1
|
Patil A, Salvatori R, Smith L, Jenkins SM, Cannon A, Hartley CP, Graham RP, Moreira RK. Artificial intelligence-based reticulin proportionate area - a novel histological outcome predictor in hepatocellular carcinoma. Histopathology 2023; 83:512-525. [PMID: 37387193 DOI: 10.1111/his.15001] [Citation(s) in RCA: 2] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/22/2023] [Revised: 05/18/2023] [Accepted: 06/17/2023] [Indexed: 07/01/2023]
Abstract
AIMS Reticulin stain is used routinely in the histological evaluation of hepatocellular carcinoma (HCC). The goal of this study was to assess whether the histological reticulin proportionate area (RPA) in HCCs predicts tumour-related outcomes. METHODS AND RESULTS We developed and validated a supervised artificial intelligence (AI) model that utilises a cloud-based, deep-learning AI platform (Aiforia Technologies, Helsinki, Finland) to specifically recognise and quantify the reticulin framework in normal livers and HCCs using routine reticulin staining. We applied this reticulin AI model to a cohort of consecutive HCC cases from patients undergoing curative resection between 2005 and 2015. A total of 101 HCC resections were included (median age = 68 years, 64 males, median follow-up time = 49.9 months). AI model RPA reduction of > 50% (compared to normal liver tissue) was predictive of metastasis [hazard ratio (HR) = 3.76, P = 0.004, disease-free survival (DFS, HR = 2.48, P < 0.001) and overall survival (OS), HR = 2.80, P = 0.001]. In a Cox regression model, which included clinical and pathological variables, RPA decrease was an independent predictor of DFS and OS and the only independent predictor of metastasis. Similar results were found in the moderately differentiated HCC subgroup (WHO grade 2), in which reticulin quantitative analysis was an independent predictor of metastasis, DFS and OS. CONCLUSION Our data indicate that decreased RPA is a strong predictor of various HCC-related outcomes, including within the moderately differentiated subgroup. Reticulin, therefore, may represent a novel and important prognostic HCC marker, to be further explored and validated.
Collapse
Affiliation(s)
- Ameya Patil
- Department of Laboratory Medicine and Pathology, Mayo Clinic, Rochester, MN
| | - Rebecca Salvatori
- Department of Laboratory Medicine and Pathology, Mayo Clinic, Rochester, MN
| | | | - Sarah M Jenkins
- Department of Laboratory Medicine and Pathology, Mayo Clinic, Rochester, MN
| | - Andrew Cannon
- Department of Laboratory Medicine and Pathology, Mayo Clinic, Rochester, MN
| | | | - Rondell P Graham
- Department of Laboratory Medicine and Pathology, Mayo Clinic, Rochester, MN
| | - Roger K Moreira
- Department of Laboratory Medicine and Pathology, Mayo Clinic, Rochester, MN
| |
Collapse
|
2
|
Satala CB, Jung I, Kobori L, Kovacs Z, Fodor D, Szodorai R, Gurzu S. Benefits of the 8th American Joint Committee on Cancer System for Hepatocellular Carcinoma Staging. J Gastrointest Cancer 2021; 52:243-248. [PMID: 32173767 DOI: 10.1007/s12029-020-00394-z] [Citation(s) in RCA: 9] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/05/2023]
Abstract
PURPOSE We aimed to emphasize the prognostic impact of differences included in the 8th versus the previous 7th edition of AJCC (American Joint Committee on Cancer) Cancer Staging manual for hepatocellular carcinoma (HCC). METHODS A number of 87 consecutive HCCs were retrospectively evaluated and staged, using the 7th and 8th edition of AJCC staging systems. The clinicopathological parameters were correlated with the overall survival rate. No preoperative chemotherapy was received by any of the patients. RESULTS According to the 7th edition of AJCC manual, 52 of the 87 cases were staged as pT2 and 35 as pT1. After restaging, according to the 8th edition, 23 of the 52 pT2 cases were understaged as pT1b, and the rest of the 29 remained as pT2. Regarding the 35 HCCs classified as pT1, using 7th edition, all of them were restaged as pT1a. Compared to the 7th staging system, using the 8th edition of AJCC manual, the percentage of pT2 tumors significantly decreased, from 59.77 to 33.33%. The patient's gender, age, tumor focality, and grade of differentiation did not prove to have any prognostic value. Regarding pT stage, it does not influence the overall survival rate, independently from the used staging system. CONCLUSION The staging criteria, in the most recent edition of AJCC, are simplified and allowed tumor understaging. These changes do not have independent prognostic value. The prognostic impact of pT understaging should be evaluated in larger cohorts.
