RESUMO
OBJECTIVE: Intratumoral heterogeneity was found to be a significant factor causing resistance to lung cancer therapies, including immune checkpoint blockade. Lesser is known about spatial heterogeneity of the tumor microenvironment (TME) and its association with genetic properties of the tumor, which is of particular interest in the therapy-naïve setting. MATERIALS AND METHODS: We performed multi-region sampling (2-4 samples per tumor; total of 55 samples) from a cohort of 19 untreated stage IA-IIIB lung adenocarcinomas (n = 11 KRAS mutant, n = 1 ERBB2 mutant, n = 7 KRAS wildtype). For each sample the expression of 770 immunooncology-related genes was analyzed using the nCounter platform, while the mutational status was determined by hybrid capture-based next-generation sequencing (NGS) using a large panel covering more than 500 genes. RESULTS: Global unsupervised analyses revealed clustering of the samples into two groups corresponding to a 'hot' or 'cold' immunologic tumor contexture based on the abundance of immune cell infiltrates. All analyzed specific immune cell signatures (ICsig) showed a significantly higher intertumoral than intratumoral heterogeneity (p < 0.02), as most of the analyzed cases (14/19) showed a very homogenous spatial immune cell profile. PD-L1 exhibited a significantly higher intertumoral than intratumoral heterogeneity (p = 1.03e-13). We found a specific association with 'cold' TME for STK11 (11/14, p < 0.07), but not KRAS, TP53, LRP1B, MTOR, U2AF1 co-mutations, and validated this finding using The Cancer Genome Atlas (TCGA) data. CONCLUSION: Early-stage lung adenocarcinomas show considerable intertumoral, but limited intratumoral heterogeneity, which is clinically highly relevant as assessment before neoadjuvant treatment is based on small biopsies. STK11 mutations are specifically associated with a 'cold' TME, which could affect the efficacy of perioperative immunotherapy.
Assuntos
Quinases Proteína-Quinases Ativadas por AMP , Adenocarcinoma de Pulmão , Evasão da Resposta Imune , Neoplasias Pulmonares , Adenocarcinoma de Pulmão/genética , Adenocarcinoma de Pulmão/imunologia , Adenocarcinoma de Pulmão/terapia , Neoplasias Pulmonares/genética , Neoplasias Pulmonares/imunologia , Neoplasias Pulmonares/terapia , Evasão da Resposta Imune/genética , Quinases Proteína-Quinases Ativadas por AMP/genética , Microambiente Tumoral/genética , Microambiente Tumoral/imunologia , Humanos , Mutação , Estadiamento de NeoplasiasRESUMO
BACKGROUND: High resolution 2D whole slide imaging provides rich information about the tissue structure. This information can be a lot richer if these 2D images can be stacked into a 3D tissue volume. A 3D analysis, however, requires accurate reconstruction of the tissue volume from the 2D image stack. This task is not trivial due to the distortions such as tissue tearing, folding and missing at each slide. Performing registration for the whole tissue slices may be adversely affected by distorted tissue regions. Consequently, regional registration is found to be more effective. In this paper, we propose a new approach to an accurate and robust registration of regions of interest for whole slide images. We introduce the idea of multi-scale attention for registration. RESULTS: Using mean similarity index as the metric, the proposed algorithm (mean ± SD [Formula: see text]) followed by a fine registration algorithm ([Formula: see text]) outperformed the state-of-the-art linear whole tissue registration algorithm ([Formula: see text]) and the regional version of this algorithm ([Formula: see text]). The proposed algorithm also outperforms the state-of-the-art nonlinear registration algorithm (original: [Formula: see text], regional: [Formula: see text]) for whole slide images and a recently proposed patch-based registration algorithm (patch size 256: [Formula: see text] , patch size 512: [Formula: see text]) for medical images. CONCLUSION: Using multi-scale attention mechanism leads to a more robust and accurate solution to the problem of regional registration of whole slide images corrupted in some parts by major histological artifacts in the imaged tissue.
Assuntos
Algoritmos , Artefatos , Vasos Sanguíneos/patologia , Processamento de Imagem Assistida por Computador/métodos , Imageamento Tridimensional/métodos , Vasos Sanguíneos/diagnóstico por imagem , Carcinoma de Células Renais/irrigação sanguínea , Humanos , Imuno-Histoquímica/métodos , MicroscopiaRESUMO
Icteric Hepatocellular Carcinoma (HCC) is known to cause intraluminal biliary obstruction by one of three mechanisms: hemobilia from the tumour, migration of tumor debris, or continuous growth along the biliary tree. It is however a very rare presentation of HCC and an important differential diagnosis in the approach to obstructive jaundice. We report a case of a recurrent intraductal hepatocellular carcinoma. The patient initially underwent surgical resection of segment five HCC nine months ago with clear margins. The patient now presents with obstructive jaundice and imaging showed a right intraductal tumour involving the confluence, left and common hepatic ducts. He underwent a right hepatectomy and bile duct tumour thrombectomy despite the apparent absence of a parenchymal tumour. Histological examination showed a 2 mm focus of parenchymal tumour with extension of the tumour into the bile duct. In this case report, we reviewed the literature and describe the different surgical approaches to intraductal hepatocellular carcinomas and discuss the pathological aspects of these bile duct tumour thrombus. We report the favourable outcome of surgical resection for intraductal hepatocellular carcinoma and emphasize that intraductal HCC is not a late stage of disease and adequate surgical resection can still provide a reasonable disease free survival.