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1.
Cell ; 181(4): 832-847.e18, 2020 05 14.
Article in English | MEDLINE | ID: mdl-32304665

ABSTRACT

Obesity is a major modifiable risk factor for pancreatic ductal adenocarcinoma (PDAC), yet how and when obesity contributes to PDAC progression is not well understood. Leveraging an autochthonous mouse model, we demonstrate a causal and reversible role for obesity in early PDAC progression, showing that obesity markedly enhances tumorigenesis, while genetic or dietary induction of weight loss intercepts cancer development. Molecular analyses of human and murine samples define microenvironmental consequences of obesity that foster tumorigenesis rather than new driver gene mutations, including significant pancreatic islet cell adaptation in obesity-associated tumors. Specifically, we identify aberrant beta cell expression of the peptide hormone cholecystokinin (Cck) in response to obesity and show that islet Cck promotes oncogenic Kras-driven pancreatic ductal tumorigenesis. Our studies argue that PDAC progression is driven by local obesity-associated changes in the tumor microenvironment and implicate endocrine-exocrine signaling beyond insulin in PDAC development.


Subject(s)
Carcinoma, Pancreatic Ductal/etiology , Carcinoma, Pancreatic Ductal/metabolism , Obesity/metabolism , Animals , Carcinogenesis/genetics , Carcinoma, Pancreatic Ductal/pathology , Cell Line , Cell Line, Tumor , Cell Transformation, Neoplastic/genetics , Disease Models, Animal , Disease Progression , Endocrine Cells/metabolism , Exocrine Glands/metabolism , Female , Gene Expression Regulation, Neoplastic/genetics , Humans , Male , Mice , Mice, Inbred C57BL , Mutation/genetics , Obesity/genetics , Pancreatic Neoplasms/metabolism , Pancreatic Neoplasms/pathology , Signal Transduction/genetics , Tumor Microenvironment/physiology , Pancreatic Neoplasms
2.
Ann Surg Oncol ; 31(1): 413-420, 2024 Jan.
Article in English | MEDLINE | ID: mdl-37755563

ABSTRACT

BACKGROUND: Improved treatment strategies are needed for patients with locally advanced gastric cancer with poor response to neoadjuvant chemotherapy. We aimed to describe patterns of failure for patients with no or partial response (NR, PR) to preoperative chemotherapy. PATIENTS AND METHODS: We analyzed patients with locally advanced gastric cancer treated from 2008 to 2022 with preoperative chemotherapy followed by surgery with D2 resection. We excluded patients who received radiation. Cumulative incidence of locoregional failure (LRF) and distant metastases (DM) were calculated. For patients with recurrent abdominal disease, hypothetical radiation clinical treatment volumes (CTV) were contoured on postoperative scans and compared with patterns of recurrence. RESULTS: A total of 60 patients were identified. The most used preoperative chemotherapy was FLOT (38.6%), followed by FOLFOX (30%) and ECF/ECX/EOX (23.3%). Four (6.7%), 40 (66.7%), and 9 patients (15%) had a complete pathologic response (CR), PR, and NR to neoadjuvant therapy, respectively. Among patients without a CR, 3-year overall and progression-free survival rates were 62.3% (95% CI 48-76.6%) and 51.3% (95% CI 36.9-65.7%), respectively. Three-year cumulative incidence of LRF and DM were 8.4% (95% CI 0.4-16.4%) and 41.0% (95% CI 26.3-55.4%), respectively. Absolute rates of patients having the first site of recurrence encompassed by a postoperative radiation CTV was 2.0% for patients without a CR and 0% for patients with NR. CONCLUSIONS: Patients with locally advanced gastric cancer with less than a CR to chemotherapy have poor outcomes due to high rates of DM. Adjuvant locoregional therapy such as radiation is unlikely to affect survival.


