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Piemonte KM, Webb BM, Bobbitt JR, Majmudar PR, Cuellar-Vite L, Bryson BL, Latina NC, Seachrist DD, Keri RA. Disruption of CDK7 signaling leads to catastrophic chromosomal instability coupled with a loss of condensin-mediated chromatin compaction. J Biol Chem 2023; 299:104834. [PMID: 37201585 PMCID: PMC10300262 DOI: 10.1016/j.jbc.2023.104834] [Citation(s) in RCA: 5] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/20/2023] [Revised: 05/11/2023] [Accepted: 05/12/2023] [Indexed: 05/20/2023] Open
Abstract
Chromatin organization is highly dynamic and modulates DNA replication, transcription, and chromosome segregation. Condensin is essential for chromosome assembly during mitosis and meiosis, as well as maintenance of chromosome structure during interphase. While it is well established that sustained condensin expression is necessary to ensure chromosome stability, the mechanisms that control its expression are not yet known. Herein, we report that disruption of cyclin-dependent kinase 7 (CDK7), the core catalytic subunit of CDK-activating kinase, leads to reduced transcription of several condensin subunits, including structural maintenance of chromosomes 2 (SMC2). Live and static microscopy revealed that inhibiting CDK7 signaling prolongs mitosis and induces chromatin bridge formation, DNA double-strand breaks, and abnormal nuclear features, all of which are indicative of mitotic catastrophe and chromosome instability. Affirming the importance of condensin regulation by CDK7, genetic suppression of the expression of SMC2, a core subunit of this complex, phenocopies CDK7 inhibition. Moreover, analysis of genome-wide chromatin conformation using Hi-C revealed that sustained activity of CDK7 is necessary to maintain chromatin sublooping, a function that is ascribed to condensin. Notably, the regulation of condensin subunit gene expression is independent of superenhancers. Together, these studies reveal a new role for CDK7 in sustaining chromatin configuration by ensuring the expression of condensin genes, including SMC2.
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Affiliation(s)
- Katrina M Piemonte
- Department of Cancer Biology, Lerner Research Institute, Cleveland Clinic, Cleveland, Ohio, USA; Department of Pharmacology, Case Western Reserve University School of Medicine, Cleveland, Ohio, USA
| | - Bryan M Webb
- Department of Cancer Biology, Lerner Research Institute, Cleveland Clinic, Cleveland, Ohio, USA; Department of Pharmacology, Case Western Reserve University School of Medicine, Cleveland, Ohio, USA
| | - Jessica R Bobbitt
- Department of Cancer Biology, Lerner Research Institute, Cleveland Clinic, Cleveland, Ohio, USA; Department of Pathology, Case Western Reserve University School of Medicine, Cleveland, Ohio, USA
| | - Parth R Majmudar
- Department of Cancer Biology, Lerner Research Institute, Cleveland Clinic, Cleveland, Ohio, USA; Department of Pharmacology, Case Western Reserve University School of Medicine, Cleveland, Ohio, USA
| | - Leslie Cuellar-Vite
- Department of Cancer Biology, Lerner Research Institute, Cleveland Clinic, Cleveland, Ohio, USA; Department of Pharmacology, Case Western Reserve University School of Medicine, Cleveland, Ohio, USA
| | - Benjamin L Bryson
- Department of Cancer Biology, Lerner Research Institute, Cleveland Clinic, Cleveland, Ohio, USA
| | - Nicholas C Latina
- Department of Genetics and Genome Sciences, Case Western Reserve University School of Medicine, Cleveland, Ohio, USA
| | - Darcie D Seachrist
- Department of Cancer Biology, Lerner Research Institute, Cleveland Clinic, Cleveland, Ohio, USA
| | - Ruth A Keri
- Department of Cancer Biology, Lerner Research Institute, Cleveland Clinic, Cleveland, Ohio, USA; Department of Pathology, Case Western Reserve University School of Medicine, Cleveland, Ohio, USA; Department of Genetics and Genome Sciences, Case Western Reserve University School of Medicine, Cleveland, Ohio, USA; Department of General Medical Sciences-Oncology, Case Western Reserve University School of Medicine, Cleveland, Ohio, USA.
