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Clark S, Mitra J, Elferich J, Goehring A, Ge J, Ha T, Gouaux E. Single molecule studies of the native hair cell mechanosensory transduction complex. BIORXIV : THE PREPRINT SERVER FOR BIOLOGY 2023:2023.12.11.571162. [PMID: 38168376 PMCID: PMC10760052 DOI: 10.1101/2023.12.11.571162] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 01/05/2024]
Abstract
Hearing and balance rely on the conversion of a mechanical stimulus into an electrical signal, a process known as mechanosensory transduction (MT). In vertebrates, this process is accomplished by an MT complex that is located in hair cells of the inner ear. While the past three decades of research have identified many subunits that are important for MT and revealed interactions between these subunits, the composition and organization of a functional complex remains unknown. The major challenge associated with studying the MT complex is its extremely low abundance in hair cells; current estimates of MT complex quantity range from 3-60 attomoles per cochlea or utricle, well below the detection limit of most biochemical assays that are used to characterize macromolecular complexes. Here we describe the optimization of two single molecule assays, single molecule pull-down (SiMPull) and single molecule array (SiMoA), to study the composition and quantity of native mouse MT complexes. We demonstrate that these assays are capable of detecting and quantifying low attomoles of the native MT subunits protocadherin-15 (PCDH15) and lipoma HMGIC fusion partner-like protein 5 (LHFPL5). Our results illuminate the stoichiometry of PCDH15- and LHFPL5-containing complexes and establish SiMPull and SiMoA as productive methods for probing the abundance, composition, and arrangement of subunits in the native MT complex.
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Affiliation(s)
- Sarah Clark
- Vollum Institute, Oregon Health & Science University, Portland, Oregon 97239, USA
- Present address: Department of Biochemistry and Biophysics, Oregon State University, Corvallis, OR 97331, USA
| | - Jaba Mitra
- Department of Materials Science and Engineering, University of Illinois Urbana-Champaign, IL 61801, USA
- Present address: Pacific Biosciences, Menlo Park, CA 94025, USA
| | - Johannes Elferich
- Vollum Institute, Oregon Health & Science University, Portland, Oregon 97239, USA
- Present address: UMass Chan Medical School, Worcester, MA 01655, USA
| | - April Goehring
- Vollum Institute, Oregon Health & Science University, Portland, Oregon 97239, USA
| | - Jingpeng Ge
- Vollum Institute, Oregon Health & Science University, Portland, Oregon 97239, USA
- Present address: School of Life Science and Technology, ShanghaiTech University, Pudong, Shanghai, 201210, China
| | - Taekjip Ha
- Department of Biophysics and Biophysical Chemistry, Johns Hopkins University, Baltimore, MD 21215, USA
- Present address: Howard Hughes Medical Institute, Program in Cellular and Molecular Medicine, Boston Children’s Hospital, Boston, MA 02115, USA
- Present address: Department of Pediatrics, Harvard Medical School, Boston, MA 02115, USA
| | - Eric Gouaux
- Vollum Institute, Oregon Health & Science University, Portland, Oregon 97239, USA
- Howard Hughes Medical Institute, Oregon Health & Science University, Portland, Oregon 97239, USA
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Sun N, Zhang C, Lee YT, Tran BV, Wang J, Kim H, Lee J, Zhang RY, Wang JJ, Hu J, Zhang Z, Alsudaney MS, Hou KC, Tang H, Zhang TX, Liang IY, Zhou Z, Chen M, Hsiao-Jiun Yeh A, Li W, Zhou XJ, Chang HR, Han SHB, Sadeghi S, Finn RS, Saab S, Busuttil RW, Noureddin M, Ayoub WS, Kuo A, Sundaram V, Al-Ghaieb B, Palomique J, Kosari K, Kim IK, Todo T, Nissen NN, Tomasi ML, You S, Posadas EM, Wu JX, Wadehra M, Sim MS, Li Y, Wang HL, French SW, Lu SC, Wu L, Pei R, Liang L, Yang JD, Agopian VG, Tseng HR, Zhu Y. HCC EV ECG score: An extracellular vesicle-based protein assay for detection of early-stage hepatocellular carcinoma. Hepatology 2023; 77:774-788. [PMID: 35908246 PMCID: PMC9887095 DOI: 10.1002/hep.32692] [Citation(s) in RCA: 26] [Impact Index Per Article: 26.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 03/14/2022] [Revised: 07/15/2022] [Accepted: 07/18/2022] [Indexed: 02/02/2023]