Subject(s)
Stomach Neoplasms , Humans , Stomach Neoplasms/pathology , Neoadjuvant Therapy , Antineoplastic Combined Chemotherapy Protocols/therapeutic use , Combined Modality Therapy , Radiotherapy, Adjuvant , Chemotherapy, Adjuvant , Neoplasm Staging
3.
Ann Surg Oncol ; 30(6): 3479-3488, 2023 Jun.
Article in English | MEDLINE | ID: mdl-36792768

ABSTRACT

BACKGROUND: The most used pancreatic cancer (PC) resectability criteria are descriptive in nature or based solely on dichotomous degree of involvement (< 180° or > 180°) of vessels, which allows for a high degree of subjectivity and inconsistency. METHODS: Radiographic measurements of the circumferential degree and length of tumor contact with major peripancreatic vessels were retrospectively obtained from pre-treatment multi-detector computed tomography (MDCT) images from PC patients treated between 2001 and 2015 at two large academic institutions. Arterial and venous scores were calculated for each patient, then tested for a correlation with tumor resection and R0 resection. RESULTS: The analysis included 466 patients. Arterial and venous scores were highly predictive of resection and R0 resection in both the training (n = 294) and validation (n = 172) cohorts. A recursive partitioning tree based on arterial and venous score cutoffs developed with the training cohort was able to stratify patients of the validation cohort into discrete groups with distinct resectability probabilities. A refined recursive partitioning tree composed of three resectability groups was generated, with probabilities of resection and R0 resection of respectively 94 and 73% for group A, 61 and 35% for group B, and 4 and 2% for group C. This resectability scoring system (RSS) was highly prognostic, predicting median overall survival times of 27, 18.9, and 13.5 months respectively for patients in RSS groups A, B, and C (p < 0.001). CONCLUSIONS: The proposed RSS was highly predictive of resection, R0 resection, and prognosis for patients with PC when tested against an external dataset.


Subject(s)
Adenocarcinoma , Pancreatic Neoplasms , Humans , Pancreatic Neoplasms/diagnostic imaging , Pancreatic Neoplasms/surgery , Pancreatic Neoplasms/pathology , Adenocarcinoma/diagnostic imaging , Adenocarcinoma/surgery , Adenocarcinoma/pathology , Retrospective Studies , Treatment Outcome , Pancreatic Neoplasms
4.
Chem Res Toxicol ; 36(3): 465-478, 2023 03 20.
Article in English | MEDLINE | ID: mdl-36877669

ABSTRACT

The need for careful assembly, training, and validation of quantitative structure-activity/property models (QSAR/QSPR) is more significant than ever as data sets become larger and sophisticated machine learning tools become increasingly ubiquitous and accessible to the scientific community. Regulatory agencies such as the United States Environmental Protection Agency must carefully scrutinize each aspect of a resulting QSAR/QSPR model to determine its potential use in environmental exposure and hazard assessment. Herein, we revisit the goals of the Organisation for Economic Cooperation and Development (OECD) in our application and discuss the validation principles for structure-activity models. We apply these principles to a model for predicting water solubility of organic compounds derived using random forest regression, a common machine learning approach in the QSA/PR literature. Using public sources, we carefully assembled and curated a data set consisting of 10,200 unique chemical structures with associated water solubility measurements. This data set was then used as a focal narrative to methodically consider the OECD's QSA/PR principles and how they can be applied to random forests. Despite some expert, mechanistically informed supervision of descriptor selection to enhance model interpretability, we achieved a model of water solubility with comparable performance to previously published models (5-fold cross validated performance 0.81 R2 and 0.98 RMSE). We hope this work will catalyze a necessary conversation around the importance of cautiously modernizing and explicitly leveraging OECD principles while pursuing state-of-the-art machine learning approaches to derive QSA/PR models suitable for regulatory consideration.


Subject(s)
Organisation for Economic Co-Operation and Development , Quantitative Structure-Activity Relationship , Solubility , Algorithms , Water/chemistry
5.
Gut ; 70(5): 884-889, 2021 05.
Article in English | MEDLINE | ID: mdl-32887732

ABSTRACT

OBJECTIVE: The success of treatment planning relies critically on our ability to predict the potential benefit of a therapy. In colorectal cancer (CRC), several nomograms are available to predict different outcomes based on the use of tumour specific features. Our objective is to provide an accurate and explainable prediction of the risk to die within 10 years after CRC diagnosis, by incorporating the tumour features and the patient medical and demographic information. DESIGN: In the prostate, lung, colorectal and ovarian cancer screening (PLCO) Trial, participants (n=154 900) were randomised to screening with flexible sigmoidoscopy, with a repeat screening at 3 or 5 years, or to usual care. We selected patients who were diagnosed with CRC during the follow-up to train a gradient-boosted model to predict the risk to die within 10 years after CRC diagnosis. Using Shapley values, we determined the 20 most relevant features and provided explanation to prediction. RESULTS: During the follow-up, 2359 patients were diagnosed with CRC. Median follow-up was 16.8 years (14.4-18.9) for mortality. In total, 686 patients (29%) died from CRC during the follow-up. The dataset was randomly split into a training (n=1887) and a testing (n=472) dataset. The area under the receiver operating characteristic was 0.84 (±0.04) and accuracy was 0.83 (±0.04) with a 0.5 classification threshold. The model is available online for research use. CONCLUSIONS: We trained and validated a model with prospective data from a large multicentre cohort of patients. The model has high predictive performances at the individual scale. It could be used to discuss treatment strategies.


