RESUMO
Defining cellular and subcellular structures in images, referred to as cell segmentation, is an outstanding obstacle to scalable single-cell analysis of multiplex imaging data. While advances in machine learning-based segmentation have led to potentially robust solutions, such algorithms typically rely on large amounts of example annotations, known as training data. Datasets consisting of annotations which are thoroughly assessed for quality are rarely released to the public. As a result, there is a lack of widely available, annotated data suitable for benchmarking and algorithm development. To address this unmet need, we release 105,774 primarily oncological cellular annotations concentrating on tumor and immune cells using over 40 antibody markers spanning three fluorescent imaging platforms, over a dozen tissue types and across various cellular morphologies. We use readily available annotation techniques to provide a modifiable community data set with the goal of advancing cellular segmentation for the greater imaging community.
Assuntos
Curadoria de Dados , Processamento de Imagem Assistida por Computador , Sistema Imunitário , Neoplasias , Humanos , Algoritmos , Diagnóstico por Imagem , Processamento de Imagem Assistida por Computador/métodos , Aprendizado de MáquinaRESUMO
Extramammary Paget disease (EMPD) is a rare cutaneous adenocarcinoma of the anogenital region most commonly treated with surgical excision. Surgical margin clearance is often problematic and recurrence rates remain high indicating the need for additional therapeutic options. Topical immunomodulators have been used with reported success suggesting EMPD may respond to other immunotherapies. This study investigates EMPD protein expression of targetable B7 family members and cancer/testis antigens (CTAs) B7-H3, B7-H4, PD-L1, PD-L2, MAGE-A, and NY-ESO-1 and components of antigen presenting machinery B2M and MHC-I. Fifty-seven specimens from 48 patients (31 female and 17 male), representing in situ, invasive, and metastatic disease of primary and secondary origin were stained and scored (627 total slides). The percentage of cases expressing each immune regulatory molecule in the in situ followed by invasive tumor components was: B7-H3 (94, 90), B7-H4 (82, 78), PD-L1 (6, 10), MAGE-A (39, 50), NY-ESO-1 (16, 20), B2M (100, 89), and MHC-I (78, 79). PD-L2 was negative in all cases. There was high correlation between marker expression within the in situ and invasive tumor components of the same case. B7-H4 was preferentially expressed in primary cutaneous EMPD. Co-expression of B7 family members B7-H3 and B7-H4 was found within the in situ and invasive tumor components of 74% and 48% of cases, respectively. These findings provide an initial characterization of EMPD tumor cell expression of B7-H3, B7-H4, PD-L1, PD-L2, MAGE-A, and NY-ESO-1 and indicate the potential for new immunotherapeutic options for patients with EMPD.
RESUMO
PURPOSE: We sought to determine the mechanism of an exceptional response in a patient diagnosed with a SMARCB1/INI1-negative chordoma treated with tazemetostat, an EZH2 inhibitor, and followed by radiotherapy.Patient and Methods: In an attempt to investigate the mechanism behind this apparent abscopal effect, we interrogated tumor tissues obtained over the clinical course. We utilized next-generation sequencing, standard IHC, and employed a novel methodology of multiplex immunofluorescence analysis. RESULTS: We report an exceptional and durable response (2+ years) in a patient with SMARCB1-deleted, metastatic, poorly differentiated chordoma, a lethal disease with an overall survival of 6 months. The patient was treated for 4 weeks with tazemetostat, an EZH2 inhibitor, in a phase II clinical trial. At the time of progression she underwent radiation to the primary site and unexpectedly had a complete response at distant metastatic sites. We evaluated baseline and on-treatment tumor biopsies and demonstrate that tazemetostat resulted in pharmacodynamic inhibition of EZH2 as seen by decrease in histone trimethylation at H3K27. Tazemetostat resulted in a significant increase in intratumoral and stromal infiltration by proliferative (high Ki-67), CD8+ T cells, FoxP3+ regulatory T cells, and immune cells expressing checkpoint regulators PD-1 and LAG-3. These changes were pronounced in the stroma. CONCLUSIONS: These observations are the first demonstration in patient samples confirming that EZH2 inhibition can promote a sustained antitumor response that ultimately leads to T-cell exhaustion and checkpoint activation. This suggests that targeted alteration of the epigenetic landscape may sensitize some tumors to checkpoint inhibitors.