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Smoot, Rory L.

https://orcid.org/0000-0001-8543-661X

Mayo Clinic

Mayo Clinic

Citations 108

Abstract 6476: Multimodal single cell analysis of cholangiocarcinoma subtypes reveals distinct immune microenvironments
Stumpf, Hannah E. , Yang, Jingchun , Dong, Haidong , Smoot, Rory L. , Ilyas, Sumera I.

Cancer Research | April 21, 2025 | Volume: 85 | Issue: 8_Supplement_1 | Pages: 6476-6476

10.1158/1538-7445.am2025-6476 Get It

Abstract Cholangiocarcinoma (CCA), an aggressive cancer of the bile ducts, is classified into intrahepatic (iCCA), perihilar (pCCA), and distal (dCCA) anatomic subtypes. Each subtype has a distinct epidemiology and pathogenesis. The tumor immune microenvironment (TIME) of each subtype is poorly understood. CCAs are poorly immunogenic tumors and systemic therapy has had subpar efficacy in CCA subtypes. Thus, we hypothesized that each anatomic subtype has a distinct TIME. To address this hypothesis, we completed single cell sequencing of tumor, liver, and bile duct from patients with either iCCA or pCCA/dCCA. 182,054 cells from paired liver (n=16), tumor (n=16) (9 iCCA, 7 pCCA/dCCA), and normal bile duct (n=9) samples were obtained from treatment-naïve patients undergoing resection from June 2020 to August 2023. The tissues were homogenized and flow sorted for immune (CD45+) populations immediately following resection. The cells then underwent single cell RNA sequencing (scRNA-seq) and cellular indexing of transcriptomes and epitopes by sequencing (CITE-seq) with antibodies for 157 proteins. Multiple immunocompetent, syngeneic/orthotopic murine models of iCCA with distinct genetic drivers were used to assess immunotherapeutics (PMID: 38458319). Immune cells of interest were isolated by flow sorting and functionally validated via suppression assays and multiparameter flow cytometry. Additionally, a novel pCCA murine model was established by injection of an Pik3caH1047R/p27Kip1-derived extrahepatic biliary cancer cell line into the porta/hilar tissue plane. Compared to non-involved liver, the bile duct immune microenvironment composition closely resembled that of the tumor. Multimodal analysis demonstrated both human and murine iCCA tumors have a significant upregulation of regulatory T cells (Treg) expressing T cell immunoreceptor with Ig and ITIM domain (TIGIT) compared to controls. Suppression assay with intratumoral TIGIT+ Treg from mouse compared with TIGIT- Treg indicate TIGIT+ Treg are more potent in inhibiting proliferation of CD8+ T cells. Moreover, TIGIT blockade using a monoclonal antibody resulted in a significant reduction in tumor burden in multiple iCCA murine models, including SB1, a model resistant to anti-PD-(L)1 monotherapy. Meanwhile, human pCCA tumors had a significant increase in IgA+ plasma cells compared to iCCA tumors. An innovative genetically and anatomically relevant pCCA murine model was developed to interrogate this unique plasma cell population. In summary, these data suggest that iCCA and pCCA have distinct immune microenvironments which likely impacts the differences in response to ICB between the subtypes observed in phase III clinical trials. Additionally, the uninvolved, tumor-adjacent bile duct immune microenvironment resembles that of the tumor, suggesting a pre-malignant niche that facilitates tumor development. Citation Format: Hannah E. Stumpf, Jingchun Yang, Haidong Dong, Rory L. Smoot, Sumera I. Ilyas. Multimodal single cell analysis of cholangiocarcinoma subtypes reveals distinct immune microenvironments [abstract]. In: Proceedings of the American Association for Cancer Research Annual Meeting 2025; Part 1 (Regular Abstracts); 2025 Apr 25-30; Chicago, IL. Philadelphia (PA): AACR; Cancer Res 2025;85(8_Suppl_1):Abstract nr 6476.
Abstract 1457: YAP tyrosine phosphorylation regulates lineage commitment in liver tumorigenesis
Aksu, Muhammed D., Millender, Jayla T. , Watkins, Ryan , Buckarma, EeeLN H. , Werneburg, Nathan W., O’Brien, Daniel R. , McCabe, Chantal E. , Aksu, Murat , Yonkus, Jennifer A. , Graham, Rondell P. , Gores, Gregory J. , Smoot, Rory L. , Conboy, Caitlin B.