Subject(s)
Artificial Intelligence , Colorectal Neoplasms/mortality , Sigmoidoscopy , Aged , Female , Humans , Male , Middle Aged , Predictive Value of Tests , Prospective Studies , Risk Assessment , Survival Analysis
6.
J Natl Compr Canc Netw ; 19(2): 163-171, 2021 01 05.
Article in English | MEDLINE | ID: mdl-33401234

ABSTRACT

BACKGROUND: Patients with cancer are at high risk for having mental disorders, resulting in widespread psychosocial screening efforts. However, there is a need for population-based and longitudinal studies of mental disorders among patients who have gastrointestinal cancer and particular among elderly patients. PATIENTS AND METHODS: We used the SEER-Medicare database to identify patients aged ≥65 years with colorectal, pancreatic, gastric, hepatic/biliary, esophageal, or anal cancer. Earlier (12 months before or up to 6 months after cancer diagnosis) and subsequent mental disorder diagnoses were identified. RESULTS: Of 112,283 patients, prevalence of an earlier mental disorder was 21%, 23%, 20%, 20%, 19%, and 26% for colorectal, pancreatic, gastric, hepatic/biliary, esophageal, and anal cancer, respectively. An increased odds of an earlier mental disorder was associated with pancreatic cancer (odds ratio [OR], 1.17; 95% CI, 1.11-1.23), esophageal cancer (OR, 1.10; 95% CI, 1.02-1.18), and anal cancer (OR, 1.17; 95% CI, 1.05-1.30) compared with colorectal cancer and with having regional versus local disease (OR, 1.09; 95% CI, 1.06-1.13). The cumulative incidence of a subsequent mental disorder at 5 years was 19%, 16%, 14%, 13%, 12%, and 10% for patients with anal, colorectal, esophageal, gastric, hepatic/biliary, and pancreatic cancer, respectively. There was an association with having regional disease (hazard ratio [HR], 1.08; 95% CI, 1.04-1.12) or distant disease (HR, 1.36; 95% CI, 1.28-1.45) compared with local disease and the development of a mental disorder. Although the development of a subsequent mental disorder was more common among patients with advanced cancers, there continued to be a significant number of patients with earlier-stage disease at risk. CONCLUSIONS: This study suggests a larger role for incorporating psychiatric symptom screening and management throughout oncologic care.


Subject(s)
Gastrointestinal Neoplasms , Mental Disorders , Gastrointestinal Neoplasms/epidemiology , Humans , Incidence , Longitudinal Studies , Medicare , Mental Disorders/epidemiology , Mental Disorders/etiology , SEER Program , United States
7.
J Natl Compr Canc Netw ; 19(5): 541-565, 2021 May 01.
Article in English | MEDLINE | ID: mdl-34030131

ABSTRACT

The NCCN Guidelines for Hepatobiliary Cancers focus on the screening, diagnosis, staging, treatment, and management of hepatocellular carcinoma (HCC), gallbladder cancer, and cancer of the bile ducts (intrahepatic and extrahepatic cholangiocarcinoma). Due to the multiple modalities that can be used to treat the disease and the complications that can arise from comorbid liver dysfunction, a multidisciplinary evaluation is essential for determining an optimal treatment strategy. A multidisciplinary team should include hepatologists, diagnostic radiologists, interventional radiologists, surgeons, medical oncologists, and pathologists with hepatobiliary cancer expertise. In addition to surgery, transplant, and intra-arterial therapies, there have been great advances in the systemic treatment of HCC. Until recently, sorafenib was the only systemic therapy option for patients with advanced HCC. In 2020, the combination of atezolizumab and bevacizumab became the first regimen to show superior survival to sorafenib, gaining it FDA approval as a new frontline standard regimen for unresectable or metastatic HCC. This article discusses the NCCN Guidelines recommendations for HCC.


