1
|
Klepstad J, Marcon L. The Clock and Wavefront Self-Organizing model recreates the dynamics of mouse somitogenesis in vivo and in vitro. Development 2024; 151:dev202606. [PMID: 38742434 PMCID: PMC11165719 DOI: 10.1242/dev.202606] [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] [Received: 12/14/2023] [Accepted: 04/15/2024] [Indexed: 05/16/2024]
Abstract
During mouse development, presomitic mesoderm cells synchronize Wnt and Notch oscillations, creating sequential phase waves that pattern somites. Traditional somitogenesis models attribute phase waves to a global modulation of the oscillation frequency. However, increasing evidence suggests that they could arise in a self-organizing manner. Here, we introduce the Sevilletor, a novel reaction-diffusion system that serves as a framework to compare different somitogenesis patterning hypotheses. Using this framework, we propose the Clock and Wavefront Self-Organizing model that considers an excitable self-organizing region where phase waves form independent of global frequency gradients. The model recapitulates the change in relative phase of Wnt and Notch observed during mouse somitogenesis and provides a theoretical basis for understanding the excitability of mouse presomitic mesoderm cells in vitro.
Collapse
Affiliation(s)
- Julie Klepstad
- Andalusian Center for Developmental Biology (CABD) CSIC-UPO-JA, Carretera de Utrera km 1, 41013 Seville, Spain
| | - Luciano Marcon
- Andalusian Center for Developmental Biology (CABD) CSIC-UPO-JA, Carretera de Utrera km 1, 41013 Seville, Spain
| |
Collapse
|
2
|
Caetano da Silva C, Ostertag A, Raman R, Muller M, Cohen-Solal M, Collet C. wnt11f2 Zebrafish, an Animal Model for Development and New Insights in Bone Formation. Zebrafish 2023; 20:1-9. [PMID: 36795617 PMCID: PMC9968865 DOI: 10.1089/zeb.2022.0042] [Citation(s) in RCA: 4] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/17/2023] Open
Abstract
Wnt signaling is a key regulator of osteoblast differentiation and mineralization in humans and animals, mediated by the canonical Wnt/β-catenin and noncanonical signaling pathways. Both pathways are crucial in regulating osteoblastogenesis and bone formation. The zebrafish silberblick (slb) carries a mutation in wnt11f2, a gene that contributes to embryonic morphogenesis; however, its role in bone morphology is unknown. wnt11f2 was originally known as wnt11; it was recently reclassified to avoid confusion in comparative genetics and disease modeling. The goal of this review is to summarize the characterization of the wnt11f2 zebrafish mutant and to deliver some new insights concerning its role in skeletal development. In addition to the previously described defects in early development in this mutant as well as craniofacial dysmorphia, we show an increase in tissue mineral density in the heterozygous mutant that points to a possible role of wnt11f2 in high bone mass phenotypes.
Collapse
Affiliation(s)
- Caroline Caetano da Silva
- INSERM U1132 and Université Paris-Cité, Reference Centre for Rare Bone Diseases, Hospital Lariboisière, Paris, France
| | - Agnes Ostertag
- INSERM U1132 and Université Paris-Cité, Reference Centre for Rare Bone Diseases, Hospital Lariboisière, Paris, France
| | - Ratish Raman
- Laboratory for Organogenesis and Regeneration (LOR), GIGA-Research, Liège University, Liège, Belgium
| | - Marc Muller
- Laboratory for Organogenesis and Regeneration (LOR), GIGA-Research, Liège University, Liège, Belgium
| | - Martine Cohen-Solal
- INSERM U1132 and Université Paris-Cité, Reference Centre for Rare Bone Diseases, Hospital Lariboisière, Paris, France
| | - Corinne Collet
- INSERM U1132 and Université Paris-Cité, Reference Centre for Rare Bone Diseases, Hospital Lariboisière, Paris, France.,UF de Génétique Moléculaire, Hôpital Robert Debré, APHP, Paris, France
| |
Collapse
|
3
|
Meng L, Yuan L, Ni J, Fang M, Guo S, Cai H, Qin J, Cai Q, Zhang M, Hu F, Ma J, Zhang Y. Mir24-2-5p suppresses the osteogenic differentiation with Gnai3 inhibition presenting a direct target via inactivating JNK-p38 MAPK signaling axis. Int J Biol Sci 2021; 17:4238-4253. [PMID: 34803495 PMCID: PMC8579458 DOI: 10.7150/ijbs.60536] [Citation(s) in RCA: 9] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/17/2021] [Accepted: 09/30/2021] [Indexed: 12/15/2022] Open