Cancer Research | April 21, 2025 | Volume: 85 | Issue: 8_Supplement_1 | Pages: 1457-1457

10.1158/1538-7445.am2025-1457 Get It

Abstract Background: The transcriptional cofactor Yes-associated protein (YAP) is activated in CCA pathophysiology. While canonical regulation by the Hippo pathway resulting in phosphorylation at serine 127 (S127) is inhibitory, SRC-family kinases (SFKs) phosphorylate YAP at tyrosine 357 (Y357), causing activation. Previously, cholangiocytes, hepatic progenitor cells (HPCs), and even mature hepatocytes were suggested as potential cells of origin of CCA, which highlights the plasticity in the liver. However, the role of YAP activation in selecting the cell of origin and lineage commitment during hepatobiliary oncogenesis is unknown. Aim: To determine if YAP Y357 phosphorylation is required for CCA tumorigenesis, we utilized an in vivo model. Unexpectedly, a shift in tumor phenotype to hepatocellular carcinoma (HCC) was identified. Subsequently, we further explored cell signaling and cell of origin contributions to this phenotypic switch. Method: C57BL/6 mice underwent biliary transfection with Sleeping Beauty transposase and transposons encoding myr-AKT and either YAP S127A (YAP-S) or YAP S127A/Y357F (YAP-SY), followed by IL-33 treatment. Tumor nodule count, histologic classification, and liver-to-body ratio were assessed at necropsy after 10 weeks. RNA sequencing and ingenuity pathway analysis (IPA) were performed on HCC and CCA nodules. To determine the cell of origin, tumors were generated in lineage tracing mice (Rosa26 mT/mG mice treated with AAV8-TBG-Cre). Finally, two tumor-derived cell lines with YAP-SY and constitutive AKT expression were isolated. Results: Both YAP-S and YAP-SY models developed similar tumor numbers and bulk. YAP-S mice generated frequent CCA (25.3%) in addition to combined HCC-CCA (cHCC-CCA) tumors (10.7%) and HCC (64%), whereas YAP-SY mice developed predominantly HCC (86.7%), with rare CCA (8.8%) and mixed tumors (4.5%). Transcriptome analysis identified 3,367 differentially expressed genes (DEGs) between HCC from YAP-SY mice and CCA from YAP-S mice. Notably, YAP-regulated genes had decreased expression in the HCC from YAP-SY mice. IPA revealed key upstream regulators, including cytokines and growth factors (e.g., TGFB1, TNF, INFG, CSF2, IL6, IL1B, IL4) and transcription factors (e.g., TP53, JUN, SP1, NFKBIA, STAT3). Lineage tracing demonstrated HCC originated from hepatocytes and CCA from cholangiocytes in both models. Finally, gene expression analysis of novel syngeneic cancer cell lines from YAP-SY mice showed mixed features of both HCC and CCA. Conclusion: In this murine model, we found that sub-maximal YAP activation is associated with increased formation of HCC from hepatocytes, while a higher level of YAP activation due to YAP Y357 phosphorylation is associated with efficient formation of CCA. We identified cytokines and growth factors that may orchestrate this phenotypic switch. Finally, we developed novel syngeneic cancer cell lines with cHCC-CCA characteristics. Citation Format: Muhammed D. Aksu,Jayla T. Millender,Ryan D. Watkins,Jennifer A. Yonkus,EeeLN H. Buckarma,Nathan W. Werneburg,Daniel R. O'Brien,Chantal E. McCabe,Rondell P. Graham,Gregory J. Gores,Rory L. Smoot,Caitlin B. Conboy. YAP tyrosine phosphorylation regulates lineage commitment in liver tumorigenesis [abstract]. In: Proceedings of the American Association for Cancer Research Annual Meeting 2025; Part 1 (Regular Abstracts); 2025 Apr 25-30; Chicago, IL. Philadelphia (PA): AACR; Cancer Res 2025;85(8_Suppl_1):Abstract nr 1457.
Abstract 5595: Multiomic profiling identified biomarkers of response to selective Src family kinase inhibition in preclinical models of cholangiocarcinoma
Carlson, Danielle M. , Jessen, Erik , Abeynayake, Aushinie, Werneburg, Nathan W., Li, Binbin , Truty, Mark J. , Kuipers, Hendrien , Carlson, Danielle Marie , Sample, Jack W. , Mun, Dong‐Gi , Tomlinson, Jennifer L. , Abdelrahman, Amro M. , Borad, Mitesh J. , Ilyas, Sumera I. , Gores, Gregory J. , Smoot, Rory L. , Li, B.

