in patients with resected PDAC. The role of NAT for early systemic control compared with immediate surgical resection for PDAC is under investigation. In the era of precision medicine, biomarkers for patient selection and prediction of therapy response are crucial. Objective/UNASSIGNED:To evaluate the use of assessment for protein expression on fine-needle aspiration (FNA) biopsy specimens in predicting pathologic response to NAT in treatment-naive patients. Design, Setting, and Participants/UNASSIGNED:This was a single-institution prognostic study from a high-volume center for pancreatic cancer. All specimens were obtained between January 1, 2009, and December 31, 2018, with a median (SE) follow-up of 20.2 (1.4) months. Analysis of the data was performed from October 1, 2019, to April 30, 2021. Targeted RNA sequencing of frozen FNA biopsy specimens from a discovery cohort of 23 patients was performed to identify genes with aberrant expression that was associated with patients' pathologic response to NAT. Immunohistochemical staining was performed on an additional 80 FNA biopsy specimens to assess expression of matrix metalloproteinase 7 (MMP-7) and its association with pathologic response. Receiver operating characteristic curves for prediction of favorable pathologic response were determined. Results/UNASSIGNED:In the discovery cohort (12 [52.1%] male; 3 [13.0%] Black and 20 [86.9%] White), RNA sequencing showed that lower MMP-7 expression was associated with favorable pathologic response (College of American Pathologists system scores of 0 [complete response] and 1 [marked response]). In the validation cohort (40 [50.0%] female; 9 [11.3%] Black and 71 [88.7%] White), patients with negative MMP-7 expression were significantly more likely to have a favorable pathologic response (odds ratio, 21.25; 95% CI, 6.19-72.95; P = .001). Receiver operating characteristic curves for prediction of favorable pathologic response from multivariable Cox proportional hazards regression modeling showed that MMP-7 expression increased the area under the curve from 0.726 to 0.906 (P < .001) even after stratifying by resectability status. The positive predictive value and negative predictive value of MMP-7 protein expression on FNA biopsy specimens in predicting unfavorable pathologic response (scores of 2 [partial response] or 3 [poor or no response]) were 88.2% and 73.9%, respectively. Conclusions and Relevance/UNASSIGNED:Assessment of MMP-7 expression on FNA biopsy specimens at the time of diagnosis may help identify patients who would benefit the most from NAT.
PMID: 35612832
ISSN: 2168-6262
CID: 5235762

Using Artificial Intelligence to Find the Optimal Margin Width in Hepatectomy for Colorectal Cancer Liver Metastases