Subject(s)
Carcinoma, Hepatocellular , Liver Neoplasms , Carcinoma, Hepatocellular/diagnosis , Carcinoma, Hepatocellular/therapy , Humans , Liver Neoplasms/diagnosis , Liver Neoplasms/therapy , Sorafenib/therapeutic use
8.
Cancer ; 126(15): 3560-3568, 2020 08 01.
Article in English | MEDLINE | ID: mdl-32426866

ABSTRACT

BACKGROUND: The comparative risks of a second cancer diagnosis are uncertain after primary cancer treatment with 3-dimensional conformal radiotherapy (3DCRT), intensity-modulated radiotherapy (IMRT), or proton beam radiotherapy (PBRT). METHODS: Pediatric and adult patients with a first cancer diagnosis between 2004 and 2015 who received 3DCRT, IMRT, or PBRT were identified in the National Cancer Database from 9 tumor types: head and neck, gastrointestinal, gynecologic, lymphoma, lung, prostate, breast, bone/soft tissue, and brain/central nervous system. The diagnosis of second cancer was modeled using multivariable logistic regression adjusting for age, follow-up duration, radiotherapy (RT) dose, chemotherapy, sociodemographic variables, and other factors. Propensity score matching also was used to balance baseline characteristics. RESULTS: In total, 450,373 patients were identified (33.5% received 3DCRT, 65.2% received IMRT, and 1.3% received PBRT) with median follow-up of 5.1 years after RT completion and a cumulative follow-up period of 2.54 million person-years. Overall, the incidence of second cancer diagnosis was 1.55 per 100 patient-years. In a comparison between IMRT versus 3DCRT, there was no overall difference in the risk of second cancer (adjusted odds ratio [OR], 1.00; 95% CI, 0.97-1.02; P = .75). By comparison, PBRT had an overall lower risk of second cancer versus IMRT (adjusted OR, 0.31; 95% CI, 0.26-0.36; P < .0001). Results within each tumor type generally were consistent in the pooled analyses and also were maintained in propensity score-matched analyses. CONCLUSIONS: The risk of a second cancer diagnosis was similar after IMRT versus 3DCRT, whereas PBRT was associated with a lower risk of second cancer risk. Future work is warranted to determine the cost-effectiveness of PBRT and to identify the population best suited for this treatment.


Subject(s)
Abnormalities, Radiation-Induced/diagnosis , Neoplasms, Second Primary/diagnosis , Proton Therapy/adverse effects , Radiotherapy, Conformal/adverse effects , Radiotherapy, Intensity-Modulated/adverse effects , Abnormalities, Radiation-Induced/epidemiology , Abnormalities, Radiation-Induced/pathology , Aged , Female , Gastrointestinal Neoplasms/complications , Gastrointestinal Neoplasms/epidemiology , Gastrointestinal Neoplasms/radiotherapy , Genital Neoplasms, Female/complications , Genital Neoplasms, Female/epidemiology , Genital Neoplasms, Female/radiotherapy , Head and Neck Neoplasms/complications , Head and Neck Neoplasms/epidemiology , Head and Neck Neoplasms/radiotherapy , Humans , Lymphoma/complications , Lymphoma/epidemiology , Lymphoma/radiotherapy , Male , Middle Aged , Neoplasms, Second Primary/epidemiology , Neoplasms, Second Primary/etiology , Neoplasms, Second Primary/pathology , Risk Factors
9.
Gastric Cancer ; 23(1): 175-183, 2020 01.
Article in English | MEDLINE | ID: mdl-31230228