Abstract
Background: Congenital anomalies are increasingly becoming a global pediatric health concern, which requires immediate attention to its early diagnosis, preventive strategies, and efficient treatments. Guanine nucleotide binding protein, alpha inhibiting activity polypeptide 3 (Gnai3) gene mutation has been demonstrated to cause congenital small jaw deformity, but the functions of Gnai3 in the disease-specific microRNA (miRNA) upregulations and their downstream signaling pathways during osteogenesis have not yet been reported. Our previous studies found that the expression of Mir24-2-5p was significantly downregulated in the serum of young people with overgrowing mandibular, and bioinformatics analysis suggested possible binding sites of Mir24-2-5p in the Gnai3 3'UTR region. Therefore, this study was designed to investigate the mechanism of Mir24-2-5p-mediated regulation of Gnai3 gene expression and explore the possibility of potential treatment strategies for bone defects. Methods: Synthetic miRNA mimics and inhibitors were transduced into osteoblast precursor cells to regulate Mir24-2-5p expression. Dual-luciferase reporter assay was utilized to identify the direct binding of Gnai3 and its regulator Mir24-2-5p. Gnai3 levels in osteoblast precursor cells were downregulated by shRNA (shGnai3). Agomir, Morpholino Oligo (MO), and mRNA were microinjected into zebrafish embryos to control mir24-2-5p and gnai3 expression. Relevant expression levels were determined by the qRT-PCR and Western blotting. CCK-8 assay, flow cytometry, and transwell migration assays were performed to assess cell proliferation, apoptosis, and migration. ALP, ARS and Von Kossa staining were performed to observe osteogenic differentiation. Alcian blue staining and calcein immersions were performed to evaluate the embryonic development and calcification of zebrafish. Results: The expression of Mir24-2-5p was reduced throughout the mineralization process of osteoblast precursor cells. miRNA inhibitors and mimics were transfected into osteoblast precursor cells. Cell proliferation, migration, osteogenic differentiation, and mineralization processes were measured, which showed a reverse correlation with the expression of Mir24-2-5p. Dual-luciferase reporter gene detection assay confirmed the direct interaction between Mir24-2-5p and Gnai3 mRNA. Moreover, in osteoblast precursor cells treated with Mir24-2-5p inhibitor, the expression of Gnai3 gene was increased, suggesting that Mir24-2-5p negatively targeted Gnai3. Silencing of Gnai3 inhibited osteoblast precursor cells proliferation, migration, osteogenic differentiation, and mineralization. Promoting effects of osteoblast precursor cells proliferation, migration, osteogenic differentiation, and mineralization by low expression of Mir24-2-5p was partially rescued upon silencing of Gnai3. In vivo, mir24-2-5p Agomir microinjection into zebrafish embryo resulted in shorter body length, smaller and retruded mandible, decreased cartilage development, and vertebral calcification, which was partially rescued by microinjecting gnai3 mRNA. Notably, quite similar phenotypic outcomes were observed in gnai3 MO embryos, which were also partially rescued by mir24-2-5p MO. Besides, the expression of phospho-JNK (p-JNK) and p-p38 were increased upon Mir24-2-5p inhibitor treatment and decreased upon shGnai3-mediated Gnai3 downregulation in osteoblast precursor cells. Osteogenic differentiation and mineralization abilities of shGnai3-treated osteoblast precursor cells were promoted by p-JNK and p-p38 pathway activators, suggesting that Gnai3 might regulate the differentiation and mineralization processes in osteoblast precursor cells through the MAPK signaling pathway. Conclusions: In this study, we investigated the regulatory mechanism of Mir24-2-5p on Gnai3 expression regulation in osteoblast precursor cells and provided a new idea of improving the prevention and treatment strategies for congenital mandibular defects and mandibular protrusion.
