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Mathew JA, Paul G, Jacob J, Kumar J, Dubey N, Philip NS. A new robust AI/ML based model for accurate forensic age estimation using DNA methylation markers. Forensic Sci Med Pathol 2025:10.1007/s12024-025-00985-x. [PMID: 40085291 DOI: 10.1007/s12024-025-00985-x] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 03/07/2025] [Indexed: 03/16/2025]
Abstract
CpG sites are regions of DNA where a cytosine nucleotide is followed by a guanine nucleotide in the 5' → 3' direction. Epigenetic markers based on methylation values at CpG sites are valuable for accurate age prediction and have become essential in forensic science, supporting criminal investigations and human identification. The present study identified 12 CpG sites from a collection of 476,366 CpG sites based on the following criteria: (a) CpG sites were retained if the Pearson correlation coefficient between the methylation values and the chronological age of the individual is greater than 0.85, and (b) if the mutual correlation coefficient between a pair of selected CpG sites is greater than 0.15, only one of them is retained. The identified CpG sites are associated with genes FHL2, ELOVL2, TRIM59, PCDHB1, KLF14, C1orf132, ACSS3, and CCDC102B. To ensure that the predictive accuracy is intrinsic to the selected CpG sites and not model dependent, the identified CpG sites were passed to three different Neural network models. All models achieved comparable accuracy across diverse populations, genders, and health conditions. The model's accuracy and reliability were validated through age predictions on independent datasets. By utilizing a minimal set of CpG sites, this approach offers a robust and efficient solution for forensic age estimation, significantly enhancing the precision and reliability of forensic investigations.
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Affiliation(s)
- Jinsu Ann Mathew
- Department of Physics, Newman College (Affiliated to Mahatma Gandhi University), Thodupuzha, Kerala, India
- Artificial Intelligence Research and Intelligent Systems (airis4D), Thelliyoor, Kerala, India
| | - Geetha Paul
- Artificial Intelligence Research and Intelligent Systems (airis4D), Thelliyoor, Kerala, India
| | - Joe Jacob
- Department of Physics, Newman College (Affiliated to Mahatma Gandhi University), Thodupuzha, Kerala, India
| | - Janesh Kumar
- Membrane Protein Biology Group, CSIR - Centre for Cellular & Molecular Biology, Uppal Road Habsiguda, Hyderabad, Telangana, 500007, India
| | - Neelima Dubey
- Center for Innovation in Molecular and Pharmaceutical Sciences, Dr. Reddy's Institute of Life Sciences (DRILS), University of Hyderabad Campus, Hyderabad, Telangana, 500046, India.
| | - Ninan Sajeeth Philip
- Artificial Intelligence Research and Intelligent Systems (airis4D), Thelliyoor, Kerala, India.
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Lv H, Zhou J, Qiu L, Tang X, Huang C. AURKB and circAURKB_288aa enhance Esophageal cancer drug resistance through inducing abnormal centrosome separation. Biochem Pharmacol 2025; 232:116691. [PMID: 39638069 DOI: 10.1016/j.bcp.2024.116691] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/22/2024] [Revised: 11/29/2024] [Accepted: 12/02/2024] [Indexed: 12/07/2024]
Abstract
Esophageal cancer (EC) is one of the most fatal malignancies worldwide, with a dramatic increase in incidence in the western world occurring over the past few decades. Chromosome instability (CIN) is a major contributor to EC progression, drug resistance, relapse, and the development of intratumoral heterogeneity. This study revealed a striking elevation of AURKB expression in EC patients, with a strong correlation to poor clinical outcomes. AURKB overexpression promoted cellular proliferation and induced drug resistance in both cell culture and animal models. Conversely, genetic targeting of AURKB abrogated these effects. Mechanistically, enforced AURKB expression triggered CIN, a key driver of poor EC outcomes, primarily through CEP250 phosphorylation. Interestingly, we identified a novel circular form of AURKB (circAURKB_288aa) harboring the AURKB kinase domain and encoding a 288-amino acid protein. Elevated levels of circAURKB_288aa in EC peripheral blood samples mirrored poor patient outcomes and synergistically enhanced CIN alongside AURKB. Furthermore, EC cells were capable of secreting circAURKB_288aa, influencing tumor microenvironmental cells similarly to full-length AURKB protein. Notably, AURKB siRNA targeting the shared kinase domain of both AURKB and circAURKB_288aa significantly inhibited EC malignancy. Collectively, these findings establish AURKB and circAURKB_288aa as promising targets for EC prognosis and therapy.
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Affiliation(s)
- Hongzhen Lv
- School of Basic Medical Sciences, Jiangsu Medical College, Yancheng, China
| | - Jing Zhou
- General Medicine Department, Yancheng Third People's Hospital, Yancheng, China
| | - Limin Qiu
- Thoracic Surgery Department, Yancheng NO.1 People's Hospital, Yancheng, China
| | - Xiaozhu Tang
- School of Medicine, Nanjing University of Chinese Medicine, Nanjing, China.
| | - Cheng Huang
- School of Traditional Chinese Medicine, Jiangsu Medical College, Yancheng, China.