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Nishikawa T, Matsuzaki I, Ryuta I, Musangile FY, Sagan K, Nishikawa M, Mikasa Y, Takahashi Y, Kojima F, Murata SI. Use of Artificial Intelligence for the Interpretable Prediction of the Pathologic Diagnosis and Molecular Abnormalities of Flat Urothelial Lesions. THE AMERICAN JOURNAL OF PATHOLOGY 2023; 193:39-50. [PMID: 36341995 DOI: 10.1016/j.ajpath.2022.09.013] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Received: 07/07/2022] [Revised: 08/22/2022] [Accepted: 09/16/2022] [Indexed: 11/14/2022]
Abstract
Flat urothelial lesions are important because of their potential for carcinogenesis and development into invasive urothelial carcinomas. However, it is difficult for pathologists to detect early flat urothelial changes and accurately diagnose flat urothelial lesions. To predict the pathologic diagnosis and molecular abnormalities of flat urothelial lesions from pathologic images, artificial intelligence with an interpretable method was used. Next-generation sequencing on 110 hematoxylin and eosin-stained slides of normal urothelium and flat urothelial lesions, including atypical urothelium, dysplasia, and carcinoma in situ, detected 17 types of molecular abnormalities. To generate an interpretable prediction, a new method for segmenting urothelium and a new pathologic criteria-based artificial intelligence (PCB-AI) model was developed. κ Statistics and accuracy measurements were used to evaluate the ability of the model to predict the pathologic diagnosis. The likelihood ratio test was performed to evaluate the logistic regression models for predicting molecular abnormalities. The diagnostic prediction of the PCB-AI model was almost in perfect agreement with the pathologists' diagnoses (weighted κ = 0.98). PCB-AI significantly predicted some molecular abnormalities in an interpretable manner, including abnormalities of TP53 (P = 0.02), RB1 (P = 0.04), and ERCC2 (P = 0.04). Thus, this study developed a new method of obtaining accurate urothelial segmentation, interpretable prediction of pathologic diagnosis, and interpretable prediction of molecular abnormalities.
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Affiliation(s)
- Toui Nishikawa
- Department of Human Pathology, Wakayama Medical University, Wakayama, Japan
| | - Ibu Matsuzaki
- Department of Human Pathology, Wakayama Medical University, Wakayama, Japan
| | - Iwamoto Ryuta
- Department of Human Pathology, Wakayama Medical University, Wakayama, Japan
| | - Fidele Y Musangile
- Department of Human Pathology, Wakayama Medical University, Wakayama, Japan
| | - Kanako Sagan
- Department of Human Pathology, Wakayama Medical University, Wakayama, Japan
| | - Mizuki Nishikawa
- Department of Human Pathology, Wakayama Medical University, Wakayama, Japan
| | - Yurina Mikasa
- Department of Human Pathology, Wakayama Medical University, Wakayama, Japan
| | - Yuichi Takahashi
- Department of Human Pathology, Wakayama Medical University, Wakayama, Japan
| | - Fumiyoshi Kojima
- Department of Human Pathology, Wakayama Medical University, Wakayama, Japan
| | - Shin-Ichi Murata
- Department of Human Pathology, Wakayama Medical University, Wakayama, Japan.
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Nishikawa T, Iwamoto R, Matsuzaki I, Musangile FY, Takahashi A, Mikasa Y, Takahashi Y, Kojima F, Murata SI. Pathologic Image Classification of Flat Urothelial Lesions Using Pathologic Criteria-Based Deep Learning. Am J Clin Pathol 2022; 158:759-769. [PMID: 36197883 DOI: 10.1093/ajcp/aqac117] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/21/2022] [Accepted: 08/22/2022] [Indexed: 11/13/2022] Open
Abstract
OBJECTIVES Pathologic diagnosis of flat urothelial lesions is subject to high interobserver variability. We expected that deep learning could improve the accuracy and consistency of such pathologic diagnosis, although the learning process is a black box. We therefore propose a new approach for pathologic image classification incorporating the diagnostic process of the pathologist into a deep learning method. METHODS A total of 267 H&E-stained slides of normal urothelium and urothelial lesions from 127 cases were examined. Six independent convolutional neural networks were trained to classify pathologic images according to six pathologic criteria. We then used these networks in the main training for the final diagnosis. RESULTS Compared with conventional manual analysis, our method significantly improved the classification accuracy of images of flat urothelial lesions. The automated classification showed almost perfect agreement (weighted κ = 0.98) with the consensus reading. In addition, our approach provides the advantages of reliable diagnosis corresponding to histologic interpretation. CONCLUSIONS We used deep learning to establish an automated subtype classifier for flat urothelial lesions that successfully combines traditional morphologic approaches and complex deep learning to achieve a learning mechanism that seems plausible to the pathologist.