Abstract
BACKGROUND AND AIMS The sensitivity of current surveillance methods for detecting early-stage hepatocellular carcinoma (HCC) is suboptimal. Extracellular vesicles (EVs) are promising circulating biomarkers for early cancer detection. In this study, we aim to develop an HCC EV-based surface protein assay for early detection of HCC. APPROACH AND RESULTS Tissue microarray was used to evaluate four potential HCC-associated protein markers. An HCC EV surface protein assay, composed of covalent chemistry-mediated HCC EV purification and real-time immuno-polymerase chain reaction readouts, was developed and optimized for quantifying subpopulations of EVs. An HCC EV ECG score, calculated from the readouts of three HCC EV subpopulations ( E pCAM + CD63 + , C D147 + CD63 + , and G PC3 + CD63 + HCC EVs), was established for detecting early-stage HCC. A phase 2 biomarker study was conducted to evaluate the performance of ECG score in a training cohort ( n = 106) and an independent validation cohort ( n = 72).Overall, 99.7% of tissue microarray stained positive for at least one of the four HCC-associated protein markers (EpCAM, CD147, GPC3, and ASGPR1) that were subsequently validated in HCC EVs. In the training cohort, HCC EV ECG score demonstrated an area under the receiver operating curve (AUROC) of 0.95 (95% confidence interval [CI], 0.90-0.99) for distinguishing early-stage HCC from cirrhosis with a sensitivity of 91% and a specificity of 90%. The AUROCs of the HCC EV ECG score remained excellent in the validation cohort (0.93; 95% CI, 0.87-0.99) and in the subgroups by etiology (viral: 0.95; 95% CI, 0.90-1.00; nonviral: 0.94; 95% CI, 0.88-0.99). CONCLUSION HCC EV ECG score demonstrated great potential for detecting early-stage HCC. It could augment current surveillance methods and improve patients' outcomes.
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Affiliation(s)
- Na Sun
- California NanoSystems Institute, Crump Institute for Molecular Imaging, Department of Molecular and Medical Pharmacology, University of California, Los Angeles, Los Angeles, California, USA
- Key Laboratory for Nano-Bio Interface, Suzhou Institute of Nano-Tech and Nano-Bionics, University of Chinese Academy of Sciences, Chinese Academy of Sciences, Suzhou, People's Republic of China
| | - Ceng Zhang
- California NanoSystems Institute, Crump Institute for Molecular Imaging, Department of Molecular and Medical Pharmacology, University of California, Los Angeles, Los Angeles, California, USA
- Department of Pathology, Basic Medical College, Southern Medical University, Guangzhou, People's Republic of China
| | - Yi-Te Lee
- California NanoSystems Institute, Crump Institute for Molecular Imaging, Department of Molecular and Medical Pharmacology, University of California, Los Angeles, Los Angeles, California, USA
| | - Benjamin V. Tran
- Department of Surgery, David Geffen School of Medicine, University of California, Los Angeles, Los Angeles, California, USA
| | - Jing Wang
- California NanoSystems Institute, Crump Institute for Molecular Imaging, Department of Molecular and Medical Pharmacology, University of California, Los Angeles, Los Angeles, California, USA
| | - Hyoyong Kim
- California NanoSystems Institute, Crump Institute for Molecular Imaging, Department of Molecular and Medical Pharmacology, University of California, Los Angeles, Los Angeles, California, USA
| | - Junseok Lee
- California NanoSystems Institute, Crump Institute for Molecular Imaging, Department of Molecular and Medical Pharmacology, University of California, Los Angeles, Los Angeles, California, USA
| | - Ryan Y. Zhang
- California NanoSystems Institute, Crump Institute for Molecular Imaging, Department of Molecular and Medical Pharmacology, University of California, Los Angeles, Los Angeles, California, USA
| | - Jasmine J. Wang
- California NanoSystems Institute, Crump Institute for Molecular Imaging, Department of Molecular and Medical Pharmacology, University of California, Los Angeles, Los Angeles, California, USA
- Division of Medical Oncology, Department of Medicine, Cedars-Sinai Medical Center, Los Angeles, California, USA
| | - Junhui Hu
- Department of Molecular and Medical Pharmacology, University of California, Los Angeles, Los Angeles, California, USA