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Ayubi E, Farashi S, Tapak L, Afshar S. Development and validation of a biomarker-based prediction model for metastasis in patients with colorectal cancer: Application of machine learning algorithms. Heliyon 2025; 11:e41443. [PMID: 39839508 PMCID: PMC11748706 DOI: 10.1016/j.heliyon.2024.e41443] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/02/2024] [Revised: 12/21/2024] [Accepted: 12/22/2024] [Indexed: 01/23/2025] Open
Abstract
Objective The purpose of the current study was to develop and validate a biomarker-based prediction model for metastasis in patients with colorectal cancer (CRC). Methods Two datasets, GSE68468 and GSE41568, were retrieved from the Gene Expression Omnibus (GEO) database. In the GSE68468 dataset, key biomarkers were identified through a screening process involving differential expression analysis, redundancy analysis, and recursive feature elimination technique. Subsequently, the prediction model was developed and internally validated using five machine learning (ML) algorithms including lasso and elastic-net regularized generalized linear model (glmnet), k-nearest neighbors (kNN), support vector machine (SVM) with Radial Basis Function Kernel, random forest (RF), and eXtreme Gradient Boosting (XGBoost). The predictive performance of the algorithm with the highest accuracy was then externally validated on the GSE41568 dataset. Results Among 22,283 registered genes in the GSE68468 dataset, the screening process identified 16 key genes including MMP3, CCDC102B, CDH2, SCGB1A1, KRT7, CYP1B1, LAMC3, ALB, DIXDC1, VWF, MMP1, CYP4B1, NKX3-2, TMEM158, GADD45B, SERPINA1 and these genes were used to build the prediction model. On the internal validation dataset, the prediction performance of five ML algorithms was as follows; RF (accuracy = 0.97 and kappa = 0.91), XGBoost (0.93, 0.81), kNN (0.93, 0.81), glmnet (0.93, 0.82) and SVM (0.92, 0.80). Top five biomarkers were MMP3, CCDC102B, CDH2, VWF and MMP1. The RF model exhibited an accuracy of 0.97, a kappa value of 0.92, and an area under the curve (AUC) of 0.99 in the external validation dataset. Conclusion The results of this study have identified biomarkers through ML algorithms which help to identify patients with CRC prone to metastasis.
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Affiliation(s)
- Erfan Ayubi
- Cancer Research Center, Institute of Cancer, Avicenna Health Research Institute, Hamadan University of Medical Sciences, Hamadan, Iran
| | - Sajjad Farashi
- Neurophysiology Research Center, Institute of Neuroscience and Mental Health, Avicenna Health Research Institute, Hamadan University of Medical Sciences, Hamadan, Iran
| | - Leili Tapak
- Modeling of Noncommunicable Diseases Research Center, Institute of Health Sciences andTechnologies, Avicenna Health Research Institute, Hamadan University of Medical Sciences, Hamadan, Iran
- Department of Biostatistics, School of Public Health, Hamadan University of Medical Sciences, Hamadan, Iran
| | - Saeid Afshar
- Cancer Research Center, Institute of Cancer, Avicenna Health Research Institute, Hamadan University of Medical Sciences, Hamadan, Iran
- Department of Medical Biotechnology, School of Advanced Medical Sciences and Technologies, Hamadan University of Medical Sciences, Hamadan, Iran
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van Hoorn C, Carter AP. A cryo-electron tomography study of ciliary rootlet organization. eLife 2024; 12:RP91642. [PMID: 39641991 PMCID: PMC11623930 DOI: 10.7554/elife.91642] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/07/2024] Open
Abstract
Ciliary rootlets are striated bundles of filaments that connect the base of cilia to internal cellular structures. Rootlets are critical for the sensory and motile functions of cilia. However, the mechanisms underlying these functions remain unknown, in part due to a lack of structural information of rootlet organization. In this study, we obtain 3D reconstructions of membrane-associated and purified rootlets from mouse retina using cryo-electron tomography. We show that flexible protrusions on the rootlet surface, which emanate from the cross-striations, connect to intracellular membranes. In purified rootlets, the striations were classified into amorphous (A)-bands, associated with accumulations on the rootlet surface, and discrete (D)-bands corresponding to punctate lines of density that run through the rootlet. These striations connect a flexible network of longitudinal filaments. Subtomogram averaging suggests the filaments consist of two intertwined coiled coils. The rootlet's filamentous architecture, with frequent membrane-connecting cross-striations, lends itself well for anchoring large membranes in the cell.
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Kalkan BM, Baykal AT, Cicek E, Acilan C. Comprehensive proteomics analysis reveals novel Nek2-regulated pathways and therapeutic targets in cancer. Biochem Biophys Res Commun 2024; 734:150779. [PMID: 39368370 DOI: 10.1016/j.bbrc.2024.150779] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/12/2024] [Revised: 09/23/2024] [Accepted: 09/30/2024] [Indexed: 10/07/2024]
Abstract
The mitotic kinase Nek2, often overexpressed in various cancers, plays a pivotal role in key cellular processes like the cell cycle, proliferation, and drug resistance. As a result, targeting Nek2 has become an appealing strategy for cancer therapy. To gain a comprehensive understanding of the cellular changes associated with Nek2 activity modulation, we performed a global proteomics analysis using LC-MS/MS. Through bioinformatics tools, we identified molecular pathways that are differentially regulated in cancer cells with Nek2 overexpression or depletion. Of the 1815 proteins identified, 358 exceeded the 20 % significance threshold. By integrating LC-MS/MS data with cancer patient datasets, we observed a strong correlation between Nek2 expression and the levels of KIF20B and RRM1. Silencing Nek2 led to a significant reduction in KIF20B and RRM1 protein levels, and potential phosphorylation sites for these proteins by Nek2 were identified. In summary, our data suggests that KIF20B and RRM1 are promising therapeutic targets, either independently or alongside Nek2 inhibitors, to improve clinical outcomes. Further analyses are necessary to fully understand Nek2's interactions with these proteins and their clinical relevance.