Collapse
Affiliation(s)
- Li Meng
- Jiangsu Key Laboratory of Oral Diseases, Nanjing Medical University, Nanjing 210029, China
| | - Lichan Yuan
- Jiangsu Key Laboratory of Oral Diseases, Nanjing Medical University, Nanjing 210029, China
| | - Jieli Ni
- Jiangsu Key Laboratory of Oral Diseases, Nanjing Medical University, Nanjing 210029, China.,Department of Orthodontics, Affiliated Hospital of Stomatology, Nanjing Medical University, Nanjing 210029, China
| | - Mengru Fang
- Jiangsu Key Laboratory of Oral Diseases, Nanjing Medical University, Nanjing 210029, China.,Department of Orthodontics, Affiliated Hospital of Stomatology, Nanjing Medical University, Nanjing 210029, China
| | - Shuyu Guo
- Jiangsu Key Laboratory of Oral Diseases, Nanjing Medical University, Nanjing 210029, China.,Department of Orthodontics, Affiliated Hospital of Stomatology, Nanjing Medical University, Nanjing 210029, China
| | - Huayang Cai
- Jiangsu Key Laboratory of Oral Diseases, Nanjing Medical University, Nanjing 210029, China
| | - Jinwei Qin
- Jiangsu Key Laboratory of Oral Diseases, Nanjing Medical University, Nanjing 210029, China.,Department of Orthodontics, Affiliated Hospital of Stomatology, Nanjing Medical University, Nanjing 210029, China
| | - Qi Cai
- Department of Stomatology, Changhai Hospital, Navy Medical University, Shanghai 200433, China
| | - Mengnan Zhang
- Department of Orthodontics, Affiliated Hospital of Stomatology, Nanjing Medical University, Nanjing 210029, China
| | - Fang Hu
- Jiangsu Key Laboratory of Oral Diseases, Nanjing Medical University, Nanjing 210029, China.,Department of Orthodontics, Affiliated Hospital of Stomatology, Nanjing Medical University, Nanjing 210029, China
| | - Junqing Ma
- Jiangsu Key Laboratory of Oral Diseases, Nanjing Medical University, Nanjing 210029, China.,Department of Orthodontics, Affiliated Hospital of Stomatology, Nanjing Medical University, Nanjing 210029, China
| | - Yang Zhang
- Jiangsu Key Laboratory of Oral Diseases, Nanjing Medical University, Nanjing 210029, China.,Department of Orthodontics, Affiliated Hospital of Stomatology, Nanjing Medical University, Nanjing 210029, China
| |
Collapse
|
4
|
Guo S, Meng L, Liu H, Yuan L, Zhao N, Ni J, Zhang Y, Ben J, Li YP, Ma J. Trio cooperates with Myh9 to regulate neural crest-derived craniofacial development. Am J Cancer Res 2021; 11:4316-4334. [PMID: 33754063 PMCID: PMC7977452 DOI: 10.7150/thno.51745] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/09/2020] [Accepted: 02/07/2021] [Indexed: 02/06/2023] Open
Abstract
Trio is a unique member of the Rho-GEF family that has three catalytic domains and is vital for various cellular processes in both physiological and developmental settings. TRIO mutations in humans are involved in craniofacial abnormalities, in which patients present with mandibular retrusion. However, little is known about the molecular mechanisms of Trio in neural crest cell (NCC)-derived craniofacial development, and there is still a lack of direct evidence to assign a functional role to Trio in NCC-induced craniofacial abnormalities. Methods: In vivo, we used zebrafish and NCC-specific knockout mouse models to investigate the phenotype and dynamics of NCC development in Trio morphants. In vitro, iTRAQ, GST pull-down assays, and proximity ligation assay (PLA) were used to explore the role of Trio and its potential downstream mediators in NCC migration and differentiation. Results: In zebrafish and mouse models, disruption of Trio elicited a migration deficit and impaired the differentiation of NCC derivatives, leading to craniofacial growth deficiency and mandibular retrusion. Moreover, Trio positively regulated Myh9 expression and directly interacted with Myh9 to coregulate downstream cellular signaling in NCCs. We further demonstrated that disruption of Trio or Myh9 inhibited Rac1 and Cdc42 activity, specifically affecting the nuclear export of β-catenin and NCC polarization. Remarkably, craniofacial abnormalities caused by trio deficiency in zebrafish could be partially rescued by the injection of mRNA encoding myh9, ca-Rac1, or ca-Cdc42. Conclusions: Here, we identified that Trio, interacting mostly with Myh9, acts as a key regulator of NCC migration and differentiation during craniofacial development. Our results indicate that trio morphant zebrafish and Wnt1-cre;Triofl/fl mice offer potential model systems to facilitate the study of the pathogenic mechanisms of Trio mutations causing craniofacial abnormalities.