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Affiliation(s)
- Toui Nishikawa
- Department of Human Pathology, Wakayama Medical University, Wakayama, Japan
| | - Ryuta Iwamoto
- Department of Human Pathology, Wakayama Medical University, Wakayama, Japan
| | - Ibu Matsuzaki
- Department of Human Pathology, Wakayama Medical University, Wakayama, Japan
| | | | - Ayata Takahashi
- Department of Human Pathology, Wakayama Medical University, Wakayama, Japan
| | - Yurina Mikasa
- Department of Human Pathology, Wakayama Medical University, Wakayama, Japan
| | - Yuichi Takahashi
- Department of Human Pathology, Wakayama Medical University, Wakayama, Japan
| | - Fumiyoshi Kojima
- Department of Human Pathology, Wakayama Medical University, Wakayama, Japan
| | - Shin-Ichi Murata
- Department of Human Pathology, Wakayama Medical University, Wakayama, Japan
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Murata SI, Kuroda M, Kawamura N, Warigaya K, Musangile FY, Matsuzaki I, Kojima F. Microtubule-organizing center-mediated structural atypia in low- and high-grade urothelial carcinoma. Virchows Arch 2020; 478:327-334. [PMID: 32710188 DOI: 10.1007/s00428-020-02895-5] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/02/2020] [Revised: 06/15/2020] [Accepted: 07/19/2020] [Indexed: 11/25/2022]
Abstract
Urothelial carcinoma (UC) comprises two subtypes, low grade (LG-UC) and high grade (HG-UC), with different pathological and clinical behavior. LG-UC and HG-UC are classified based on cellular and structural atypia of pathological findings. The mechanisms responsible for maintaining structural atypia, such as the disturbance of nuclear polarity, remain unclear. In this study, we studied microtubule-organizing center (MTOC)-mediated nuclear polarity in UC subtypes. We evaluated six cases with normal urothelium (NU), 10 LG-UC cases, and 10 HG-UC cases by double immunofluorescence staining of γ-tubulin as a marker of MTOC and E-cadherin as a marker of each cell border. The number and position of γ-tubulin dots of expression in more than 100 cells per case were assessed using the spatial relationship with the nucleus and surface-basal axis. We found one γ-tubulin dot in most normal and tumor cells, and more than two γ-tubulin dots in 4.6% of NU cells, 6.1% of LG-UC cells, and 9.8% of HG-UC cells. More than three γ-tubulin dots were found only in 1.2% of HG-UC cells. Surface side positioning of γ-tubulin was found in 77.4% of normal urothelial cells, 63.8% of LG-UC cells, and 39.2% of HG-UC cells, whereas aberrant lateral and basal side positioning of γ-tubulin was found in 22.6% of normal urothelial cells, 36.1% of LG-UC cells, and 60.8% of HG-UC cells. We concluded that numerical and positional aberrations of MTOC in UC cases were strongly correlated with both cellular and structural atypia as well as abnormal cell proliferation.
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Affiliation(s)
- Shin-Ichi Murata
- Department of Human Pathology, Wakayama Medical University, 811-1 Kimiidera, Wakayama, 641-8509, Japan.
| | - Masayo Kuroda
- School of Medical Technology, Faculty of Health and Medical Care, Saitama Medical University, Saitama, Japan
| | - Naomi Kawamura
- School of Medical Technology, Faculty of Health and Medical Care, Saitama Medical University, Saitama, Japan
| | - Kenji Warigaya
- Department of Human Pathology, Wakayama Medical University, 811-1 Kimiidera, Wakayama, 641-8509, Japan
| | | | - Ibu Matsuzaki
- Department of Human Pathology, Wakayama Medical University, 811-1 Kimiidera, Wakayama, 641-8509, Japan
| | - Fumiyoshi Kojima
- Department of Human Pathology, Wakayama Medical University, 811-1 Kimiidera, Wakayama, 641-8509, Japan
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Shuto M, Warigaya K, Watanabe H, Shimizu M, Fukuda T, Murata SI. Correlation analysis of nuclear morphology, cytokeratin and Ki-67 expression of urothelial carcinoma cells. Pathol Int 2015; 63:311-7. [PMID: 23782333 DOI: 10.1111/pin.12066] [Citation(s) in RCA: 6] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/18/2013] [Accepted: 05/08/2013] [Indexed: 12/11/2022]
Abstract
We aimed to delineate the morphogenesis of aberrant nuclear features of urothelial carcinoma (UC) cells in association with cytokeratin (CK) expression patterns and cell proliferation activity. Correlation analysis of the nuclear area by morphometry and the expression patterns of CK5, CK20 and Ki-67 by triple immunofluorescence analysis was applied to 1699 cells from five low-grade and seven high-grade cases of UC. The majority of UC cells showed aberrant cellular differentiation represented by abnormal CK expression patterns of CK5+ / CK20+ (40.5%) or CK5- / CK20+ (56.0%). CK5+ / CK20- cells, a phenotype of cancer stem/progenitor cells, represented a very small population (1.9%) and showed a low proliferation activity. Ki-67+ cells showed a significantly different CK expression pattern compared with that of Ki-67(-) cells. The nuclear areas of CK5- / CK20+ cells (71.3 ± 25.9 μm2) were significantly larger than those of CK5+ / CK20+ cells (66.6 ± 25.5 μm2). Negativity for CK5 was related to the grade of UC and an increased number of CK5- / CK20+ / Ki-67+ cells was related to a higher malignant potential. We conclude the nuclear morphology is related to cell differentiation represented by CK expression and cell proliferative activity.