Bertsimas, Dimitris; Margonis, Georgios Antonios; Sujichantararat, Suleeporn; Boerner, Thomas; Ma, Yu; Wang, Jane; Kamphues, Carsten; Sasaki, Kazunari; Tang, Seehanah; Gagniere, Johan; Dupré, Aurelien; Løes, Inger Marie; Wagner, Doris; Stasinos, Georgios; Macher-Beer, Andrea; Burkhart, Richard; Morioka, Daisuke; Imai, Katsunori; Ardiles, Victoria; O'Connor, Juan Manuel; Pawlik, Timothy M; Poultsides, George; Seeliger, Hendrik; Beyer, Katharina; Kaczirek, Klaus; Kornprat, Peter; Aucejo, Federico N; de Santibañes, Eduardo; Baba, Hideo; Endo, Itaru; Lønning, Per Eystein; Kreis, Martin E; Weiss, Matthew J; Wolfgang, Christopher L; D'Angelica, Michael
Importance/UNASSIGNED:In patients with resectable colorectal cancer liver metastases (CRLM), the choice of surgical technique and resection margin are the only variables that are under the surgeon's direct control and may influence oncologic outcomes. There is currently no consensus on the optimal margin width. Objective/UNASSIGNED:To determine the optimal margin width in CRLM by using artificial intelligence-based techniques developed by the Massachusetts Institute of Technology and to assess whether optimal margin width should be individualized based on patient characteristics. Design, Setting, and Participants/UNASSIGNED:The internal cohort of the study included patients who underwent curative-intent surgery for KRAS-variant CRLM between January 1, 2000, and December 31, 2017, at Johns Hopkins Hospital, Baltimore, Maryland, Memorial Sloan Kettering Cancer Center, New York, New York, and Charité-University of Berlin, Berlin, Germany. Patients from institutions in France, Norway, the US, Austria, Argentina, and Japan were retrospectively identified from institutional databases and formed the external cohort of the study. Data were analyzed from April 15, 2019, to November 11, 2021. Exposures/UNASSIGNED:Hepatectomy. Main Outcomes and Measures/UNASSIGNED:Patients with KRAS-variant CRLM who underwent surgery between 2000 and 2017 at 3 tertiary centers formed the internal cohort (training and testing). In the training cohort, an artificial intelligence-based technique called optimal policy trees (OPTs) was used by building on random forest (RF) predictive models to infer the margin width associated with the maximal decrease in death probability for a given patient (ie, optimal margin width). The RF component was validated by calculating its area under the curve (AUC) in the testing cohort, whereas the OPT component was validated by a game theory-based approach called Shapley additive explanations (SHAP). Patients from international institutions formed an external validation cohort, and a new RF model was trained to externally validate the OPT-based optimal margin values. Results/UNASSIGNED:This cohort study included a total of 1843 patients (internal cohort, 965; external cohort, 878). The internal cohort included 386 patients (median [IQR] age, 58.3 [49.0-68.7] years; 200 men [51.8%]) with KRAS-variant tumors. The AUC of the RF counterfactual model was 0.76 in both the internal training and testing cohorts, which is the highest ever reported. The recommended optimal margin widths for patient subgroups A, B, C, and D were 6, 7, 12, and 7 mm, respectively. The SHAP analysis largely confirmed this by suggesting 6 to 7 mm for subgroup A, 7 mm for subgroup B, 7 to 8 mm for subgroup C, and 7 mm for subgroup D. The external cohort included 375 patients (median [IQR] age, 61.0 [53.0-70.0] years; 218 men [58.1%]) with KRAS-variant tumors. The new RF model had an AUC of 0.78, which allowed for a reliable external validation of the OPT-based optimal margin. The external validation was successful as it confirmed the association of the optimal margin width of 7 mm with a considerable prolongation of survival in the external cohort. Conclusions and Relevance/UNASSIGNED:This cohort study used artificial intelligence-based methodologies to provide a possible resolution to the long-standing debate on optimal margin width in CRLM.
PMID: 35648428
ISSN: 2168-6262
CID: 5236072

Precision medicine in pancreatic cancer: Patient derived organoid pharmacotyping is a predictive biomarker of clinical treatment response

Seppälä, Toni T; Zimmerman, Jacquelyn W; Suri, Reecha; Zlomke, Haley; Ivey, Gabriel D; Szabolcs, Annamaria; Shubert, Christopher R; Cameron, John L; Burns, William R; Lafaro, Kelly J; He, Jin; Wolfgang, Christopher L; Zou, Ying S; Zheng, Lei; Tuveson, David A; Eshlemann, James R; Ryan, David P; Kimmelman, Alec C; Hong, Theodore S; Ting, David T; Jaffee, Elizabeth M; Burkhart, Richard A
RATIONALE/BACKGROUND:Patient-derived organoids (PDOs) are a promising technology to support precision medicine initiatives for patients with pancreatic ductal adenocarcinoma (PDAC). PDOs may improve clinical next-generation sequencing (NGS) and enable rapid ex vivo chemotherapeutic screening (pharmacotyping). METHODS:PDOs were derived from tissues obtained during surgical resection and endoscopic biopsies and studied with NGS and pharmacotyping. PDO-specific pharmacotype is assessed prospectively as a predictive biomarker of clinical therapeutic response by leveraging data from a randomized-controlled clinical trial. RESULTS:Clinical sequencing pipelines often fail to detect PDAC-associated somatic mutations in surgical specimens that demonstrate a good pathological response to previously administered chemotherapy. Sequencing the PDOs derived from these surgical specimens, after biomass expansion, improves the detection of somatic mutations and enables quantification of copy number variants. The detection of clinically relevant mutations and structural variants is improved following PDO biomass expansion. On clinical trial, PDOs were derived from biopsies of treatment naïve patients prior to treatment with FOLFIRINOX (FFX). Ex vivo PDO pharmacotyping with FFX components predicted clinical therapeutic response in these patients with borderline resectable or locally advanced PDAC treated in a neoadjuvant or induction paradigm. PDO pharmacotypes suggesting sensitivity to FFX components were associated with longitudinal declines of tumor marker, CA-19-9 and favorable RECIST imaging response. CONCLUSION/CONCLUSIONS:PDOs establishment from tissues obtained from patients previously receiving cytotoxic chemotherapies can be accomplished in a clinically-certified laboratory. Sequencing PDOs following biomass expansion improves clinical sequencing quality. High in-vitro sensitivity to standard-of-care chemotherapeutics predicts good clinical response to systemic chemotherapy in PDAC.
PMID: 35363262
ISSN: 1557-3265
CID: 5206092