| | - Zhicheng Zhang
- Department of Molecular and Medical Pharmacology, University of California, Los Angeles, Los Angeles, California, USA
| | - Manaf S. Alsudaney
- Comprehensive Transplant Center, Cedars-Sinai Medical Center, Los Angeles, California, USA
| | - Kuan-Chu Hou
- California NanoSystems Institute, Crump Institute for Molecular Imaging, Department of Molecular and Medical Pharmacology, University of California, Los Angeles, Los Angeles, California, USA
| | - Hubert Tang
- California NanoSystems Institute, Crump Institute for Molecular Imaging, Department of Molecular and Medical Pharmacology, University of California, Los Angeles, Los Angeles, California, USA
| | - Tiffany X. Zhang
- California NanoSystems Institute, Crump Institute for Molecular Imaging, Department of Molecular and Medical Pharmacology, University of California, Los Angeles, Los Angeles, California, USA
| | - Icy Y. Liang
- California NanoSystems Institute, Crump Institute for Molecular Imaging, Department of Molecular and Medical Pharmacology, University of California, Los Angeles, Los Angeles, California, USA
| | - Ziang Zhou
- California NanoSystems Institute, Crump Institute for Molecular Imaging, Department of Molecular and Medical Pharmacology, University of California, Los Angeles, Los Angeles, California, USA
| | - Mengxiang Chen
- California NanoSystems Institute, Crump Institute for Molecular Imaging, Department of Molecular and Medical Pharmacology, University of California, Los Angeles, Los Angeles, California, USA
| | - Angela Hsiao-Jiun Yeh
- Department of Medicine, David Geffen School of Medicine, University of California, Los Angeles, Los Angeles, California, USA
| | - Wenyuan Li
- Department of Pathology and Laboratory Medicine, Ronald Reagan Medical Center, David Geffen School of Medicine, University of California, Los Angeles, Los Angeles, California, USA
| | - Xianghong Jasmine Zhou
- Department of Pathology and Laboratory Medicine, Ronald Reagan Medical Center, David Geffen School of Medicine, University of California, Los Angeles, Los Angeles, California, USA
| | - Helena R. Chang
- Department of Surgery, David Geffen School of Medicine, University of California, Los Angeles, Los Angeles, California, USA
| | - Steven-Huy B. Han
- Department of Medicine, David Geffen School of Medicine, University of California, Los Angeles, Los Angeles, California, USA
| | - Saeed Sadeghi
- Department of Medicine, David Geffen School of Medicine, University of California, Los Angeles, Los Angeles, California, USA
| | - Richard S. Finn
- Department of Medicine, David Geffen School of Medicine, University of California, Los Angeles, Los Angeles, California, USA
| | - Sammy Saab
- Department of Medicine, David Geffen School of Medicine, University of California, Los Angeles, Los Angeles, California, USA
| | - Ronald W. Busuttil
- Department of Surgery, David Geffen School of Medicine, University of California, Los Angeles, Los Angeles, California, USA
| | - Mazen Noureddin
- Comprehensive Transplant Center, Cedars-Sinai Medical Center, Los Angeles, California, USA
- Karsh Division of Gastroenterology and Hepatology, Cedars-Sinai Medical Center, Los Angeles, California, USA
| | - Walid S. Ayoub
- Comprehensive Transplant Center, Cedars-Sinai Medical Center, Los Angeles, California, USA
- Karsh Division of Gastroenterology and Hepatology, Cedars-Sinai Medical Center, Los Angeles, California, USA
| | - Alexander Kuo
- Comprehensive Transplant Center, Cedars-Sinai Medical Center, Los Angeles, California, USA
- Karsh Division of Gastroenterology and Hepatology, Cedars-Sinai Medical Center, Los Angeles, California, USA
| | - Vinay Sundaram
- Comprehensive Transplant Center, Cedars-Sinai Medical Center, Los Angeles, California, USA
- Karsh Division of Gastroenterology and Hepatology, Cedars-Sinai Medical Center, Los Angeles, California, USA
| | - Buraq Al-Ghaieb
- Comprehensive Transplant Center, Cedars-Sinai Medical Center, Los Angeles, California, USA
- Karsh Division of Gastroenterology and Hepatology, Cedars-Sinai Medical Center, Los Angeles, California, USA
| | - Juvelyn Palomique
- Comprehensive Transplant Center, Cedars-Sinai Medical Center, Los Angeles, California, USA