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Affiliation(s)
- Batuhan Mert Kalkan
- Koç University, Research Center for Translational Medicine (KUTTAM), Istanbul, Turkey
| | - Ahmet Tarik Baykal
- Department of Medical Biochemistry, School of Medicine, Acibadem University, Istanbul, Turkey
| | - Enes Cicek
- Koç University, Graduate School of Health Sciences, Istanbul, Turkey
| | - Ceyda Acilan
- Koç University, Research Center for Translational Medicine (KUTTAM), Istanbul, Turkey; Koç University, School of Medicine, Istanbul, Turkey.
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Ryu S, Ko D, Shin B, Rhee K. The intercentriolar fibers function as docking sites of centriolar satellites for cilia assembly. J Cell Biol 2024; 223:e202105065. [PMID: 38416111 PMCID: PMC10901237 DOI: 10.1083/jcb.202105065] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/12/2021] [Revised: 08/09/2023] [Accepted: 01/15/2024] [Indexed: 02/29/2024] Open
Abstract
Two mother centrioles in an animal cell are linked by intercentriolar fibers that have CROCC/rootletin as their main building block. Here, we investigated the regulatory role of intercentriolar/rootlet fibers in cilia assembly. The cilia formation rates were significantly reduced in the CEP250/C-NAP1 and CROCC/rootletin knockout (KO) cells, irrespective of the departure of the young mother centrioles from the basal bodies. In addition, centriolar satellites were dispersed throughout the cytoplasm in the CEP250 and CROCC KO cells. We observed that PCM1 directly binds to CROCC. Their interaction is critical not only for the accumulation of centriolar satellites near the centrosomes/basal bodies but also for cilia formation. Finally, we observed that the centriolar satellite proteins are localized at the intercentriolar/rootlet fibers in the kidney epithelial cells. Based on these findings, we propose that the intercentriolar/rootlet fibers function as docking sites for centriolar satellites near the centrosomes/basal bodies and facilitate the cilia assembly process.
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Affiliation(s)
- Sungjin Ryu
- Department of Biological Sciences, Seoul National University, Seoul, South Korea
| | - Donghee Ko
- Department of Biological Sciences, Seoul National University, Seoul, South Korea
| | - Byungho Shin
- Department of Biological Sciences, Seoul National University, Seoul, South Korea
| | - Kunsoo Rhee
- Department of Biological Sciences, Seoul National University, Seoul, South Korea
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Wang T, Fan G, Xia Y, Zou Y, Liu Y, Wang J, Hu Y, Teng J, Huang N, Chen J. Dual roles of CCDC102A in governing centrosome duplication and cohesion. Cell Rep 2024; 43:113696. [PMID: 38280197 DOI: 10.1016/j.celrep.2024.113696] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/13/2023] [Revised: 12/03/2023] [Accepted: 01/05/2024] [Indexed: 01/29/2024] Open
Abstract
In animal cells, the dysregulation of centrosome duplication and cohesion maintenance leads to abnormal spindle assembly and chromosomal instability, contributing to developmental disorders and tumorigenesis. However, the molecular mechanisms involved in maintaining accurate centrosome number control and tethering are not fully understood. Here, we identified coiled-coil domain-containing 102A (CCDC102A) as a centrosomal protein exhibiting a barrel-like structure in the proximal regions of parent centrioles, where it prevents centrosome overduplication by restricting interactions between Cep192 and Cep152 on centrosomes, thereby ensuring bipolar spindle formation. Additionally, CCDC102A regulates the centrosome linker by recruiting and binding C-Nap1; it is removed from the centrosome after Nek2A-mediated phosphorylation at the onset of mitosis. Overall, our results indicate that CCDC102A participates in controlling centrosome number and maintaining centrosome cohesion, suggesting that a well-tuned system regulates centrosome structure and function throughout the cell cycle.
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Affiliation(s)
- Tianning Wang
- Key Laboratory of Cell Proliferation and Differentiation of the Ministry of Education, College of Life Sciences, Peking University, Beijing 100871, China; Breast Disease Diagnosis and Treatment Center/Department of Thyroid Surgery, Central Hospital Affiliated to Shandong First Medical University, Jinan 250013, China; Research Center of Translational Medicine, Central Hospital Affiliated to Shandong First Medical University, Jinan 250013, China
| | - Guiliang Fan
- Key Laboratory of Cell Proliferation and Differentiation of the Ministry of Education, College of Life Sciences, Peking University, Beijing 100871, China
| | - Yuqing Xia
- Key Laboratory of Cell Proliferation and Differentiation of the Ministry of Education, College of Life Sciences, Peking University, Beijing 100871, China
| | - Yuhong Zou
- Key Laboratory of Cell Proliferation and Differentiation of the Ministry of Education, College of Life Sciences, Peking University, Beijing 100871, China
| | - Yunjie Liu
- Key Laboratory of Cell Proliferation and Differentiation of the Ministry of Education, College of Life Sciences, Peking University, Beijing 100871, China
| | - Jiaxin Wang
- Department of Physiology and Pathophysiology, School of Basic Medical Sciences, Health Science Center, Xi'an Jiaotong University, Xi'an 710061, China; Institute of Neuroscience, Translational Medicine Institute, Health Science Center, Xi'an Jiaotong University, Xi'an 710061, China
| | - Yingchun Hu
- Key Laboratory of Cell Proliferation and Differentiation of the Ministry of Education, College of Life Sciences, Peking University, Beijing 100871, China
| | - Junlin Teng
- Key Laboratory of Cell Proliferation and Differentiation of the Ministry of Education, College of Life Sciences, Peking University, Beijing 100871, China.