Collapse
Affiliation(s)
- Catalin Bogdan Satala
- Department of Pathology, Emil Palade University of Medicine, Pharmacy, Sciences and Technology, 38 Gheorghe Marinescu Street, 530149, Targu-Mures, Romania
- Department of Pathology, Clinical County Emergency Hospital, Targu-Mures, Romania
| | - Ioan Jung
- Department of Pathology, Emil Palade University of Medicine, Pharmacy, Sciences and Technology, 38 Gheorghe Marinescu Street, 530149, Targu-Mures, Romania
| | - Laszlo Kobori
- Department of Transplantation and Surgery, Semmelweis University, Budapest, Hungary
| | - Zsolt Kovacs
- Department of Pathology, Clinical County Emergency Hospital, Targu-Mures, Romania
| | - Decebal Fodor
- Department of Pathology, Clinical County Emergency Hospital, Targu-Mures, Romania
- Department of Anatomy and Embryology, Emil Palade University of Medicine, Pharmacy, Sciences and Technology, Targu-Mures, Romania
| | - Rita Szodorai
- Department of Pathology, Emil Palade University of Medicine, Pharmacy, Sciences and Technology, 38 Gheorghe Marinescu Street, 530149, Targu-Mures, Romania
| | - Simona Gurzu
- Department of Pathology, Emil Palade University of Medicine, Pharmacy, Sciences and Technology, 38 Gheorghe Marinescu Street, 530149, Targu-Mures, Romania.
- Department of Pathology, Clinical County Emergency Hospital, Targu-Mures, Romania.
- Department of Pathology, Research Center (CCAMF) of the Emil Palade University of Medicine, Pharmacy, Sciences and Technology, Targu-Mures, Romania.
| |
Collapse
|
3
|
Laroia ST, Yadav K, Rastogi A, Kumar G, Kumar S, Sarin SK. Diagnostic efficacy of dynamic liver imaging using qualitative diagnostic algorithm versus LI-RADS v2018 lexicon for atypical versus classical HCC lesions: A decade of experience from a tertiary liver institute. Eur J Radiol Open 2020; 7:100219. [PMID: 32083152 PMCID: PMC7016378 DOI: 10.1016/j.ejro.2020.100219] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/26/2019] [Revised: 01/20/2020] [Accepted: 01/22/2020] [Indexed: 02/07/2023] Open
Abstract
OBJECTIVE To analyze and evaluate the diagnostic performance of conventional diagnostic (qualitative) imaging features versus LI-RADSv2018 lexicon for indeterminate and atypical Hepatocellular carcinoma (HCC) on dynamic liver imaging with reference to histopathology. PATIENTS AND METHODS This retrospective study (June 2009-June 2019) evaluated the performance characteristics of conventional imaging findings, versus the Liver Imaging Reporting and Data System (LIRADS) v2018, for interpretation of indeterminate and atypical HCC, in patients who underwent subsequent histopathological analysis (gold standard). A total of 100,457 dynamic hepatobiliary CT and MR examinations were performed over ten years at our institute. Using current international imaging guidelines, 3218 patients were found to have suspected liver cancer lesions on imaging. Classical enhancement pattern of typical HCC was seen in 2916 of these patients. These patients did not require further biopsy. We enrolled, the remaining (n = 302) patients, who underwent biopsy, into our study group. Two radiologists, blinded to pathology findings, reviewed and classified these lesions, in consensus, according to LI-RADS® lexicon and as per 'conventional' (Indeterminate, Atypical HCC, Classical HCC, other malignancies) imaging. The histopathology diagnosis was considered as the final diagnosis. Alpha feto protein (AFP) levels amongst various subgroups were compared. Statistical analysis was performed to calculate the efficacy of LIRADS versus qualitative imaging parameters in comparison with histopathology. RESULTS A total of n = 302 patients, [89 % men (n = 269), mean age 57.08 ± 12.43 years] underwent biopsy for suspected liver lesions. Qualitative imaging had 92.3 % (CI 88.53-94.91) sensitivity, 41.4 % (CI 25.51-59.26) specificity, positive predictive value (PPV) of 93.7 % (CI 90.11-96.02), negative predictive value (NPV) of 36.4 % (CI 22.19-53.38), positive likelihood ratio (PLHR) of 1.575 (CI 1.40-1.77) and negative likelihood ratio of (NLHR) 0.19 (CI 0.13-0.26). It correctly classified 87.4 % of lesions diagnosed on pathology. In comparison, LI-RADS was found to have 92 % sensitivity, 55.5 % specificity, 97 % PPV, 30.3 %, NPV, PLHR 2.068 (CI 1.62-2.64), NLHR 0.15 (CI 0.11-0.18) and 89.7 % diagnostic accuracy. A total of 38 patients (17 false negative, 21 false positive lesions) had discordant diagnoses on imaging versus histopathology. The kappa agreement between LIRADs and qualitative Imaging was found to be 0.77 ± .07 (p < 0.001). LIRADS and qualitative imaging collectively had 97 % sensitivity, 30 % specificity, 91.9 % PPV, 55.6 % NPV, PLHR of 1.39 (CI 1.27-1.51) and NLHR of 0.09 (0.048-0.19) which was better than, either reporting system, independently. CONCLUSION It was observed that the LI-RADS v2018 lexicon with qualitative imaging as a combination technique added extra value in interpretation of atypical HCC or indeterminate lesions on dynamic CT and MRI compared to either as 'stand- alone' reporting systems.