| | - Kambiz Kosari
- Comprehensive Transplant Center, Cedars-Sinai Medical Center, Los Angeles, California, USA
| | - Irene K. Kim
- Comprehensive Transplant Center, Cedars-Sinai Medical Center, Los Angeles, California, USA
| | - Tsuyoshi Todo
- Comprehensive Transplant Center, Cedars-Sinai Medical Center, Los Angeles, California, USA
| | - Nicholas N. Nissen
- Comprehensive Transplant Center, Cedars-Sinai Medical Center, Los Angeles, California, USA
| | - Maria Lauda Tomasi
- Karsh Division of Gastroenterology and Hepatology, Cedars-Sinai Medical Center, Los Angeles, California, USA
| | - Sungyong You
- Departments of Surgery and Biomedical Sciences, Cedars-Sinai Medical Center, Los Angeles, California, USA
| | - Edwin M. Posadas
- Division of Medical Oncology, Department of Medicine, Cedars-Sinai Medical Center, Los Angeles, California, USA
| | - James X. Wu
- Department of Surgery, David Geffen School of Medicine, University of California, Los Angeles, Los Angeles, California, USA
| | - Madhuri Wadehra
- Department of Pathology and Laboratory Medicine, Ronald Reagan Medical Center, David Geffen School of Medicine, University of California, Los Angeles, Los Angeles, California, USA
| | - Myung-Shin Sim
- Department of Medicine, Statistics Core, David Geffen School of Medicine, University of California, Los Angeles, Los Angeles, California, USA
| | - Yunfeng Li
- Department of Pathology and Laboratory Medicine, Ronald Reagan Medical Center, David Geffen School of Medicine, University of California, Los Angeles, Los Angeles, California, USA
| | - Hanlin L. Wang
- Department of Pathology and Laboratory Medicine, Ronald Reagan Medical Center, David Geffen School of Medicine, University of California, Los Angeles, Los Angeles, California, USA
| | - Samuel W. French
- Department of Pathology and Laboratory Medicine, Ronald Reagan Medical Center, David Geffen School of Medicine, University of California, Los Angeles, Los Angeles, California, USA
| | - Shelly C. Lu
- Karsh Division of Gastroenterology and Hepatology, Cedars-Sinai Medical Center, Los Angeles, California, USA
- Samuel Oschin Comprehensive Cancer Institute, Cedars-Sinai Medical Center, Los Angeles, California, USA
| | - Lily Wu
- Department of Molecular and Medical Pharmacology, University of California, Los Angeles, Los Angeles, California, USA
| | - Renjun Pei
- Key Laboratory for Nano-Bio Interface, Suzhou Institute of Nano-Tech and Nano-Bionics, University of Chinese Academy of Sciences, Chinese Academy of Sciences, Suzhou, People's Republic of China
| | - Li Liang
- Department of Pathology, Nanfang Hospital and Basic Medical College, Southern Medical University, Guangzhou, People's Republic of China
- Guangdong Province Key Laboratory of Molecular Tumor Pathology, Guangzhou, People's Republic of China
| | - Ju Dong Yang
- Comprehensive Transplant Center, Cedars-Sinai Medical Center, Los Angeles, California, USA
- Karsh Division of Gastroenterology and Hepatology, Cedars-Sinai Medical Center, Los Angeles, California, USA
- Samuel Oschin Comprehensive Cancer Institute, Cedars-Sinai Medical Center, Los Angeles, California, USA
| | - Vatche G. Agopian
- Department of Surgery, David Geffen School of Medicine, University of California, Los Angeles, Los Angeles, California, USA
- Jonsson Comprehensive Cancer Center, University of California, Los Angeles, Los Angeles, California, USA
| | - Hsian-Rong Tseng
- California NanoSystems Institute, Crump Institute for Molecular Imaging, Department of Molecular and Medical Pharmacology, University of California, Los Angeles, Los Angeles, California, USA
- Jonsson Comprehensive Cancer Center, University of California, Los Angeles, Los Angeles, California, USA
| | - Yazhen Zhu
- California NanoSystems Institute, Crump Institute for Molecular Imaging, Department of Molecular and Medical Pharmacology, University of California, Los Angeles, Los Angeles, California, USA
- Department of Pathology and Laboratory Medicine, Ronald Reagan Medical Center, David Geffen School of Medicine, University of California, Los Angeles, Los Angeles, California, USA
- Jonsson Comprehensive Cancer Center, University of California, Los Angeles, Los Angeles, California, USA
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