| | - Ning Huang
- Department of Physiology and Pathophysiology, School of Basic Medical Sciences, Health Science Center, Xi'an Jiaotong University, Xi'an 710061, China; Institute of Neuroscience, Translational Medicine Institute, Health Science Center, Xi'an Jiaotong University, Xi'an 710061, China.
| | - Jianguo Chen
- Key Laboratory of Cell Proliferation and Differentiation of the Ministry of Education, College of Life Sciences, Peking University, Beijing 100871, China; Center for Quantitative Biology, Academy for Advanced Interdisciplinary Studies, Peking University, Beijing 100871, China.
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Abstract
The centrosome, consisting of centrioles and the associated pericentriolar material, is the main microtubule-organizing centre (MTOC) in animal cells. During most of interphase, the two centrosomes of a cell are joined together by centrosome cohesion into one MTOC. The most dominant element of centrosome cohesion is the centrosome linker, an interdigitating, fibrous network formed by the protein C-Nap1 anchoring a number of coiled-coil proteins including rootletin to the proximal end of centrioles. Alternatively, centrosomes can be kept together by the action of the minus end directed kinesin motor protein KIFC3 that works on interdigitating microtubules organized by both centrosomes and probably by the actin network. Although cells connect the two interphase centrosomes by several mechanisms into one MTOC, the general importance of centrosome cohesion, particularly for an organism, is still largely unclear. In this article, we review the functions of the centrosome linker and discuss how centrosome cohesion defects can lead to diseases.
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Affiliation(s)
- Hairuo Dang
- Zentrum für Molekulare Biologie der Universität Heidelberg, Deutsches Krebsforschungszentrum-ZMBH Allianz, and,Heidelberg Biosciences International Graduate School (HBIGS), Universität Heidelberg, Heidelberg 69120, Germany
| | - Elmar Schiebel
- Zentrum für Molekulare Biologie der Universität Heidelberg, Deutsches Krebsforschungszentrum-ZMBH Allianz, and
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Li A, Mueller A, English B, Arena A, Vera D, Kane AE, Sinclair DA. Novel feature selection methods for construction of accurate epigenetic clocks. PLoS Comput Biol 2022; 18:e1009938. [PMID: 35984867 PMCID: PMC9432708 DOI: 10.1371/journal.pcbi.1009938] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/18/2022] [Revised: 08/31/2022] [Accepted: 07/11/2022] [Indexed: 11/22/2022] Open
Abstract
Epigenetic clocks allow us to accurately predict the age and future health of individuals based on the methylation status of specific CpG sites in the genome and are a powerful tool to measure the effectiveness of longevity interventions. There is a growing need for methods to efficiently construct epigenetic clocks. The most common approach is to create clocks using elastic net regression modelling of all measured CpG sites, without first identifying specific features or CpGs of interest. The addition of feature selection approaches provides the opportunity to optimise the identification of predictive CpG sites. Here, we apply novel feature selection methods and combinatorial approaches including newly adapted neural networks, genetic algorithms, and 'chained' combinations. Human whole blood methylation data of ~470,000 CpGs was used to develop clocks that predict age with R2 correlation scores of greater than 0.73, the most predictive of which uses 35 CpG sites for a R2 correlation score of 0.87. The five most frequent sites across all clocks were modelled to build a clock with a R2 correlation score of 0.83. These two clocks are validated on two external datasets where they maintain excellent predictive accuracy. When compared with three published epigenetic clocks (Hannum, Horvath, Weidner) also applied to these validation datasets, our clocks outperformed all three models. We identified gene regulatory regions associated with selected CpGs as possible targets for future aging studies. Thus, our feature selection algorithms build accurate, generalizable clocks with a low number of CpG sites, providing important tools for the field.