Collapse
Affiliation(s)
- Shalini Thapar Laroia
- Department of Radiology, Institute of Liver and Biliary Sciences, Sector D-1, Vasant Kunj, New Delhi, 110070, India
| | - Komal Yadav
- Department of Radiology, Institute of Liver and Biliary Sciences, Sector D-1, Vasant Kunj, New Delhi, 110070, India
| | - Archana Rastogi
- Department of Pathology, Institute of Liver & Biliary Sciences, Sector D-1, Vasant Kunj, New Delhi, 110070, India
| | - Guresh Kumar
- Department of Research, Institute of Liver & Biliary Sciences, Sector D-1, Vasant Kunj, New Delhi, 110 070, India
| | - Senthil Kumar
- Department of HPB Surgery and Liver Transplantation, Institute of Liver & Biliary Sciences, Sector D-1, Vasant Kunj, New Delhi, 110 070, India
| | - Shiv Kumar Sarin
- Chair of Department of Hepatology, Institute of Liver & Biliary Sciences, Sector D-1, Vasant Kunj, New Delhi, 110070, India
| |
Collapse
|
4
|
Abstract
Many advances have developed in the pathology of liver tumors in the recent decade. Examples of these advances include the use of glutamine synthetase in the diagnosis of focal nodular hyperplasia, subtyping of hepatocellular adenomas using molecular and immunohistochemical methods, the unraveling of the fusion transcript between the DNAJB1 gene and the PRKACA gene in fibrolamellar carcinoma, and the more unified classification and terminology in intrahepatic bile duct tumors and their precursor lesions. Nevertheless, challenges still remain, e.g., the differential diagnosis between well-differentiated hepatocellular carcinoma and hepatocellular adenoma; distinction among poorly differentiated hepatocellular carcinoma, cholangiocarcinoma and metastatic neoplasm; terminology of the combined hepatocellular carcinoma-cholangiocarcinoma, etc. This review aims to address updates in the pathologic diagnosis and clinical relevance of tumors of the liver and intrahepatic bile ducts in adults and their differential diagnosis and diagnostic pitfalls.
Collapse
|
5
|
Rastogi A. Changing role of histopathology in the diagnosis and management of hepatocellular carcinoma. World J Gastroenterol 2018; 24:4000-4013. [PMID: 30254404 PMCID: PMC6148422 DOI: 10.3748/wjg.v24.i35.4000] [Citation(s) in RCA: 45] [Impact Index Per Article: 7.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 06/22/2018] [Revised: 07/23/2018] [Accepted: 08/01/2018] [Indexed: 02/06/2023] Open
Abstract
Hepatocellular carcinoma (HCC) is one of the most common and fatal cancer in the world. HCC frequently presents with advanced disease, has a high recurrence rate and limited treatment options, which leads to very poor prognosis. This warrants urgent improvement in the diagnosis and treatment. Liver biopsy plays very important role in the diagnosis and prognosis of HCC, but with technical advancements and progression in the field of imaging, clinical guidelines have restricted the role of biopsy to very limited situations. Biopsy also has its own problems of needle tract seeding of tumor, small risk of complications, technical and sampling errors along with interpretative errors. Despite this, tissue analysis is often required because imaging is not always specific, limited expertise and lack of advanced imaging in many centers and limitations of imaging in the diagnosis of small, mixed and other variant forms of HCC. In addition, biopsy confirmation is often required for clinical trials of new drugs and targeted therapies. Tissue biomarkers along with certain morphological features, phenotypes and immune-phenotypes that serve as important prognostic and outcome predictors and as decisive factors for therapy decisions, add to the continuing role of histopathology. Advancements in cancer biology and development of molecular classification of HCC with clinic pathological correlation, lead to discovery of HCC phenotypic surrogates of prognostic and therapeutically significant molecular signatures. Thus tissue characteristics and morphology based correlates of molecular subtypes provide invaluable information for management and prognosis. This review thus focuses on the importance of histopathology and resurgence of role of biopsy in the diagnosis, management and prognostication of HCC.