Cancer Research | April 21, 2025 | Volume: 85 | Issue: 8_Supplement_1 | Pages: 5595-5595

10.1158/1538-7445.am2025-5595 Get It

Abstract Introduction: Src Family Kinases (SFKs) have a crucial role in tumor proliferation, survival, and metastasis. NXP900 is a highly selective SFK inhibitor a novel mechanism of action that locks SFKs in a closed, inhibited conformation, preventing interaction with substrate proteins, unlike other SFK inhibitors like dasatinib. A phase 1 study of NXP900 in patients with advanced solid tumors was recently initiated. Our preclinical studies showed therapeutic efficacy of NXP900 in cholangiocarcinoma (CCA) through decreased YAP, RAF-MAP and PI3K-AKT signaling. Here, we examined mechanisms of sensitivity and resistance to SFK inhibition. Methods: Secondary resistance was explored by generating a NXP900-resistant human cell line (HuCCT1-R) via prolonged exposure to NXP900, followed by multiomic profiling. Primary resistance was studied in vivo using nine heterogeneous patient-derived xenograft (PDX) tumors implanted in the flanks of NOD/SCID mice. Tumor-bearing mice were treated with vehicle or 40 mg/kg NXP900 daily for up to 4 weeks. To identify factors associated with response, a multiomic approach was used, integrating RNA-Seq, global proteomics, and phosphoproteomics. A hierarchical-all-against-all algorithm (HallA) assessed associations between multiomic features and drug response in tumor growth. Kinase enrichment analysis (KEA3) identified features linked to sensitivity or resistance. Results: HuCCT1-R cells showed increased pTyr abundancy of TNK2, a protein known to increase PIP3 levels leading to AKT activation, and of DYRK3 and LAMTOR1, both of which can sustain AKT phosphorylation via mTORC, indicating acquired resistance through bypassing inhibited PI3K-AKT signaling to rescue AKT. NXP900 reduced tumor growth rates in 5 of 9 PDX models. Kinases associated with sensitivity in the PDX models included SFKs (SRC, LYN, and FYN), and AKT, PTK2, PRKCZ, EGFR, SYK, and GSK3B, suggesting involvement of the PI3K-AKT pathway in responsiveness to NXP900. Based on tumor inhibition responses in the tested models, we estimated NXP900 response for our additional PDX models, predicting 39% (11/28) of patient tumors may respond. Conclusion: This study identified molecular markers linked to response to SFK inhibition, which could be utilized for patient selection for NXP900 treatment. Further studies are validating these findings and exploring combination therapies to address resistance mechanisms. Citation Format: Hendrien Kuipers, Danielle M. Carlson, Jack W. Sample, Erik Jessen, Dong-Gi Mun, Aushinie M. Abeynayake, Jennifer L. Tomlinson, Amro M. Abdelrahman, Nathan W. Werneburg, Binbin Li, Mitesh J. Borad, Mark J. Truty, Sumera I. Ilyas, Gregory J. Gores, Rory L. Smoot. Multiomic profiling identified biomarkers of response to selective Src family kinase inhibition in preclinical models of cholangiocarcinoma [abstract]. In: Proceedings of the American Association for Cancer Research Annual Meeting 2025; Part 1 (Regular Abstracts); 2025 Apr 25-30; Chicago, IL. Philadelphia (PA): AACR; Cancer Res 2025;85(8_Suppl_1):Abstract nr 5595.
Abstract 2741: Novel murine models of epigenetic dysregulation in SWI/SNF-mutated cholangiocarcinoma
Millender, Jayla T. , Watkins, Ryan , Carlson, Danielle M. , Werneburg, Nathan W., Tomlinson, Jennifer L. , Carlson, Danielle Marie , Sample, Jack W. , Smoot, Rory L. , Robertson, Keith D. , Gores, Gregory J. , Conboy, Caitlin B.