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Affiliation(s)
- Adam Li
- Blavatnik Institute, Dept. of Genetics, Paul F. Glenn Center for Biology of Aging Research at Harvard Medical School, Boston, Massachusetts, United States of America
| | - Amber Mueller
- Blavatnik Institute, Dept. of Genetics, Paul F. Glenn Center for Biology of Aging Research at Harvard Medical School, Boston, Massachusetts, United States of America
| | - Brad English
- Blavatnik Institute, Dept. of Genetics, Paul F. Glenn Center for Biology of Aging Research at Harvard Medical School, Boston, Massachusetts, United States of America
| | - Anthony Arena
- Blavatnik Institute, Dept. of Genetics, Paul F. Glenn Center for Biology of Aging Research at Harvard Medical School, Boston, Massachusetts, United States of America
| | - Daniel Vera
- Blavatnik Institute, Dept. of Genetics, Paul F. Glenn Center for Biology of Aging Research at Harvard Medical School, Boston, Massachusetts, United States of America
| | - Alice E. Kane
- Blavatnik Institute, Dept. of Genetics, Paul F. Glenn Center for Biology of Aging Research at Harvard Medical School, Boston, Massachusetts, United States of America
| | - David A. Sinclair
- Blavatnik Institute, Dept. of Genetics, Paul F. Glenn Center for Biology of Aging Research at Harvard Medical School, Boston, Massachusetts, United States of America
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Si J, Guo R, Xiu B, Chi W, Zhang Q, Hou J, Su Y, Chen J, Xue J, Shao ZM, Wu J, Chi Y. Stabilization of CCDC102B by Loss of RACK1 Through the CMA Pathway Promotes Breast Cancer Metastasis via Activation of the NF-κB Pathway. Front Oncol 2022; 12:927358. [PMID: 35957886 PMCID: PMC9359432 DOI: 10.3389/fonc.2022.927358] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/24/2022] [Accepted: 06/20/2022] [Indexed: 12/24/2022] Open
Abstract
Background Breast cancer is one of the leading causes of cancer-related death among women, and the pathological status of axillary lymph nodes is an important predictor of prognosis. However, the mechanism involved in this early stage of metastasis remains largely unknown. Methods Microarray analysis was used to carry out differential genomics analyses between matched pairs of metastatic sentinel lymph node tissues and breast primary tumors. The CRISPR/Cas9 gene editing system was used for in vivo screening by transplanting a loss-of-function cell pool into immunocompromised mice. MAGeCK was used to analyze the screening results. Survival analysis was performed via the Kaplan–Meier method. Cell proliferation, wound healing, migration and invasion assays were performed to confirm the phenotype. A tail vein model and subcutaneous xenotransplanted tumor model were used for the in vivo study. The relationship between coiled-coil domain containing 102B (CCDC102B) and receptor for activated C kinase 1 (RACK1) was examined using coimmunoprecipitation, mass spectrometry, nuclear protein extraction and immunofluorescence assays. The primary biological functions and pathways related to CCDC102B were enriched by RNA sequencing. Results We identified CCDC102B through screening and found that it was significantly upregulated in metastatic lesions in lymph nodes compared to matched primary tumors. Increased expression of CCDC102B promoted breast cancer metastasis in vitro and in vivo. Additionally, high expression of CCDC102B was correlated with poor clinical outcomes in breast cancer patients. We further identified that CCDC102B was stabilized by the loss of RACK1, a protein negatively correlated with breast cancer metastasis. Mechanistically, we found that RACK1 promoted CCDC102B lysosomal degradation by mediating chaperone-mediated autophagy (CMA). The aggressive behavior of CCDC102B in breast cancer cells could be reversed by the expression of RACK1. Moreover, CCDC102B was correlated with the significant enrichment of NF-κB pathway components. Overexpressing CCDC102B led to less interaction between RACK1 and IKKa. Thus, CCDC102B positively regulates the NF−κB pathway by interacting with RACK1. Conclusion Taken together, our findings uncover a novel role of CCDC102B in breast cancer metastasis. CCDC102B serves as a potential metastasis promoter by regulating the activation of the NF-κB pathway and can be degraded by RACK1 via CMA.
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Affiliation(s)
- Jing Si
- Department of Breast Surgery, Key Laboratory of Breast Cancer in Shanghai, Fudan University Shanghai Cancer Center, Shanghai, China
- Department of Oncology, Fudan University Shanghai Medical College, Shanghai, China
- Department of Breast Disease, The First Hospital of Jiaxing and The Affiliated Hospital of Jiaxing University, Jiaxing, China
| | - Rong Guo
- Department of Breast Surgery, Key Laboratory of Breast Cancer in Shanghai, Fudan University Shanghai Cancer Center, Shanghai, China
- Department of Oncology, Fudan University Shanghai Medical College, Shanghai, China
- Department of Breast Surgery, The Third Affiliated Hospital of Kunming Medical University, Yunnan Cancer Hospital, Kunming, China
| | - Bingqiu Xiu
- Department of Breast Surgery, Key Laboratory of Breast Cancer in Shanghai, Fudan University Shanghai Cancer Center, Shanghai, China
- Department of Oncology, Fudan University Shanghai Medical College, Shanghai, China
| | - Weiru Chi
- Department of Breast Surgery, Key Laboratory of Breast Cancer in Shanghai, Fudan University Shanghai Cancer Center, Shanghai, China
- Department of Oncology, Fudan University Shanghai Medical College, Shanghai, China
| | - Qi Zhang
- Department of Breast Surgery, Key Laboratory of Breast Cancer in Shanghai, Fudan University Shanghai Cancer Center, Shanghai, China
- Department of Oncology, Fudan University Shanghai Medical College, Shanghai, China
| | - Jianjing Hou
- Department of Breast Surgery, Key Laboratory of Breast Cancer in Shanghai, Fudan University Shanghai Cancer Center, Shanghai, China
- Department of Oncology, Fudan University Shanghai Medical College, Shanghai, China
| | - Yonghui Su
- Department of Breast Surgery, Key Laboratory of Breast Cancer in Shanghai, Fudan University Shanghai Cancer Center, Shanghai, China