Collapse
|
5
|
Greenfeld H, Lin J, Mullins MC. The BMP signaling gradient is interpreted through concentration thresholds in dorsal-ventral axial patterning. PLoS Biol 2021; 19:e3001059. [PMID: 33481775 PMCID: PMC7857602 DOI: 10.1371/journal.pbio.3001059] [Citation(s) in RCA: 27] [Impact Index Per Article: 9.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/31/2020] [Revised: 02/03/2021] [Accepted: 01/07/2021] [Indexed: 12/24/2022] Open
Abstract
Bone Morphogenetic Protein (BMP) patterns the dorsal–ventral (DV) embryonic axis in all vertebrates, but it is unknown how cells along the DV axis interpret and translate the gradient of BMP signaling into differential gene activation that will give rise to distinct cell fates. To determine the mechanism of BMP morphogen interpretation in the zebrafish gastrula, we identified 57 genes that are directly activated by BMP signaling. By using Seurat analysis of single-cell RNA sequencing (scRNA-seq) data, we found that these genes are expressed in at least 3 distinct DV domains of the embryo. We distinguished between 3 models of BMP signal interpretation in which cells activate distinct gene expression through interpretation of thresholds of (1) the BMP signaling gradient slope; (2) the BMP signal duration; or (3) the level of BMP signal activation. We tested these 3 models using quantitative measurements of phosphorylated Smad5 (pSmad5) and by examining the spatial relationship between BMP signaling and activation of different target genes at single-cell resolution across the embryo. We found that BMP signaling gradient slope or BMP exposure duration did not account for the differential target gene expression domains. Instead, we show that cells respond to 3 distinct levels of BMP signaling activity to activate and position target gene expression. Together, we demonstrate that distinct pSmad5 threshold levels activate spatially distinct target genes to pattern the DV axis. This study tested three models of how a BMP morphogen gradient is translated into differential gene activation that specifies distinct cell fates, finding that BMP signal concentration thresholds, not gradient shape or signal duration, position three distinct gene activation domains.
Collapse
Affiliation(s)
- Hannah Greenfeld
- Department of Cell and Developmental Biology, University of Pennsylvania Perelman School of Medicine, Philadelphia, PA, United States of America
| | - Jerome Lin
- Institute for Biomedical Informatics, University of Pennsylvania Perelman School of Medicine, Philadelphia, PA, United States of America
| | - Mary C. Mullins
- Department of Cell and Developmental Biology, University of Pennsylvania Perelman School of Medicine, Philadelphia, PA, United States of America
- * E-mail:
| |
Collapse
|
6
|
Zhang Q, Zhao GS, Cao Y, Tang XF, Tan QL, Lin L, Guo QN. Increased DEF6 expression is correlated with metastasis and poor prognosis in human osteosarcoma. Oncol Lett 2020; 20:1629-1640. [PMID: 32724404 PMCID: PMC7377196 DOI: 10.3892/ol.2020.11743] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/27/2019] [Accepted: 05/14/2020] [Indexed: 12/19/2022] Open
Abstract
Metastasis is the primary cause of high mortality in patients with osteosarcoma (OS). However, the molecular mechanisms underlying the regulation of metastatic disease are yet to be determined. Differentially expressed in FDCP 6 homolog (DEF6) has been demonstrated to be correlated with the metastatic behavior of several cancers, such as breast, ovarian and colorectal cancers. However, the role of DEF6 in OS remains unknown. Accordingly, the current study aimed to investigate the relationship between DEF6 expression and the malignant behavior of OS. The results revealed that high levels of DEF6 in OS tissues were associated with advanced clinical stage and metastases. Furthermore, immunohistochemistry results predicted a poor prognosis in 58 human OS specimens. Additionally, DEF6 expression was reported to be upregulated in human OS cell lines compared with a normal osteoblast cell line. small interfering RNA transfection, cell proliferation and colony formation assays, wound healing assays and Transwell assays were performed. DEF6 was not identified to be a major driver of OS cell proliferation, but it significantly contributed to metastatic potential in vitro. In addition, bioinformatics, western blotting and immunohistochemistry results indicated that MMP9 expression was positively correlated with DEF6 expression in human OS. To summarize, the results revealed that increased levels of DEF6 were associated with metastasis and poor prognosis in human OS and that DEF6 expression is positively correlated with MMP9 expression. The results indicated that DEF6 may serve as a potential antimetastatic target for OS.