Cancer Research | April 21, 2025 | Volume: 85 | Issue: 8_Supplement_1 | Pages: 2741-2741

10.1158/1538-7445.am2025-2741 Get It

Abstract SWI/SNF chromatin remodeling complexes are frequently mutated across human cancers, including cholangiocarcinoma (CCA). Dysregulation of this complex due to loss of function mutations in AT-rich interaction domain-1A (ARID1A) and polybromo-1 (PBRM1) occur in up to 18% and 10% of cases respectively. SWI/SNF subunit mutations frequently co-occur alongside PI3K/AKT pathway activation. Preexisting literature suggests altered gene expression and protein synthesis contribute to CCA oncogenesis, but our understanding of these mechanisms remains immature. Genetically accurate preclinical models are needed to define the roles of ARID1A and PBRM1 in CCA and identify therapeutic targets. We developed novel murine models of CCA with either ARID1A, PBRM1 or dual ARID1A/PBRM1 (APAC) knockout in the context of AKT activation, utilizing a surgical biliary transfection method for somatic gene editing with CRISPR/Cas9. Within 8 months, mice formed numerous liver tumors, predominantly CCA and mixed CCA/HCC. Knockout of ARID1A and PBRM1 was confirmed through genomic PCR, qRT-PCR, and immunoblot assays. Histologically, murine APAC tumors displayed phenotypic similarities to human CCA, including dense cancer-associated fibroblast infiltration and variable CD45+ immune cell infiltration. A novel, syngeneic CCA cell line was isolated from a dual ARID1A/PBRM1 knockout tumor (APAC-2). RNA-sequencing of primary tumors and the APAC-2 cell line versus a non-invasive cholangiocyte cell line with AKT activation only (AC), was performed to identify differentially expressed genes (DEGs) of interest in ARID1A and PBRM1-deficient CCA. Periostin (Postn) was among the top upregulated genes in the APAC-2 cell line. POSTN is a secreted glycoprotein that is upregulated in human CCA and may be therapeutically targetable. Knockdown of periostin inhibited the in vitro growth of APAC-2 cells and a human CCA cell line with ARID1A mutation and periostin overexpression (HuH-28). These studies serve to characterize and validate a genetically relevant murine model of epigenetic dysregulation in ARID1A and PBRM1-deficient CCA. This model can be used for identification and validation of potential drug targets. Ongoing work focuses on studying multiple dysregulated pathways and testing dependence on genes of interest, including periostin, as potential treatment strategies for CCA. Citation Format: Jayla Millender, Jennifer Tomlinson, Ryan Watkins, Danielle Carlson, Jack Sample, Nathan Werneburg, Rory Smoot, Keith Robertson, Gregory Gores, Caitlin Conboy. Novel murine models of epigenetic dysregulation in SWI/SNF-mutated cholangiocarcinoma [abstract]. In: Proceedings of the American Association for Cancer Research Annual Meeting 2025; Part 1 (Regular Abstracts); 2025 Apr 25-30; Chicago, IL. Philadelphia (PA): AACR; Cancer Res 2025;85(8_Suppl_1):Abstract nr 2741.
Frequent EPHA2 receptor mutations in cholangiocarcinoma disrupt receptor forward signaling supporting a tumor suppressor role
Koutouan, Evodie, Niibe, Ayano, Sample, Jack W. , Carlson, Danielle , Graham, Rondell P. , Smoot, Rory L. , Pasquale, Elena B. , Graham, Rondell P , Smoot, Rory L , Sample, Jack W , Lillo, Alejandro , Kabashima, Ayano , Carlson, Danielle Marie