ABSTRACT

BACKGROUND: Gastroesophageal junction (GEJ) cancers can be treated with equipoise using neoadjuvant chemoradiation (NACRT) or chemotherapy alone (NAC), but the comparative outcomes are unclear. METHODS: Patients with non-metastatic T2-4 or N1-3 GEJ adenocarcinoma who underwent definitive surgery and NAC or NACRT were selected from the National Cancer Database. The primary outcome was overall survival (OS). Multivariable regression and propensity score analysis were used to adjust for age, comorbidity, and other characteristics. RESULTS: We identified 2435 patients treated with NACRT and 648 patients treated with NAC. OS was not significantly different between NACRT and NAC (51% versus 54% at 3 years, respectively, P = 0.11). Extent of pathological downstaging (complete, partial/mixed, none) after NACRT or NAC was highly prognostic of survival. Patients with no response did equally poorly after either preoperative regimen, and NAC was significantly less likely than NACRT to produce any response (adjusted odds ratio 0.62, P < 0.0001). Rate of adjuvant chemotherapy usage was significantly lower after NACRT than after NAC (12% versus 34%, P < 0.0001). In patients with residual tumor and nodal disease, adjuvant chemotherapy was associated with higher OS after NACRT (adjusted hazard ratio 0.81, P = 0.05), but not after NAC. These results were further validated by propensity score analysis. CONCLUSIONS: NACRT had similar survival to NAC despite superior pathological downstaging. Adjuvant chemotherapy is relatively underused after NACRT and warrants further study as a risk-adapted means to improve survival, especially in patients with larger burden of residual disease.


Subject(s)
Adenocarcinoma/mortality , Adenocarcinoma/therapy , Esophageal Neoplasms/mortality , Esophageal Neoplasms/therapy , Adenocarcinoma/pathology , Aged , Chemoradiotherapy/methods , Chemotherapy, Adjuvant , Esophageal Neoplasms/pathology , Esophagogastric Junction/pathology , Female , Humans , Male , Middle Aged , Neoadjuvant Therapy , Treatment Outcome
10.
HPB (Oxford) ; 22(12): 1759-1765, 2020 12.
Article in English | MEDLINE | ID: mdl-32317226

ABSTRACT

BACKGROUND: Signet ring cell carcinoma (SRCC) of the ampulla of Vater is poorly understood, with approximately 22 reported cases. Our study sought to create a comprehensive review of cases in the United States. METHODS: We used the Surveillance, Epidemiology, and End Results Program to collect all cases of ampullary adenocarcinoma diagnosed between 2010 and 2015. RESULTS: The age-adjusted incidence rate of SRCC of the ampulla of Vater was 1.2 cases per 10,000,000 persons per year, with 50% more cases in males than females. We identified 3448 cases of adenocarcinoma of the ampulla of Vater, 81 of which were SRCC (2.3%). SRCC tended to present a later stage than other ampullary cancers, with median survival times of 17 vs. 25 months, (p = 0.07). Survival was significantly worse for SRCC when accounting for other clinical features (HR 1.46, p = 0.01). Factors portending worse prognosis in SRCC of the ampulla of Vater were advanced age, late stage and lack of surgical intervention. CONCLUSION: Our study represents the largest study of SRCC of the ampulla of Vater to date. SRCC has a poorer prognosis compared with other ampullary cancers. Optimal treatment regimen is the most important future area of study.


Subject(s)
Adenocarcinoma , Ampulla of Vater , Carcinoma, Signet Ring Cell , Common Bile Duct Neoplasms , Duodenal Neoplasms , Adenocarcinoma/epidemiology , Adenocarcinoma/surgery , Ampulla of Vater/surgery , Carcinoma, Signet Ring Cell/epidemiology , Carcinoma, Signet Ring Cell/surgery , Common Bile Duct Neoplasms/epidemiology , Common Bile Duct Neoplasms/surgery , Female , Humans , Male , United States/epidemiology
11.
Mod Pathol ; 32(8): 1217-1231, 2019 07.
Article in English | MEDLINE | ID: mdl-30962505