Postpancreatectomy Acute Pancreatitis (PPAP): Definition and Grading From the International Study Group for Pancreatic Surgery (ISGPS)

Marchegiani, Giovanni; Barreto, Savio George; Bannone, Elisa; Sarr, Michael; Vollmer, Charles M; Connor, Saxon; Falconi, Massimo; Besselink, Marc G; Salvia, Roberto; Wolfgang, Christopher L; Zyromski, Nicholas J; Yeo, Charles J; Adham, Mustapha; Siriwardena, Ajith K; Takaori, Kyoichi; Hilal, Mohammad Abu; Loos, Martin; Probst, Pascal; Hackert, Thilo; Strobel, Oliver; Busch, Olivier R C; Lillemoe, Keith D; Miao, Yi; Halloran, Christopher M; Werner, Jens; Friess, Helmut; Izbicki, Jakob R; Bockhorn, Maximillian; Vashist, Yogesh K; Conlon, Kevin; Passas, Ioannis; Gianotti, Luca; Del Chiaro, Marco; Schulick, Richard D; Montorsi, Marco; Oláh, Attila; Fusai, Giuseppe Kito; Serrablo, Alejandro; Zerbi, Alessandro; Fingerhut, Abe; Andersson, Roland; Padbury, Robert; Dervenis, Christos; Neoptolemos, John P; Bassi, Claudio; Büchler, Markus W; Shrikhande, Shailesh V
OBJECTIVE:The ISGPS aimed to develop a universally accepted definition for PPAP for standardized reporting and outcome comparison. BACKGROUND:PPAP is an increasingly recognized complication after partial pancreatic resections, but its incidence and clinical impact, and even its existence are variable because an internationally accepted consensus definition and grading system are lacking. METHODS:The ISGPS developed a consensus definition and grading of PPAP with its members after an evidence review and after a series of discussions and multiple revisions from April 2020 to May 2021. RESULTS:We defined PPAP as an acute inflammatory condition of the pancreatic remnant beginning within the first 3 postoperative days after a partial pancreatic resection. The diagnosis requires (1) a sustained postoperative serum hyperamylasemia (POH) greater than the institutional upper limit of normal for at least the first 48 hours postoperatively, (2) associated with clinically relevant features, and (3) radiologic alterations consistent with PPAP. Three different PPAP grades were defined based on the clinical impact: (1) grade postoperative hyperamylasemia, biochemical changes only; (2) grade B, mild or moderate complications; and (3) grade C, severe life-threatening complications. DISCUSSIONS:The present definition and grading scale of PPAP, based on biochemical, radiologic, and clinical criteria, are instrumental for a better understanding of PPAP and the spectrum of postoperative complications related to this emerging entity. The current terminology will serve as a reference point for standard assessment and lend itself to developing specific treatments and prevention strategies.
PMID: 34596077
ISSN: 1528-1140
CID: 5182192