Collapse
Affiliation(s)
- Qiao Zhang
- Department of Pain and Rehabilitation, Xinqiao Hospital, Army Medical University, Chongqing 400037, P.R. China
| | - Guo-Sheng Zhao
- Department of Orthopedic Surgery, The Second Affiliated Hospital of Chongqing Medical University, Chongqing 400010, P.R. China
| | - Ya Cao
- Department of Pathology, Xinqiao Hospital, Army Military Medical University, Chongqing 400037, P.R. China
| | - Xue-Feng Tang
- Department of Pathology, Xinqiao Hospital, Army Military Medical University, Chongqing 400037, P.R. China
| | - Qiu-Lin Tan
- Department of Pathology, Xinqiao Hospital, Army Military Medical University, Chongqing 400037, P.R. China
| | - Lu Lin
- Department of Orthopedic Surgery, The Second Affiliated Hospital of Chongqing Medical University, Chongqing 400010, P.R. China
| | - Qiao-Nan Guo
- Department of Pathology, Xinqiao Hospital, Army Military Medical University, Chongqing 400037, P.R. China
| |
Collapse
|
7
|
Naoki H, Matsui T. Somite boundary determination in normal and clock-less vertebrate embryos. Dev Growth Differ 2020; 62:177-187. [PMID: 32108939 DOI: 10.1111/dgd.12655] [Citation(s) in RCA: 6] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/30/2019] [Revised: 01/31/2020] [Accepted: 02/01/2020] [Indexed: 12/21/2022]
Abstract
Vertebrate segments called somites are generated by periodic segmentation of the presomitic mesoderm (PSM). In the most accepted theoretical model for somite segmentation, the clock and wavefront (CW) model, a clock that ticks to determine particular timings and a wavefront that moves posteriorly are presented in the PSM, and somite positions are determined when the clock meets the posteriorly moving wavefront somewhere in the PSM. Over the last two decades, it has been revealed that the molecular mechanism of the clock and wavefront in vertebrates is based on clock genes including Hes family transcription factors and Notch effectors that oscillate within the PSM to determine particular timings and fibroblast growth factor (FGF) gradients, acting as the posteriorly moving wavefront to determine the position of somite segmentation. A clock-less condition in the CW model was predicted to form no somites; however, irregularly sized somites were still formed in mice and zebrafish, suggesting that this was one of the limitations of the CW model. Recently, we performed interdisciplinary research of experimental and theoretical biological studies and revealed the mechanisms of somite boundary determination in normal and clock-less conditions by characterization of the FGF/extracellular signal-regulated kinase (ERK) activity dynamics. Since features of the molecular clock have already been described in-depth in several reviews, we summarized recent findings regarding the role of FGF/ERK signaling in somite boundary formation and described our current understanding of how FGF/ERK signaling contributes to somitogenesis in normal and clock-less conditions in this review.
Collapse
Affiliation(s)
- Honda Naoki
- Laboratory of Theoretical Biology, Research Center for Dynamic Living Systems, Graduate School of Biostudies, Kyoto University, Sakyo, Kyoto, Japan
| | - Takaaki Matsui
- Gene Regulation Research, Division of Biological Science, Nara Institute of Science and Technology, Takayama, Nara, Japan
| |
Collapse
|
8
|
Wang D, Weng Y, Guo S, Qin W, Ni J, Yu L, Zhang Y, Zhao Q, Ben J, Ma J. microRNA-1 Regulates NCC Migration and Differentiation by Targeting sec63. Int J Biol Sci 2019; 15:2538-2547. [PMID: 31754327 PMCID: PMC6854364 DOI: 10.7150/ijbs.35357] [Citation(s) in RCA: 7] [Impact Index Per Article: 1.4] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/31/2019] [Accepted: 07/29/2019] [Indexed: 12/21/2022] Open
Abstract
Background/Aims: Neural crest cells play a vital role in craniofacial development, microRNA-1 (miR-1) is essential in development and disease of the cardiac and skeletal muscle, the objective of our study is to investigate effects of miR-1 on neural crest cell in the craniofacial development and its molecular mechanism. Methods: We knocked down miR-1 in zebrafish by miR-1 morpholino (MO) microinjection and observed phenotype of neural crest derivatives. We detected neural crest cell migration by time-lapse. Whole-mount in situ hybridization was used to monitor the expressions of genes involved in neural crest cell induction, specification, migration and differentiation. We performed a quantitative proteomics study (iTRAQ) and bioinformatics prediction to identify the targets of miR-1 and validate the relationship between miR-1 and its target gene sec63. Results: We found defects in the tissues derived from neural crest cells: a severely reduced lower jaw and delayed appearance of pigment cells. miR-1 MO injection also disrupted neural crest cell migration. At 24 hours post fertilization (hpf), reduced expression of tfap2a, dlx2, dlx3b, ngn1 and crestin indicated that miR-1 deficiency affected neural crest cell differentiation. iTRAQ and luciferase reporter assay identified SEC63 as a direct target gene of miR-1. The defects of miR-1 deficiency could be reversed, at least in part, by specific suppression of sec63 expression. Conclusion: miR-1 is involved in the regulation of neural crest cell development, and that it acts, at least partially, by targeting sec63 expression.