ABSTRACT

DNA mismatch repair protein deficient colon cancer frequently displays reduced CDX2 expression, and recent literature has suggested that negative CDX2 expression is a poor prognostic biomarker in colon cancer. We have recently demonstrated that SATB2 is an immunohistochemical marker that is complementary to CDX2. Using a tissue microarray approach, we evaluated SATB2 and CDX2 immunohistochemical expression in 514 patients with colonic adenocarcinoma including 146 with mismatch repair protein deficient tumors and correlated expression with histopathologic variables, molecular alterations, and survival. Overall, SATB2-negative and/or CDX2-negative expression was identified in 33% of mismatch repair protein deficient tumors compared with only 15% of mismatch repair protein proficient tumors (p < 0.001) and in 36% of BRAF V600E mutated compared with only 13% of BRAF wild-type tumors (p < 0.001). Both SATB2-negative and CDX2-negative colonic adenocarcinomas more often displayed lymphatic invasion, venous invasion, and perineural invasion (all with p < 0.05). SATB2-negative expression was also more frequently identified in tumors with mucinous or signet ring cell differentiation (p < 0.01 for both). In a multivariable analysis of survival in patients with mismatch repair protein deficient tumors (n = 131), only tumor stage (p = 0.01) and SATB2-negative and/or CDX2-negative expression (p = 0.009) independently predicted disease-specific survival. Of the 99 patients with stage II or III mismatch repair protein deficient tumors, death from disease only occurred in patients with either SATB2-negative or CDX2-negative tumors, and no patients with SATB2-positive/CDX2-positive tumors developed recurrence or died of disease. SATB2 and CDX2 expression had no effect on patient survival in mismatch repair protein proficient, BRAF-mutated, or KRAS-mutated tumors. In summary, our results suggest that SATB2 and CDX2 are prognostic biomarkers in patients with mismatch repair protein deficient colon cancer and that inclusion of SATB2 and CDX2 immunohistochemistry may be helpful as part of a comprehensive pathologic risk assessment in mismatch repair protein deficient colon cancer.


Subject(s)
Adenocarcinoma/chemistry , Biomarkers, Tumor/analysis , CDX2 Transcription Factor/analysis , Colonic Neoplasms/chemistry , DNA Mismatch Repair , Matrix Attachment Region Binding Proteins/analysis , Transcription Factors/analysis , Adenocarcinoma/genetics , Adenocarcinoma/mortality , Adenocarcinoma/surgery , Adult , Aged , Aged, 80 and over , Biomarkers, Tumor/genetics , California , Colonic Neoplasms/genetics , Colonic Neoplasms/mortality , Colonic Neoplasms/surgery , Disease Progression , Disease-Free Survival , Female , Humans , Immunohistochemistry , Male , Middle Aged , Mutation , Neoplasm Staging , Pennsylvania , Predictive Value of Tests , Progression-Free Survival , Proto-Oncogene Proteins B-raf/genetics , Proto-Oncogene Proteins p21(ras)/genetics , Risk Assessment , Risk Factors , Tissue Array Analysis , Young Adult
12.
Genet Med ; 21(1): 213-223, 2019 01.
Article in English | MEDLINE | ID: mdl-29961768

ABSTRACT

PURPOSE: Germline variants in double-strand DNA damage repair (dsDDR) genes (e.g., BRCA1/2) predispose to pancreatic adenocarcinoma (PDAC) and may predict sensitivity to platinum-based chemotherapy and poly(ADP) ribose polymerase (PARP) inhibitors. We sought to determine the prevalence and significance of germline cancer susceptibility gene variants in PDAC with paired somatic and survival analyses. METHODS: Using a customized next-generation sequencing panel, germline/somatic DNA was analyzed from 289 patients with resected PDAC ascertained without preselection for high-risk features (e.g., young age, personal/family history). All identified variants were assessed for pathogenicity. Outcomes were analyzed using multivariable-adjusted Cox proportional hazards regression. RESULTS: We found that 28/289 (9.7%; 95% confidence interval [CI] 6.5-13.7%) patients carried pathogenic/likely pathogenic germline variants, including 21 (7.3%) dsDDR gene variants (3 BRCA1, 4 BRCA2, 14 other dsDDR genes [ATM, BRIP1, CHEK2, NBN, PALB2, RAD50, RAD51C]), 3 Lynch syndrome, and 4 other genes (APC p.I1307K, CDKN2A, TP53). Somatic sequencing and immunohistochemistry identified second hits in the tumor in 12/27 (44.4%) patients with germline variants (1 failed sequencing). Compared with noncarriers, patients with germline dsDDR gene variants had superior overall survival (hazard ratio [HR] 0.54; 95% CI 0.30-0.99; P = 0.05). CONCLUSION: Nearly 10% of PDAC patients harbor germline variants, although the majority lack somatic second hits, the therapeutic significance of which warrants further study.