Collapse
Affiliation(s)
- Archana Rastogi
- Department of Pathology, Institute of Liver & Biliary Sciences, New Delhi 110070, India
| |
Collapse
|
6
|
Ancillary tests in the diagnosis of liver and pancreatic neoplasms. Cancer Cytopathol 2018; 126 Suppl 8:672-690. [DOI: 10.1002/cncy.22009] [Citation(s) in RCA: 6] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/01/2018] [Revised: 03/28/2018] [Accepted: 03/29/2018] [Indexed: 12/12/2022]
|
7
|
Sempoux C, Balabaud C, Paradis V, Bioulac-Sage P. Hepatocellular nodules in vascular liver diseases. Virchows Arch 2018; 473:33-44. [PMID: 29804132 DOI: 10.1007/s00428-018-2373-6] [Citation(s) in RCA: 25] [Impact Index Per Article: 4.2] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/21/2018] [Revised: 05/03/2018] [Accepted: 05/08/2018] [Indexed: 12/14/2022]
Abstract
Hepatocellular nodules have been recognized in vascular liver diseases for a long time and mostly described and studied in the imaging literature. Some confusions in their identification and overlap in their definitions exist, especially in this specific clinical context. Pathology descriptions report the development of nodular regenerative hyperplasia, large regenerative nodule, and focal nodular hyperplasia, as adaptive responses of the liver parenchyma to the modified blood flow. True neoplastic hepatocellular nodules such as hepatocellular adenoma and hepatocellular carcinoma can also appear, mainly in Budd-Chiari syndrome, and have to be correctly diagnosed. This is more difficult for the radiologist in these diseased livers, leading more frequently to perform liver biopsies. We describe the histology of each type of well-differentiated hepatocellular nodules and provide some clues for their differential diagnosis. A review of the literature gives an historical perspective of the problem and enlightens the frequency and the subtypes of hepatocellular nodules found in the most common vascular liver diseases.
Collapse
Affiliation(s)
- Christine Sempoux
- Service of Clinical Pathology, Lausanne University Hospital, Institute of Pathology, 25, rue du Bugnon, 1011, Lausanne, Switzerland.
| | - Charles Balabaud
- Inserm, UMR1053 Bordeaux Research In Translational Oncology, BaRITOn, F-33000 Bordeaux, Université de Bordeaux, 33076, Bordeaux, France
| | - Valérie Paradis
- Pathology department, Beaujon hospital, Inserm UMR 1149, Université Paris Diderot, 101 bd du Général Leclerc, 92110, Clichy, France
| | - Paulette Bioulac-Sage
- Inserm, UMR1053 Bordeaux Research In Translational Oncology, BaRITOn, F-33000 Bordeaux, Université de Bordeaux, 33076, Bordeaux, France
| |
Collapse
|
8
|
Multiscale systems pharmacological analysis of everolimus action in hepatocellular carcinoma. J Pharmacokinet Pharmacodyn 2018; 45:607-620. [PMID: 29725796 DOI: 10.1007/s10928-018-9590-0] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/17/2017] [Accepted: 04/23/2018] [Indexed: 12/13/2022]
Abstract
Dysregulation of mTOR pathway is common in hepatocellular carcinoma (HCC). A translational quantitative systems pharmacology (QSP), pharmacokinetic (PK), and pharmacodynamic (PD) model dissecting the circuitry of this pathway was developed to predict HCC patients' response to everolimus, an mTOR inhibitor. The time course of key signaling proteins in the mTOR pathway, HCC cells viability, tumor volume (TV) and everolimus plasma and tumor concentrations in xenograft mice, clinical PK of everolimus and progression free survival (PFS) in placebo and everolimus-treated patients were extracted from literature. A comprehensive and multiscale QSP/PK/PD model was developed, qualified, and translated to clinical settings. Model fittings and simulations were performed using Monolix software. The S6-kinase protein was identified as critical in the mTOR signaling pathway for describing everolimus lack of efficacy in HCC patients. The net growth rate constant (kg) of HCC cells was estimated at 0.02 h-1 (2.88%RSE). The partition coefficient of everolimus into the tumor (kp) was determined at 0.06 (12.98%RSE). The kg in patients was calculated from the doubling time of TV in naturally progressing HCC patients, and was determined at 0.004 day-1. Model-predicted and observed PFS were in good agreement for placebo and everolimus-treated patients. In conclusion, a multiscale QSP/PK/PD model elucidating everolimus lack of efficacy in HCC patients was successfully developed and predicted PFS reasonably well compared to observed clinical findings. This model may provide insights into clinical response to everolimus-based therapy and serve as a valuable tool for the clinical translation of efficacy for novel mTOR inhibitors.