No container title available | February 28, 2025 | Volume: No volume available | Issue: No issue available | Pages: No page available

10.1101/2025.02.25.640198 Get It

ABSTRACT EPHA2 is a receptor tyrosine kinase highly expressed in many cancers. By analyzing cancer patient databases for mutations in the EPHA2 coding sequence, we found that cholangiocarcinoma (a hepatobiliary cancer with dismal prognosis) exhibits a uniquely high incidence of EPHA2 mutations. To deUine the functional signiUicance of these mutations, we generated representative EPHA2 mutants and monitored major receptor autophosphorylation sites as indicative of kinase activity-dependent signal transduction (known as forward signaling). We found that missense mutations in the ligand-binding domain abrogate ligand binding and ligand-induced EPHA2 tyrosine phosphorylation, while most missense mutations in the kinase domain abrogate kinase activity. We detected less pronounced effects of missense mutations in other domains, which vary depending on the phosphosite, suggesting that these EPHA2 mutations might differentially affect (or bias) different downstream signaling pathways. Other EPHA2 mutations introduce early stop codons and encode receptor truncated forms lacking all or part of the kinase domain. We also found that an EPHA2 secreted truncated form, a transmembrane truncated form, and a full-length kinase inactive mutant can inhibit tyrosine phosphorylation of co-expressed EPHA2 wild-type. Taken together, these data suggest that mutations interfering with EPHA2 forward signaling facilitate cholangiocarcinoma development. We indeed obtained evidence that an EPHA2 kinase inactive mutant, but not EPHA2 wild-type, can induce proliferative masses consistent with well differentiated cholangiocarcinoma in a validated mouse model of cholangiocarcinogenesis. Taken together, our Uindings suggest that EPHA2 is a driver gene in cholangiocarcinoma and that its forward signaling has tumor suppressor activity.
Alternative lengthening of telomeres and Ki‐67 proliferation index provide complementary information on recurrence risk after resection of pancreatic neuroendocrine tumors
Gudmundsdottir, Hallbera , Knudson, Ryan A., Brandt, Colin T., Smoot, Rory L., Truty, Mark J. , Kendrick, Michael L. , Nagorney, David M. , Smoot, Rory L. , Brandt, Carrie A, Smoot, Rory L , Gudmundsdottir, Hallbera , Graham, Rondell P. , Greipp, Patricia T. , Habermann, Elizabeth B. , Starlinger, Patrick , Thiels, Cornelius A. , Warner, Susanne G. , Cleary, Sean P. , Hálfdánarson, Þorvarður R.

Journal of Neuroendocrinology | February 13, 2025 | Volume: 37 | Issue: 4 | Pages: No page available