Subject(s)
Adenocarcinoma/genetics , Genetic Predisposition to Disease , Neoplasm Proteins/genetics , Pancreatic Neoplasms/genetics , Adenocarcinoma/epidemiology , Adenocarcinoma/pathology , Adenocarcinoma/surgery , Adult , Aged , DNA Breaks, Double-Stranded , Disease-Free Survival , Ethnicity/genetics , Female , Germ-Line Mutation/genetics , High-Throughput Nucleotide Sequencing , Humans , Male , Middle Aged , Pancreatic Neoplasms/epidemiology , Pancreatic Neoplasms/pathology , Pancreatic Neoplasms/surgery
14.
J Natl Compr Canc Netw ; 17(4): 302-310, 2019 04 01.
Article in English | MEDLINE | ID: mdl-30959462

ABSTRACT

The NCCN Guidelines for Hepatobiliary Cancers provide treatment recommendations for cancers of the liver, gallbladder, and bile ducts. The NCCN Hepatobiliary Cancers Panel meets at least annually to review comments from reviewers within their institutions, examine relevant new data from publications and abstracts, and reevaluate and update their recommendations. These NCCN Guidelines Insights summarize the panel's discussion and updated recommendations regarding systemic therapy for first-line and subsequent-line treatment of patients with hepatocellular carcinoma.


Subject(s)
Carcinoma, Hepatocellular , Liver Neoplasms , Humans
17.
Br J Cancer ; 117(12): 1874-1882, 2017 Dec 05.
Article in English | MEDLINE | ID: mdl-28982112

ABSTRACT

BACKGROUND: Few studies have simultaneously assessed the prognostic value of the multiple classification systems for lymph node (LN) metastases in resected pancreatic ductal adenocarcinoma (PDAC). METHODS: In 600 patients with resected PDAC, we examined the association of LN parameters (AJCC 7th and 8th editions, LN ratio (LNR), and log odds of metastatic LN (LODDS)) with pattern of recurrence and patient survival using logistic regression and Cox proportional hazards regression, respectively. Regression models adjusted for age, sex, margin status, tumour grade, and perioperative therapy. RESULTS: Lymph node metastases classified by AJCC 7th and 8th editions, LNR, and LODDS were associated with worse disease free-survival (DFS) and overall survival (OS) (all Ptrend<0.01). American Joint Committee on Cancer 8th edition effectively predicted DFS and OS, while minimising model complexity. Lymph node metastases had weaker prognostic value in patients with positive margins and distal resections (both Pinteraction<0.03). Lymph node metastases by AJCC 7th and 8th editions did not predict the likelihood of local disease as the first site of recurrence. CONCLUSIONS: American Joint Committee on Cancer 8th edition LN classification is an effective and practical tool to predict outcomes in patients with resected PDAC. However, the prognostic value of LN metastases is attenuated in patients with positive resection margins and distal pancreatectomies.


Subject(s)
Carcinoma, Pancreatic Ductal/secondary , Lymph Node Excision , Lymph Nodes/pathology , Neoplasm Recurrence, Local/pathology , Pancreatic Neoplasms/pathology , Aged , Aged, 80 and over , Carcinoma, Pancreatic Ductal/surgery , Disease-Free Survival , Female , Humans , Lymph Nodes/surgery , Lymphatic Metastasis , Male , Margins of Excision , Middle Aged , Neoplasm, Residual , Pancreatectomy/methods , Pancreatic Neoplasms/surgery , Pancreaticoduodenectomy/methods , Proportional Hazards Models , Survival Rate
18.
Radiology ; 283(2): 460-468, 2017 05.
Article in English | MEDLINE | ID: mdl-28045603