- Department of Oncology, Fudan University Shanghai Medical College, Shanghai, China
| | - Jiajian Chen
- Department of Breast Surgery, Key Laboratory of Breast Cancer in Shanghai, Fudan University Shanghai Cancer Center, Shanghai, China
- Department of Oncology, Fudan University Shanghai Medical College, Shanghai, China
| | - Jingyan Xue
- Department of Breast Surgery, Key Laboratory of Breast Cancer in Shanghai, Fudan University Shanghai Cancer Center, Shanghai, China
- Department of Oncology, Fudan University Shanghai Medical College, Shanghai, China
| | - Zhi-Ming Shao
- Department of Breast Surgery, Key Laboratory of Breast Cancer in Shanghai, Fudan University Shanghai Cancer Center, Shanghai, China
- Department of Oncology, Fudan University Shanghai Medical College, Shanghai, China
| | - Jiong Wu
- Department of Breast Surgery, Key Laboratory of Breast Cancer in Shanghai, Fudan University Shanghai Cancer Center, Shanghai, China
- Department of Oncology, Fudan University Shanghai Medical College, Shanghai, China
- Collaborative Innovation Center for Cancer Medicine, Shanghai Medical College, Fudan University, Shanghai, China
- *Correspondence: Yayun Chi, ; Jiong Wu,
| | - Yayun Chi
- Department of Breast Surgery, Key Laboratory of Breast Cancer in Shanghai, Fudan University Shanghai Cancer Center, Shanghai, China
- Department of Oncology, Fudan University Shanghai Medical College, Shanghai, China
- *Correspondence: Yayun Chi, ; Jiong Wu,
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11
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Jazayeri O, Farahmand Araghi S, Aghajanzadeh TA, Mir Moammadrezaei F. Up-regulation of Arl4a gene expression by broccoli aqueous extract is associated with improved spermatogenesis in mouse testes. BIOMEDICA : REVISTA DEL INSTITUTO NACIONAL DE SALUD 2021; 41:706-720. [PMID: 34936255 PMCID: PMC8768486 DOI: 10.7705/biomedica.5962] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 12/20/2020] [Accepted: 07/15/2021] [Indexed: 11/21/2022]
Abstract
INTRODUCTION Broccoli (Brassica oleracea) is well known for its properties as an anticancer, antioxidant, and scavenger of free radicals. However, its benefits in enhancing spermatogenesis have not been well established. OBJECTIVE To study broccoli aqueous extract effects on sperm factors and the expression of genes Catsper1, Catsper2, Arl4a, Sox5, and Sox9 in sperm factors in mice. MATERIAL AND METHODS Male mice were divided randomly into six groups: (1) Control; (2) cadmium (3 mg/kg of mouse body weight); (3) orally treated with 200 μl broccoli aqueous extract (1 g ml-1); (4) orally treated with 400 μl of broccoli aqueous extract; (5) orally treated with 200 broccoli aqueous extract plus cadmium, and (6) orally treated with 400 μl of broccoli aqueous extract plus cadmium. We analyzed the sperms factors and Catsper1, Catsper2, Arl4a, Sox5, and Sox9 gene expression. RESULTS An obvious improvement in sperm count and a slight enhancement in sperm motility were observed in mice treated with broccoli extract alone or with cadmium. Sperm viability was reduced by broccoli extract except for the 200 μl dose with cadmium, which significantly increased it. Interestingly, Arl4a gene expression increased in the 400 μl broccoli-treated group. Likewise, the Arl4a mRNA level in mice treated with cadmium and 200 μl of broccoli extract was higher than in the cadmium-treated mice. Furthermore, broccoli extract enhanced the mRNA level of Catsper2 and Sox5 genes in mice treated with 200 μl and 400 μl broccoli extract plus cadmium compared with the group treated solely with cadmium. CONCLUSION The higher sperm count in broccoli-treated mice opens the way for the development of pharmaceutical products for infertile men.
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Affiliation(s)
- Omid Jazayeri
- Department of Molecular and Cell Biology, Faculty of Basic Science, University of Mazandaran, Babolsar, Iran.
| | - Setareh Farahmand Araghi
- Department of Molecular and Cell Biology, Faculty of Basic Science, University of Mazandaran, Babolsar, Iran.
| | - Tahereh A Aghajanzadeh
- Department of Plant Sciences, Faculty of Basic Science, University of Mazandaran, Babolsar, Iran.
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12
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A specific basal body linker protein provides the connection function for basal body inheritance in trypanosomes. Proc Natl Acad Sci U S A 2021; 118:2014040118. [PMID: 33597294 DOI: 10.1073/pnas.2014040118] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/18/2022] Open
Abstract
Centrioles and basal bodies (CBBs) are found in physically linked pairs, and in mammalian cells intercentriole connections (G1-G2 tether and S-M linker) regulate centriole duplication and function. In trypanosomes BBs are not associated with the spindle and function in flagellum/cilia nucleation with an additional role in mitochondrial genome (kinetoplast DNA [kDNA]) segregation. Here, we describe BBLP, a BB/pro-BB (pBB) linker protein in Trypanosoma brucei predicted to be a large coiled-coil protein conserved in the kinetoplastida. Colocalization with the centriole marker SAS6 showed that BBLP localizes between the BB/pBB pair, throughout the cell cycle, with a stronger signal in the old flagellum BB/pBB pair. Importantly, RNA interference (RNAi) depletion of BBLP leads to a conspicuous splitting of the BB/pBB pair associated only with the new flagellum. BBLP RNAi is lethal in the bloodstream form of the parasite and perturbs mitochondrial kDNA inheritance. Immunogold labeling confirmed that BBLP is localized to a cytoskeletal component of the BB/pBB linker, and tagged protein induction showed that BBLP is incorporated de novo in both new and old flagella BB pairs of dividing cells. We show that the two aspects of CBB disengagement-loss of orthogonal orientation and ability to separate and move apart-are consistent but separable events in evolutionarily diverse cells and we provide a unifying model explaining centriole/BB linkage differences between such cells.