10.1111/jne.70003 Get It

Abstract Given the heterogeneous clinical behavior of pancreatic neuroendocrine tumors (pNETs), improved prognostic markers are needed to guide management and post‐resection surveillance. Patients who underwent resection of large (≥3 cm) sporadic well‐differentiated pNETs from 2000 to 2019 were identified. The Ki‐67 proliferation index was determined using immunohistochemistry, and alternative lengthening of telomeres (ALT) status was assessed using fluorescence in situ hybridization. Recurrence‐free and overall survival were estimated using Kaplan–Meier analysis. Multivariable Cox regression analysis evaluated factors associated with recurrence‐free survival. A total of 106 patients were identified. ALT was positive in 57 (54%) and negative in 49 (46%). Ki‐67 was ≥3% in 74 (70%) and <3% in 32 (30%). Tumors with Ki‐67 ≥3% were more likely to be ALT positive (61% vs. 38%, p = .046). Stratifying by ALT status and Ki‐67 proliferation index, median recurrence‐free survival was 4.6 years for patients with ALT‐positive/Ki‐67 ≥3% tumors, 3.1 years for patients with ALT‐positive/Ki‐67 <3% tumors, 12.4 years for patients with ALT‐negative/Ki‐67 ≥3% tumors, and 20.2 years for patients with ALT‐negative/Ki‐67 <3% tumors ( p < .001). Initial recurrence was distant in 82% and locoregional in 18%. Across all groups, overall survival was similar ( p = .19). In multivariable analysis, advanced age, ALT positivity, perineural invasion, and lymph node metastases were associated with increased recurrence risk (all p < .05). ALT and Ki‐67 provide complementary information on post‐resection recurrence risk, which can guide subsequent surveillance and management strategies. These data support the incorporation of ALT testing into routine clinical practice.
Aptamer-directed, nanovesicle-mediated targeting of undruggable molecules in preclinical cholangiocarcinoma models
Yu, Mincheng, Sample, Jack W. , Takaichi, Shohei , Watkins, Ryan , Werneburg, Nathan W., Carlson, Danielle M. , Cai, Meina , Ozmert, Enis H., Yang, Ju Dong , Smoot, Rory L. , Yan, Irene K. , Tomlinson, Jennifer L. , Loeuillard, Emilien J, Watkins, Ryan D, Kuipers, Hendrien , Yang, Jinchun, Smoot, Rory L , Sample, Jack W , Loeuillard, Emilien , Abdelrahman, Amro M. , Carlson, Danielle Marie , Kimball, Brooke , Yang, Ju Dong , Ilyas, Sumera I. , Gores, Gregory J. , Patel, Tushar

Hepatology | February 10, 2025 | Volume: 82 | Issue: 5 | Pages: 1090-1111

10.1097/hep.0000000000001256 Get It

Background and Aims: Cholangiocarcinoma (CCA) is an aggressive malignancy arising from the biliary epithelium with limited therapeutic options and poor long-term survival rates. To address the limitations of CCA treatment, we investigated cell-targeted nanovesicles as a delivery platform for transcriptome-targeting therapeutics. Approach and Results: Milk-derived nanovesicles were loaded with short interfering RNAs targeting Yes-associated protein (YAP), the downstream effector of the Hippo pathway; LCK, an upstream regulator of YAP; and tafazzin, a protein critical for the integrity of the inner mitochondrial membrane. These transcriptome-targeting nanovesicles were decorated with a lipid-coupled RNA aptamer to epithelial cell adhesion molecule, including a tracking fluorophore. In vitro studies were conducted using multiple CCA cell lines. In vivo studies were performed using C57BL/6 and non-obese diabetic/severe combined immunodeficient mice to evaluate delivery and efficacy in both an immunocompetent syngeneic murine and a patient-derived xenograft model. We demonstrated that transcriptome-targeting nanovesicles were selectively taken up by liver tumor cells, which was augmented by the incorporation of a targeting aptamer, and that milk-derived nanovesicles loaded with short interfering RNA effectively downregulated target gene expression, both in vitro and in vivo. Downstream effects of target gene inhibition were observed, including downregulation of YAP-TEAD target genes and an increase in reactive oxygen species production at the mitochondrial level. Administration of transcriptome-targeting nanovesicles targeting YAP, LCK, and tafazzin inhibited CCA growth and further synergized with chemotherapy in 2 preclinical CCA models. Conclusions: Herein, we show that aptamer-directed, nanovesicle-mediated targeting of YAP, LCK, and tafazzin potentiates chemosensitivity in 2 CCA models when delivered using aptamer-guided milk-derived nanovesicles.
Analysis of tumor microenvironmental features of primary and synchronous liver metastases from patients with colorectal cancer using a deep learning algorithm.
Emiloju, Oluwadunni Eunice, Pai, Rish K. , Saberzadeh-Ardestani, Bahar , Smoot, Rory L. , Graham, Rondell P. , Sinicrope, Frank A.