ABSTRACT

Purpose To assess the cost-effectiveness of stereotactic body radiation therapy (SBRT) versus radiofrequency ablation (RFA) for patients with inoperable localized hepatocellular carcinoma (HCC) who are eligible for both SBRT and RFA. Materials and Methods A decision-analytic Markov model was developed for patients with inoperable, localized HCC who were eligible for both RFA and SBRT to evaluate the cost-effectiveness of the following treatment strategies: (a) SBRT as initial treatment followed by SBRT for local progression (SBRT-SBRT), (b) RFA followed by RFA for local progression (RFA-RFA), (c) SBRT followed by RFA for local progression (SBRT-RFA), and (d) RFA followed by SBRT for local progression (RFA-SBRT). Probabilities of disease progression, treatment characteristics, and mortality were derived from published studies. Outcomes included health benefits expressed as discounted quality-adjusted life years (QALYs), costs in U.S. dollars, and cost-effectiveness expressed as an incremental cost-effectiveness ratio. Deterministic and probabilistic sensitivity analysis was performed to assess the robustness of the findings. Results In the base case, SBRT-SBRT yielded the most QALYs (1.565) and cost $197 557. RFA-SBRT yielded 1.558 QALYs and cost $193 288. SBRT-SBRT was not cost-effective, at $558 679 per QALY gained relative to RFA-SBRT. RFA-SBRT was the preferred strategy, because RFA-RFA and SBRT-RFA were less effective and more costly. In all evaluated scenarios, SBRT was preferred as salvage therapy for local progression after RFA. Probabilistic sensitivity analysis showed that at a willingness-to-pay threshold of $100 000 per QALY gained, RFA-SBRT was preferred in 65.8% of simulations. Conclusion SBRT for initial treatment of localized, inoperable HCC is not cost-effective. However, SBRT is the preferred salvage therapy for local progression after RFA. © RSNA, 2017 Online supplemental material is available for this article.


Subject(s)
Carcinoma, Hepatocellular/economics , Carcinoma, Hepatocellular/mortality , Catheter Ablation/economics , Liver Neoplasms/economics , Liver Neoplasms/mortality , Radiosurgery/economics , Catheter Ablation/mortality , Catheter Ablation/statistics & numerical data , Computer Simulation , Cost-Benefit Analysis/economics , Health Care Costs/statistics & numerical data , Humans , Markov Chains , Models, Economic , Postoperative Complications/economics , Postoperative Complications/mortality , Prevalence , Prognosis , Proportional Hazards Models , Radiation Injuries/economics , Radiation Injuries/mortality , Radiosurgery/mortality , Radiosurgery/statistics & numerical data , Reproducibility of Results , Risk Assessment/methods , Sensitivity and Specificity , Survival Rate , United States/epidemiology
19.
J Natl Compr Canc Netw ; 15(5): 563-573, 2017 05.
Article in English | MEDLINE | ID: mdl-28476736

ABSTRACT

The NCCN Guidelines for Hepatobiliary Cancers provide treatment recommendations for cancers of the liver, gallbladder, and bile ducts. The NCCN Hepatobiliary Cancers Panel meets at least annually to review comments from reviewers within their institutions, examine relevant new data from publications and abstracts, and reevaluate and update their recommendations. These NCCN Guidelines Insights summarize the panel's discussion and most recent recommendations regarding locoregional therapy for treatment of patients with hepatocellular carcinoma.


Subject(s)
Carcinoma, Hepatocellular/therapy , Liver Neoplasms/therapy , Humans , United States
20.
PLoS Comput Biol ; 12(2): e1004495, 2016 Feb.
Article in English | MEDLINE | ID: mdl-26871706

ABSTRACT

Developing physiologically-based pharmacokinetic (PBPK) models for chemicals can be resource-intensive, as neither chemical-specific parameters nor in vivo pharmacokinetic data are easily available for model construction. Previously developed, well-parameterized, and thoroughly-vetted models can be a great resource for the construction of models pertaining to new chemicals. A PBPK knowledgebase was compiled and developed from existing PBPK-related articles and used to develop new models. From 2,039 PBPK-related articles published between 1977 and 2013, 307 unique chemicals were identified for use as the basis of our knowledgebase. Keywords related to species, gender, developmental stages, and organs were analyzed from the articles within the PBPK knowledgebase. A correlation matrix of the 307 chemicals in the PBPK knowledgebase was calculated based on pharmacokinetic-relevant molecular descriptors. Chemicals in the PBPK knowledgebase were ranked based on their correlation toward ethylbenzene and gefitinib. Next, multiple chemicals were selected to represent exact matches, close analogues, or non-analogues of the target case study chemicals. Parameters, equations, or experimental data relevant to existing models for these chemicals and their analogues were used to construct new models, and model predictions were compared to observed values. This compiled knowledgebase provides a chemical structure-based approach for identifying PBPK models relevant to other chemical entities. Using suitable correlation metrics, we demonstrated that models of chemical analogues in the PBPK knowledgebase can guide the construction of PBPK models for other chemicals.


Subject(s)
Models, Biological , Pharmaceutical Preparations/metabolism , Pharmacokinetics , Animals , Computational Biology , Humans , Knowledge Bases , Mice , Rats , Swine
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