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Ko D, Kim J, Rhee K, Choi HJ. Identification of a Structurally Dynamic Domain for Oligomer Formation in Rootletin. J Mol Biol 2020; 432:3915-3932. [DOI: 10.1016/j.jmb.2020.04.012] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/06/2020] [Revised: 03/10/2020] [Accepted: 04/13/2020] [Indexed: 10/24/2022]
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Hossain D, Shih SYP, Xiao X, White J, Tsang WY. Cep44 functions in centrosome cohesion by stabilizing rootletin. J Cell Sci 2020; 133:jcs239616. [PMID: 31974111 PMCID: PMC7044459 DOI: 10.1242/jcs.239616] [Citation(s) in RCA: 6] [Impact Index Per Article: 1.2] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/25/2019] [Accepted: 01/13/2020] [Indexed: 12/12/2022] Open
Abstract
The centrosome linker serves to hold the duplicated centrosomes together until they separate in late G2/early mitosis. Precisely how the linker is assembled remains an open question. In this study, we identify Cep44 as a novel component of the linker in human cells. Cep44 localizes to the proximal end of centrioles, including mother and daughter centrioles, and its ablation leads to loss of centrosome cohesion. Cep44 does not impinge on the stability of C-Nap1 (also known as CEP250), LRRC45 or Cep215 (also known as CDK5RAP2), and vice versa, and these proteins are independently recruited to the centrosome. Rather, Cep44 associates with rootletin and regulates its stability and localization to the centrosome. Our findings reveal a role of the previously uncharacterized protein Cep44 for centrosome cohesion and linker assembly.
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Affiliation(s)
- Delowar Hossain
- Institut de Recherches Cliniques de Montréal, 110 avenue des Pins Ouest, Montréal, Québec H2W 1R7, Canada
- Division of Experimental Medicine, McGill University, Montréal, Québec H3A 1A3, Canada
| | - Sunny Y-P Shih
- Institut de Recherches Cliniques de Montréal, 110 avenue des Pins Ouest, Montréal, Québec H2W 1R7, Canada
| | - Xintong Xiao
- Institut de Recherches Cliniques de Montréal, 110 avenue des Pins Ouest, Montréal, Québec H2W 1R7, Canada
| | - Julia White
- Institut de Recherches Cliniques de Montréal, 110 avenue des Pins Ouest, Montréal, Québec H2W 1R7, Canada
| | - William Y Tsang
- Institut de Recherches Cliniques de Montréal, 110 avenue des Pins Ouest, Montréal, Québec H2W 1R7, Canada
- Division of Experimental Medicine, McGill University, Montréal, Québec H3A 1A3, Canada
- Faculté de Médecine, Département de pathologie et Biologie Cellulaire, Université de Montréal, Montréal, Québec H3C 3J7, Canada
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Remo A, Li X, Schiebel E, Pancione M. The Centrosome Linker and Its Role in Cancer and Genetic Disorders. Trends Mol Med 2020; 26:380-393. [PMID: 32277932 DOI: 10.1016/j.molmed.2020.01.011] [Citation(s) in RCA: 24] [Impact Index Per Article: 4.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/08/2019] [Revised: 11/26/2019] [Accepted: 01/21/2020] [Indexed: 02/07/2023]
Abstract
Centrosome cohesion, the joining of the two centrosomes of a cell, is increasingly appreciated as a major regulator of cell functions such as Golgi organization and cilia positioning. One major element of centrosome cohesion is the centrosome linker that consists of a growing number of proteins. The timely disassembly of the centrosome linker enables centrosomes to separate and assemble a functional bipolar mitotic spindle that is crucial for maintaining genomic integrity. Exciting new findings link centrosome linker defects to cell transformation and genetic disorders. We review recent data on the molecular mechanisms of the assembly and disassembly of the centrosome linker, and discuss how defects in the proper execution of these processes cause DNA damage and genomic instability leading to disease.
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Affiliation(s)
- Andrea Remo
- Pathology Unit, Mater Salutis Hospital, Azienda Unità Locale Socio Sanitaria (AULSS) 9 'Scaligera', Verona, Italy
| | - Xue Li
- Zentrum für Molekulare Biologie der Universität Heidelberg (ZMBH), Deutsches Krebsforschungszentrum (DKFZ)-ZMBH Allianz, Heidelberg, Germany; Heidelberg Biosciences International Graduate School (HBIGS), Universität Heidelberg, Heidelberg, Germany
| | - Elmar Schiebel
- Zentrum für Molekulare Biologie der Universität Heidelberg (ZMBH), Deutsches Krebsforschungszentrum (DKFZ)-ZMBH Allianz, Heidelberg, Germany.
| | - Massimo Pancione
- Department of Sciences and Technologies, University of Sannio, Benevento, Italy; Department of Biochemistry and Molecular Biology, Faculty of Pharmacy, Complutense University of Madrid, Madrid, Spain.