Collapse
|
9
|
Immunostains Used to Subtype Hepatic Adenomas Do Not Distinguish Hepatic Adenomas From Hepatocellular Carcinomas. Am J Surg Pathol 2016; 40:1062-9. [DOI: 10.1097/pas.0000000000000624] [Citation(s) in RCA: 20] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/13/2022]
|
10
|
Amarapurkar D, Amarapurkar A. Indications of Liver Biopsy in the Era of Noninvasive Assessment of Liver Fibrosis. J Clin Exp Hepatol 2015; 5:314-9. [PMID: 26900273 PMCID: PMC4723644 DOI: 10.1016/j.jceh.2015.08.005] [Citation(s) in RCA: 8] [Impact Index Per Article: 0.9] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 05/30/2015] [Accepted: 08/24/2015] [Indexed: 02/07/2023] Open
Abstract
BACKGROUND Liver biopsy (LB) has been used as diagnostic modality in liver diseases (LD). Over last two decades, there has been remarkable improvement in understanding of natural history, molecular diagnostics of viral hepatitis, genetic of LD, and also limitations of LB. There is current trend in avoiding LB in the management of various LDs. AIM To determine utility of LB in clinical practice. MATERIAL AND METHODS In a prospective study, 2413 patients of LD were followed up, 219 (9%) were acute, and remaining 2194 (90.9%) were chronic LD. Patients were evaluated by biochemical parameters, virological studies, and imaging endoscopy as and when required. LB was performed in 176 (7.2%) patients when no conclusion could be drawn from the noninvasive workup. Patients with platelet count <50,000/cm(2), ascites, and overt bleeding were excluded. Patients with international normalization ratio (INR) more than 1.5 were not excluded. No prophylactic use of fresh frozen plasma and platelet transfusion was done. There was no major complication related to the procedure. Indications for LB were as follows: cryptogenic LD 38 cases, hepatitis B infection 35, suspected autoimmune hepatitis 30, mass lesion in the liver and lymphoma 29, evaluation of portal hypertension 15, elevated liver enzymes 11, hepatitis C infection 9, and drug-induced LD 4, and miscellaneous 5 cases which were primary biliary cholangitis, primary sclerosing cholangitis, cholestatic LD, sarcoidosis, and amyloidosis. RESULTS LB changed the diagnosis in 55 (31.2%). These were cryptogenic LD in 24 cases, portal hypertension 15, elevated liver enzymes 11, and 5 others. In remaining, LB confirmed clinical diagnosis and helped in making management decisions. CONCLUSION LB was required in 7.2% of patients with chronic LD. In 31.2% cases, LB changed the diagnosis. LB was a safe procedure even in presence of low platelet count and abnormal INR.
Collapse
Key Words
- AIH, autoimmune hepatitis
- APRI, aspartate transaminases to platelet ratio index
- CMV, cytomegalovirus
- EBV, Epstein bar virus
- HCC, hepatocellular carcinoma
- HEV, hepatitis E virus
- INCPH, idiopathic noncirrhotic portal hypertension
- LB, liver biopsy
- LD, liver disease
- NAFLD, nonalcoholic fatty liver disease
- NASH, nonalcoholic steatohepatitis
- NRH, nodular regenerative hyperplasia
- autoimmune hepatitis
- cryptogenic cirrhosis
- noncirrhotic portal hypertension
- steatohepatitis
Collapse
|