Journal of Clinical Oncology | January 27, 2025 | Volume: 43 | Issue: 4_suppl | Pages: 251-251

10.1200/jco.2025.43.4_suppl.251 Get It

251 Background: The development of colorectal liver metastases (CRLM) is associated with poor prognosis, and recent data suggest that metastasis to the liver is associated with resistance to immunotherapy. We characterized the microenvironment of primary colorectal carcinomas (CRCs) relative to their synchronous CRLM using a validated segmentation algorithm that quantifies 15 distinct morphologic tumor features. Methods: Adult CRC patients with synchronous CRLM (N=57) at Mayo Clinic were identified from the electronic health record using Epic Slicer Dicer and from an internal database. Tumor H&E sections were digitized and reviewed for quality control (RKP). QuantCRC (Aiforia, Inc) was applied to digitized images to extract 15 GI pathologist pre-defined morphological features. Tumor features were compared between primaries and CRLM using the Kruskal–Wallis test. The project was approved by the Mayo Clinic Institutional Review Board. Results: The study included 57 patients (median age 59 years [IQR 50, 73], 51% female) with CRC primaries and synchronous CRLM. Among primaries, 20 (35%) were right-sided and 37 (65%) were left-sided. QuantCRC identified 6 of 15 morphological features that differed significantly between primaries and their CRLM, including reduced stroma, more high-grade and necrosis, and a higher tumor: stromal ratio (TSR) in CRLM (Table). The increase in TIL density in CRLM vs the primary tumor was of borderline significance (p =0.053). Among patients with left-sided primary tumors, their CRLM had significantly higher TSR, percent high-grade, percent necrosis, and TIL density compared to the primary (all p values ≤ 0.02). Among right sided primaries, CRLM had a significantly reduced percent mature stroma (p=0.034) whereas percent necrosis was increased (p =0.01). Conclusions: Using deep learning, we identified tumor morphological features that differed significantly between primary CRC and their synchronous CRLM. This included higher TSR in CRLMs compared to primaries that is associated with epithelial-mesenchymal transition and has been shown to contribute to treatment resistance. Analysis of tumor morphological features with patient prognosis is ongoing. Deep learning-derived morphological features of primary CRC and CRLM. Morphological feature (Median) Primary tumor Liver metastasis P-value Tumor-Stroma Ratio 0.78 1.50 0.008 % High-grade 23.08 31.72 0.005 TIL Count 44.36 60.20 0.053 % Necrosis 6.35 19.32 <0.001 %Signet Ring Cells 0.25 0.13 0.088 TB/PDC 0.89 1.13 0.484 % Stroma 54.89 40.98 <0.001 % Immature Stroma 46.76 34.13 <0.001 % Mature Stroma 6.27 5.08 0.030
The Influence of Area Deprivation Index on Surgical Outcomes in Pancreas Cancer
Muaddi, Hala , Glasgow, Amy E. , Chaar, Mohamad K. Abou , Habermann, Elizabeth B. , Smoot, Rory L. , Kendrick, Michael L. , Truty, Mark J. , Glasgow, Amy, Abou Chaar, Mohamad K, Habermann, Elizabeth , Kendrick, Michael, Truty, Mark, Smoot, Rory L , Abou Chaar, Mohamad , Starlinger, Patrick , Warner, Susanne G. , Thiels, Cornelius A.