ASO Visual Abstract: Surgical Treatment of Patients with Poorly Differentiated Pancreatic Neuroendocrine Carcinoma-An NCDB Analysis

Kaslow, Sarah R; Vitiello, Gerardo A; Prendergast, Katherine; Hani, Leena; Cohen, Steven M; Wolfgang, Christopher; Berman, Russell S; Lee, Ann Y; Correa-Gallego, Camilo
PMID: 35249164
ISSN: 1534-4681
CID: 5173692

Surgical Treatment of Patients with Poorly Differentiated Pancreatic Neuroendocrine Carcinoma: An NCDB Analysis

Kaslow, Sarah R; Vitiello, Gerardo A; Prendergast, Katherine; Hani, Leena; Cohen, Steven M; Wolfgang, Christopher; Berman, Russell S; Lee, Ann Y; Correa-Gallego, Camilo
BACKGROUND:Consensus guidelines discourage resection of poorly differentiated pancreatic neuroendocrine carcinoma (panNEC) given its association with poor long-term survival. This study assessed treatment patterns and outcomes for this rare malignancy using the National Cancer Database (NCDB). METHODS:Patients with non-functional pancreatic neuroendocrine tumors in the NCDB (2004-2016) were categorized based on pathologic differentiation. Logistic and Cox proportional hazard regressions identified associations with resection and overall survival (OS). Survival was compared using Kaplan-Meier and log-rank tests. RESULTS:Most patients (83%) in the cohort of 8560 patients had well-differentiated tumors (panNET). The median OS was 47 months (panNET, 63 months vs panNEC, 17 months; p < 0.001). Surgery was less likely for older patients (odds ratio [OR], 0.97), patients with panNEC (OR, 0.27), and patients with metastasis at diagnosis (OR, 0.08) (all p < 0.001). After propensity score-matching of these factors, surgical resection was associated with longer OS (82 vs 29 months; p < 0.001) and a decreased hazard of mortality (hazard ratio [HR], 0.37; p < 0.001). Surgery remained associated with longer OS when stratified by differentiation (98 vs 41 months for patients with panNET and 36 vs 8 months for patients with panNEC). Overall survival did not differ between patients with panNEC who underwent surgery and patients with panNET who did not (both 39 months; p = 0.294). CONCLUSIONS:Poorly differentiated panNEC exhibits poorer survival than well-differentiated panNET. In the current cohort, surgical resection was strongly and independently associated with improved OS, suggesting that patients with panNEC who are suitable operative candidates should be considered for multimodality therapy, including surgery.
PMID: 35246811
ISSN: 1534-4681
CID: 5173682

High local failure rates despite high margin-negative resection rates in a cohort of borderline resectable and locally advanced pancreatic cancer patients treated with stereotactic body radiation therapy following multi-agent chemotherapy

Hill, Colin; Sehgal, Shuchi; Fu, Wei; Hu, Chen; Reddy, Abhinav; Thompson, Elizabeth; Hacker-Prietz, Amy; Le, Dung; De Jesus-Acosta, Ana; Lee, Valerie; Zheng, Lei; Laheru, Daniel A; Burns, William; Weiss, Matthew; Wolfgang, Christopher; He, Jin; Herman, Joseph M; Meyer, Jeffrey; Narang, Amol
BACKGROUND:Stereotactic body radiation therapy (SBRT) for patients with borderline resectable and locally advanced pancreatic adenocarcinoma (BRPC/LAPC) remains controversial. Herein, we report on surgical, pathologic, and survival outcomes in BRPC/LAPC patients treated at a high-volume institution with induction chemotherapy (CTX) followed by 5-fraction SBRT. METHODS:BRPC/LAPC patients treated between 2016 and 2019 were retrospectively reviewed. Surgical and pathological outcomes were descriptively characterized. Overall survival (OS) and progression-free survival (PFS) were analyzed using Cox proportional hazard regression. Locoregional failure and distant failure were analyzed with Fine-Gray competing risk model. RESULTS:Of 155 patients, 91 (59%) had LAPC and 64 (41%) had BRPC. Almost all were treated with induction multi-agent CTX with either FOLFIRINOX (75%) or gemcitabine and nab-paclitaxel (24%) for a median duration of 4.0 months (1-18 months). All received SBRT to a median dose of 33 Gy. Among 64 BRPC patients, 50 (78%) underwent resection, of whom 48 (96%) achieved margin-negative (R0) resection. Among 91 LAPC patients, 57 (63%) underwent resection, of whom 50 (88%) achieved R0 resection. Despite the high R0 rate, 33% of patients experienced locoregional failure, which was a component of 44% of all failures. After SBRT, median OS and PFS were 18.7 and 7.7 months, respectively. After SBRT, 1- and 2-year OS probabilities were 70% and 45%, whereas, from diagnosis, they were 93% and 51%. CONCLUSIONS:Although a high proportion of BRPC/LAPC patients treated with induction multi-agent CTX followed by SBRT successfully achieved R0 resection, locoregional failure remained common, highlighting the need to continue to optimize radiation delivery in this context.
PMID: 35142085
ISSN: 2045-7634
CID: 5167252