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Affiliation(s)
- Masayo Shuto
- School of Medical Technology and Health, Faculty of Health and Medical Care, Saitama Medical University, Hidaka, Japan
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Sizing and shaping the nucleus: mechanisms and significance. Curr Opin Cell Biol 2014; 28:16-27. [PMID: 24503411 DOI: 10.1016/j.ceb.2014.01.003] [Citation(s) in RCA: 116] [Impact Index Per Article: 10.5] [Reference Citation Analysis] [Abstract] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/08/2013] [Revised: 01/07/2014] [Accepted: 01/11/2014] [Indexed: 01/14/2023]
Abstract
The size and shape of the nucleus are tightly regulated, indicating the physiological significance of proper nuclear morphology, yet the mechanisms and functions of nuclear size and shape regulation remain poorly understood. Correlations between altered nuclear morphology and certain disease states have long been observed, most notably many cancers are diagnosed and staged based on graded increases in nuclear size. Here we review recent studies investigating the mechanisms regulating nuclear size and shape, how mitotic events influence nuclear morphology, and the role of nuclear size and shape in subnuclear chromatin organization and cancer progression.
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Steinestel J, Cronauer MV, Müller J, Al Ghazal A, Skowronek P, Arndt A, Kraft K, Schrader M, Schrader AJ, Steinestel K. Overexpression of p16(INK4a) in urothelial carcinoma in situ is a marker for MAPK-mediated epithelial-mesenchymal transition but is not related to human papillomavirus infection. PLoS One 2013; 8:e65189. [PMID: 23724131 PMCID: PMC3665800 DOI: 10.1371/journal.pone.0065189] [Citation(s) in RCA: 32] [Impact Index Per Article: 2.7] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/21/2013] [Accepted: 04/22/2013] [Indexed: 01/10/2023] Open
Abstract
BACKGROUND The role of human papillomavirus (HPV) in bladder carcinogenesis remains controversial. Overexpression of p16(INK4a), a surrogate marker for infection with oncogenic HPV in other tumours, has been described for urothelial carcinoma in situ (UCIS). Our goal was therefore to evaluate whether overexpression of p16(INK4a) is associated with HPV infection and to identify mechanisms of p16(INK4a) upregulation in UCIS. MATERIALS AND METHODS In 60 tissue specimens from a total of 45 patients (UCIS and controls), we performed p16(INK4a) immunohistochemistry followed by detection and subclassification of HPV DNA. In a subset of samples, we tested for gene amplification of p16(INK4a) applying fluorescence in situ hybridization (FISH). RAS/MAPK signalling and epithelial-mesenchymal transition (EMT) was assessed using immunohistochemistry. Finally, we transfected urothelial carcinoma cells with KRAS and examined the expression of p16(INK4a) as well as markers of EMT. RESULTS We found overexpression of p16(INK4a) in 92.6% of UCIS and in all cervical intraepithelial neoplasia (CIN) controls. In contrast, we detected high-risk HPV DNA in 80% of CIN, but none in UCIS. There was no gene amplification of p16(INK4a). High levels of phosphorylated kinases and urokinase plasminogen activator (uPA) and loss of membraneous E-cadherin were detected in UCIS. KRAS transfection of urothelial carcinoma cells led to upregulation of p16(INK4a) and uPA accompanied by loss of E-cadherin that could be inhibited by application of the kinase-inhibitor Sorafenib. CONCLUSIONS Our results show that overexpression of p16(INK4a) in UCIS is neither associated with HPV infection nor p16(INK4a) gene amplification but is a consequence of enhanced RAS/MAPK signalling that promotes EMT, possibly due to Sorafenib-sensitive paracrine secretion of the EMT activator uPA. These findings might open a novel therapeutic option for localized but aggressive urothelial cancer.
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Affiliation(s)
| | | | | | | | - Peter Skowronek
- Gemeinschaftspraxis for Pathology Augsburg, Augsburg, Germany
| | - Annette Arndt
- Institute of Pathology and Molecular Pathology, Bundeswehrkrankenhaus Ulm, Ulm, Germany
| | - Klaus Kraft
- Institute of Pathology and Molecular Pathology, Bundeswehrkrankenhaus Ulm, Ulm, Germany
| | - Mark Schrader
- Department of Urology, University of Ulm, Ulm, Germany
| | | | - Konrad Steinestel
- Bundeswehr Institute of Radiobiology, Munich, Germany
- Institute of Pathology, University of Ulm, Ulm, Germany
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