Journal of Surgical Oncology | December 4, 2024 | Volume: 131 | Issue: 5 | Pages: 827-833

10.1002/jso.28002 Get It

ABSTRACT Background Surgical resection for pancreas ductal adenocarcinoma (PDAC) remains the mainstay of treatment. Regardless of enhanced survival rates, disparities in patient outcomes and experiences driven by the social determinants of health (SDH) persist. The area deprivation index (ADI) comprises 17 indicators related to education, employment, housing‐quality, and poverty. We sought to examine the impact of ADI on surgical outcomes of PDAC patients. Methods Patients who underwent pancreatoduodenectomy or distal pancreatectomy for PDAC between January 2011 and December 2022 were identified. ADI was calculated using patient zip codes and categorized into quartiles, with the highest indicating the most marginalized. The primary outcome was loss to follow‐up after surgical resection. To account for confounders, a competing risk multivariable regression analysis was used. Results A total of 1001 patients had a mean age of 66.6 (±9.64), with 46.3% ( n = 463) of patients being female. A majority, 94.6% ( n = 947), identified as white, and 64.1% ( n = 641) had at least a college degree. The median length of follow‐up after surgery was 1.8 years (interquartile range: 0.9–3.5). Multivariable analysis adjusting for competing risk of death, showed that patients who are least marginalized are 1.57 times more likely to have their follow‐up than those most marginalized (hazard ratio: 1.57, 95% confidence interval: 1.08–2.29, p = 0.017). Conclusion SDH impact many aspects of patient's care including a higher risk of loss to follow‐up for marginalized patients after surgery for PDAC. Future efforts should seek to identify and lower barriers faced by marginalized patients with system‐level changes to ensure equitable access.
Long-Term Reoperation Rates Following Pancreatoduodenectomy for Pancreatic Adenocarcinoma
Zhang, Chi , Lu, Lauren , Sultan, Ahmer , Smoot, Rory L. , Kendrick, Michael L., Truty, Mark J. , Warner, Susanne G, Hanson, Kristine, Truty, Mark, Smoot, Rory L , Hanson, Kristine T. , Starlinger, Patrick , Kendrick, Michael L. , Warner, Susanne G. , Thiels, Cornelius A.

The American Surgeon™ | November 29, 2024 | Volume: 91 | Issue: 4 | Pages: 518-527

10.1177/00031348241304021 Get It

Background Short-term outcomes after pancreatoduodenectomy (PD) are well-studied, but long-term reoperation rates and their indications remain poorly characterized. Methods A single-center retrospective chart review was performed on patients who underwent PD for pancreatic adenocarcinoma between 1/2011 and 12/2021. Reoperations occurring >90 days after PD were dichotomized to being related or unrelated to the index PD or pancreatic adenocarcinoma. The Kaplan-Meier analysis estimated the incidence of long-term reoperation at 1 and 5 years postoperatively. Results Six-hundred twenty-eight patients were included. The 5-year incidence of any additional operation >90 days after PD was 30.0% (95% CI 23.2-36.2%), and the 5-year incidence of any long-term related reoperation was 21.2% (95% CI 15.0-26.8%). The most common indications for reoperations by 5-year incidence were cancer recurrence (12.8%, 95% CI 7.6-17.7%), incisional hernia (6.2%, 95% CI 2.6-9.7%), small bowel obstruction (1.3%, 95% CI 0.2-2.4%), and leak, fistula, or infection (1.0%, 95% CI 0.1-2.0%). Of the examined risk factors, only 90-day reoperation was found to be predictive of long-term related reoperations ( P = 0.02). Additionally, the 5-year incidence of endoscopic or interventional radiology procedures was 20.2% (95% CI 14.5-25.4%). However, 40.9% (95% CI 33.6-47.3%) of patients required additional surgery or procedures of any kind between 90 days and 5 years after PD. Discussion Within 5 years of PD, one in three patients required additional surgery, and one in five had operations for related indications. Related reoperative indications included recurrence, hernia, PD-specific complications, and small bowel obstruction. However, the rates of each of these reoperations were relatively low.