Collapse
Affiliation(s)
- Dongyue Wang
- Jiangsu Key Laboratory of Oral Diseases, Nanjing Medical University, Nanjing 210019, China
| | - Yajuan Weng
- Jiangsu Key Laboratory of Oral Diseases, Nanjing Medical University, Nanjing 210019, China
| | - Shuyu Guo
- Jiangsu Key Laboratory of Oral Diseases, Nanjing Medical University, Nanjing 210019, China
| | - Wenhao Qin
- Jiangsu Key Laboratory of Oral Diseases, Nanjing Medical University, Nanjing 210019, China
| | - Jieli Ni
- Jiangsu Key Laboratory of Oral Diseases, Nanjing Medical University, Nanjing 210019, China
| | - Lei Yu
- Jiangsu Key Laboratory of Oral Diseases, Nanjing Medical University, Nanjing 210019, China
| | - Yuxin Zhang
- Jiangsu Key Laboratory of Oral Diseases, Nanjing Medical University, Nanjing 210019, China
| | - Qingshun Zhao
- MOE Key Laboratory of Model Animal for Disease Study, Model Animal Research Center, Nanjing University, Nanjing 210029, China
| | - Jingjing Ben
- Department of Pathophysiology, Key laboratory of Cardiovascular Disease and Molecular Intervention, Nanjing Medical University, Nanjing 210029, China
| | - Junqing Ma
- Jiangsu Key Laboratory of Oral Diseases, Nanjing Medical University, Nanjing 210019, China
| |
Collapse
|
9
|
Neitzel LR, Spencer ZT, Nayak A, Cselenyi CS, Benchabane H, Youngblood CQ, Zouaoui A, Ng V, Stephens L, Hann T, Patton JG, Robbins D, Ahmed Y, Lee E. Developmental regulation of Wnt signaling by Nagk and the UDP-GlcNAc salvage pathway. Mech Dev 2019; 156:20-31. [PMID: 30904594 DOI: 10.1016/j.mod.2019.03.002] [Citation(s) in RCA: 12] [Impact Index Per Article: 2.4] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/19/2019] [Revised: 03/15/2019] [Accepted: 03/18/2019] [Indexed: 11/19/2022]
Abstract
In a screen for human kinases that regulate Xenopus laevis embryogenesis, we identified Nagk and other components of the UDP-GlcNAc glycosylation salvage pathway as regulators of anteroposterior patterning and Wnt signaling. We find that the salvage pathway does not affect other major embryonic signaling pathways (Fgf, TGFβ, Notch, or Shh), thereby demonstrating specificity for Wnt signaling. We show that the role of the salvage pathway in Wnt signaling is evolutionarily conserved in zebrafish and Drosophila. Finally, we show that GlcNAc is essential for the growth of intestinal enteroids, which are highly dependent on Wnt signaling for growth and maintenance. We propose that the Wnt pathway is sensitive to alterations in the glycosylation state of a cell and acts as a nutritional sensor in order to couple growth/proliferation with its metabolic status. We also propose that the clinical manifestations observed in congenital disorders of glycosylation (CDG) in humans may be due, in part, to their effects on Wnt signaling during development.