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Pizon V, Gaudin N, Poteau M, Cifuentes-Diaz C, Demdou R, Heyer V, Reina San Martin B, Azimzadeh J. hVFL3/CCDC61 is a component of mother centriole subdistal appendages required for centrosome cohesion and positioning. Biol Cell 2019; 112:22-37. [PMID: 31789463 DOI: 10.1111/boc.201900038] [Citation(s) in RCA: 12] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/27/2019] [Revised: 11/12/2019] [Accepted: 11/15/2019] [Indexed: 01/01/2023]
Abstract
BACKGROUND The centrosome regulates cell spatial organisation by controlling the architecture of the microtubule (MT) cytoskeleton. Conversely, the position of the centrosome within the cell depends on cytoskeletal networks it helps organizing. In mammalian cells, centrosome positioning involves a population of MT stably anchored at centrioles, the core components of the centrosome. An MT-anchoring complex containing the proteins ninein and Cep170 is enriched at subdistal appendages (SAP) that decorate the older centriole (called mother centriole) and at centriole proximal ends. Here, we studied the role played at the centrosome by hVFL3/CCDC61, the human ortholog of proteins required for anchoring distinct sets of cytoskeletal fibres to centrioles in unicellular eukaryotes. RESULTS We show that hVFL3 co-localises at SAP and at centriole proximal ends with components of the MT-anchoring complex, and physically interacts with Cep170. Depletion of hVFL3 increased the distance between mother and daughter centrioles without affecting the assembly of a filamentous linker that tethers the centrioles and contains the proteins rootletin and C-Nap1. When the linker was disrupted by inactivating C-Nap1, hVFL3-depletion exacerbated centriole splitting, a phenotype also observed following depletion of other SAP components. This supported that hVFL3 is required for SAP function, which we further established by showing that centrosome positioning is perturbed in hVFL3-depleted interphase cells. Finally, we found that hVFL3 is an MT-binding protein. CONCLUSIONS AND SIGNIFICANCE Together, our results support that hVFL3 is required for anchoring MT at SAP during interphase and ensuring proper centrosome cohesion and positioning. The role of the VFL3 family of proteins thus appears to have been conserved in evolution despite the great variation in the shape of centriole appendages in different eukaryotic species.
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Affiliation(s)
- Véronique Pizon
- Université de Paris, Institut Jacques Monod, 75013, Paris, France
| | - Noémie Gaudin
- Université de Paris, Institut Jacques Monod, 75013, Paris, France
| | - Marion Poteau
- Institut Gustave Roussy, CNRS UMR 8200/Université Paris-Sud, 94 805, Villejuif, France
| | | | - Roland Demdou
- Université de Paris, Institut Jacques Monod, 75013, Paris, France
| | - Vincent Heyer
- Institut de Génétique et de Biologie Moléculaire et Cellulaire (IGBMC), Illkirch, France.,Institut National de la Santé et de la Recherche Médicale (INSERM), U1258, Illkirch, France.,Centre National de la Recherche Scientifique (CNRS), UMR7104, Illkirch, France.,Université de Strasbourg, Illkirch, France
| | - Bernardo Reina San Martin
- Institut de Génétique et de Biologie Moléculaire et Cellulaire (IGBMC), Illkirch, France.,Institut National de la Santé et de la Recherche Médicale (INSERM), U1258, Illkirch, France.,Centre National de la Recherche Scientifique (CNRS), UMR7104, Illkirch, France.,Université de Strasbourg, Illkirch, France
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Joukov V, De Nicolo A. The Centrosome and the Primary Cilium: The Yin and Yang of a Hybrid Organelle. Cells 2019; 8:E701. [PMID: 31295970 PMCID: PMC6678760 DOI: 10.3390/cells8070701] [Citation(s) in RCA: 68] [Impact Index Per Article: 11.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/04/2019] [Revised: 07/04/2019] [Accepted: 07/06/2019] [Indexed: 12/27/2022] Open
Abstract
Centrosomes and primary cilia are usually considered as distinct organelles, although both are assembled with the same evolutionary conserved, microtubule-based templates, the centrioles. Centrosomes serve as major microtubule- and actin cytoskeleton-organizing centers and are involved in a variety of intracellular processes, whereas primary cilia receive and transduce environmental signals to elicit cellular and organismal responses. Understanding the functional relationship between centrosomes and primary cilia is important because defects in both structures have been implicated in various diseases, including cancer. Here, we discuss evidence that the animal centrosome evolved, with the transition to complex multicellularity, as a hybrid organelle comprised of the two distinct, but intertwined, structural-functional modules: the centriole/primary cilium module and the pericentriolar material/centrosome module. The evolution of the former module may have been caused by the expanding cellular diversification and intercommunication, whereas that of the latter module may have been driven by the increasing complexity of mitosis and the requirement for maintaining cell polarity, individuation, and adhesion. Through its unique ability to serve both as a plasma membrane-associated primary cilium organizer and a juxtanuclear microtubule-organizing center, the animal centrosome has become an ideal integrator of extracellular and intracellular signals with the cytoskeleton and a switch between the non-cell autonomous and the cell-autonomous signaling modes. In light of this hypothesis, we discuss centrosome dynamics during cell proliferation, migration, and differentiation and propose a model of centrosome-driven microtubule assembly in mitotic and interphase cells. In addition, we outline the evolutionary benefits of the animal centrosome and highlight the hierarchy and modularity of the centrosome biogenesis networks.
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Affiliation(s)
- Vladimir Joukov
- N.N. Petrov National Medical Research Center of Oncology, 197758 Saint-Petersburg, Russia.
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First person – Yuqing Xia and Ning Huang. J Cell Sci 2018. [DOI: 10.1242/jcs.227843] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/20/2022] Open
Abstract
ABSTRACT
First Person is a series of interviews with the first authors of a selection of papers published in Journal of Cell Science, helping early-career researchers promote themselves alongside their papers. Yuqing Xia and Ning Huang are the co-first authors on ‘CCDC102B functions in centrosome linker assembly and centrosome cohesion’, published in Journal of Cell Science. Ning was, and Yuqing is a PhD student in the laboratory of Jianguo Chen and Junlin Teng at College of Life Sciences, Peking University, China, working on the functional roles of centrosomal proteins.
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