Neoadjuvant Stereotactic Body Radiotherapy After Upfront Chemotherapy Improves Pathologic Outcomes Compared With Chemotherapy Alone for Patients With Borderline Resectable or Locally Advanced Pancreatic Adenocarcinoma Without Increasing Perioperative Toxicity

Hill, Colin S; Rosati, Lauren M; Hu, Chen; Fu, Wei; Sehgal, Shuchi; Hacker-Prietz, Amy; Wolfgang, Christopher L; Weiss, Matthew J; Burkhart, Richard A; Hruban, Ralph H; De Jesus-Acosta, Ana; Le, Dung T; Zheng, Lei; Laheru, Daniel A; He, Jin; Narang, Amol K; Herman, Joseph M
BACKGROUND:Patients with borderline resectable pancreatic cancer (BRPC) or locally advanced pancreatic cancer (LAPC) are at high risk of margin-positive resection. Neoadjuvant stereotactic body radiation therapy (SBRT) may help sterilize margins, but its additive benefit beyond neoadjuvant chemotherapy (nCT) is unclear. The authors report long-term outcomes for BRPC/LAPC patients explored after treatment with either nCT alone or nCT followed by five-fraction SBRT (nCT-SBRT). METHODS:Patients with BRPC or LAPC from 2011 to 2016 who underwent resection after nCT alone or nCT-SBRT were retrospectively reviewed. Baseline characteristics were compared, and the propensity score with inverse probability weighting (IPW) was used to compare pathologic/survival outcomes. RESULTS:Of 198 patients, 76 received nCT, and 122 received nCT-SBRT. The nCT-SBRT cohort had a higher proportion of LAPC (53% vs 22%; p < 0.001). The duration of nCT was longer for nCT-SBRT (4.6 vs 2.9 months; p = 0.03), but adjuvant chemotherapy was less frequently administered (53% vs 67.1%; p < 0.001). Adjuvant radiation was administered to 30% of the nCT patients. The nCT-SBRT regimen more frequently achieved negative margins (92% vs 70%; p < 0.001), negative nodes (59% vs 42%; p < 0.001), and pathologic complete response (7% vs 0%; p = 0.02). In the multivariate analysis, nCT-SBRT remained associated with R0 resection (p < 0.001). The nCT-SBRT cohort experienced no significant difference in median overall survival (OS) (22.1 vs 24.5 months), local progression-free survival (LPFS) (13.5 vs. 15.4 months), or distant metastasis-free survival (DMFS) (11.7 vs 16.3 months) after surgery. After SBRT, 1-year OS was 77.0% and 2-year OS was 50.4%. Perioperative Claven-Dindo grade 3 or greater morbidity did not differ significantly between the nCT and nCT-SBRT cohorts (p = 0.81). CONCLUSIONS:Despite having more advanced disease, the nCT-SBRT cohort was still more likely to undergo an R0 resection and experienced similar survival outcomes compared with the nCT alone cohort.
PMID: 35129721
ISSN: 1534-4681
CID: 5167102