Collapse
Affiliation(s)
- Leif R Neitzel
- Department of Cell and Developmental Biology, Vanderbilt University, Nashville, TN 37232, USA; Program in Developmental Biology, Vanderbilt University School of Medicine, Nashville, TN 37232, USA
| | - Zachary T Spencer
- Department of Molecular and Systems Biology, Norris Cotton Cancer Center, Geisel School of Medicine at Dartmouth College, Hanover, NH 03755, USA
| | - Anmada Nayak
- Sylvester Cancer Center, Miller School of Medicine, University of Miami, Miami, FL 33136, USA
| | - Christopher S Cselenyi
- Department of Cell and Developmental Biology, Vanderbilt University, Nashville, TN 37232, USA; Department of Psychiatry, Columbia University Irving Medical Center, New York, NY 10032, USA
| | - Hassina Benchabane
- Department of Molecular and Systems Biology, Norris Cotton Cancer Center, Geisel School of Medicine at Dartmouth College, Hanover, NH 03755, USA
| | - CheyAnne Q Youngblood
- Department of Cell and Developmental Biology, Vanderbilt University, Nashville, TN 37232, USA; Department of Natural Science, Northeastern State University, Tahlequah, OK 74464, USA
| | - Alya Zouaoui
- Department of Cell and Developmental Biology, Vanderbilt University, Nashville, TN 37232, USA
| | - Victoria Ng
- Department of Cell and Developmental Biology, Vanderbilt University, Nashville, TN 37232, USA
| | - Leah Stephens
- Department of Cell and Developmental Biology, Vanderbilt University, Nashville, TN 37232, USA
| | - Trevor Hann
- Department of Cell and Developmental Biology, Vanderbilt University, Nashville, TN 37232, USA
| | - James G Patton
- Department of Biological Sciences, Vanderbilt University, Nashville, TN 37232, USA
| | - David Robbins
- Sylvester Cancer Center, Miller School of Medicine, University of Miami, Miami, FL 33136, USA
| | - Yashi Ahmed
- Department of Molecular and Systems Biology, Norris Cotton Cancer Center, Geisel School of Medicine at Dartmouth College, Hanover, NH 03755, USA
| | - Ethan Lee
- Department of Cell and Developmental Biology, Vanderbilt University, Nashville, TN 37232, USA; Program in Developmental Biology, Vanderbilt University School of Medicine, Nashville, TN 37232, USA; Vanderbilt Ingram Cancer Center, Vanderbilt University Medical Center, Nashville, TN 37232, USA.
| |
Collapse
|
10
|
Ishimatsu K, Hiscock TW, Collins ZM, Sari DWK, Lischer K, Richmond DL, Bessho Y, Matsui T, Megason SG. Size-reduced embryos reveal a gradient scaling-based mechanism for zebrafish somite formation. Development 2018; 145:dev.161257. [PMID: 29769221 DOI: 10.1242/dev.161257] [Citation(s) in RCA: 25] [Impact Index Per Article: 4.2] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/06/2017] [Accepted: 05/09/2018] [Indexed: 12/29/2022]
Abstract
Little is known about how the sizes of animal tissues are controlled. A prominent example is somite size, which varies widely both within an individual and across species. Despite intense study of the segmentation clock governing the timing of somite generation, how it relates to somite size is poorly understood. Here, we examine somite scaling and find that somite size at specification scales with the length of the presomitic mesoderm (PSM) despite considerable variation in PSM length across developmental stages and in surgically size-reduced embryos. Measurement of clock period, axis elongation speed and clock gene expression patterns demonstrate that existing models fail to explain scaling. We posit a 'clock and scaled gradient' model, in which somite boundaries are set by a dynamically scaling signaling gradient across the PSM. Our model not only explains existing data, but also makes a unique prediction that we confirm experimentally - the formation of periodic 'echoes' in somite size following perturbation of the size of one somite. Our findings demonstrate that gradient scaling plays a central role in both progression and size control of somitogenesis.
Collapse
Affiliation(s)
- Kana Ishimatsu
- Department of Systems Biology, Harvard Medical School, Boston, MA 02115, USA
| | - Tom W Hiscock
- Department of Systems Biology, Harvard Medical School, Boston, MA 02115, USA
| | - Zach M Collins
- Department of Systems Biology, Harvard Medical School, Boston, MA 02115, USA
| | - Dini Wahyu Kartika Sari
- Gene Regulation Research, Nara Institute of Science and Technology, Nara 630-0101, Japan.,Department of Fisheries, Universitas Gadjah Mada, Yogyakarta 55281, Indonesia
| | - Kenny Lischer
- Gene Regulation Research, Nara Institute of Science and Technology, Nara 630-0101, Japan
| | - David L Richmond
- Image and Data Analysis Core, Harvard Medical School, Boston, MA 02115, USA
| | - Yasumasa Bessho
- Gene Regulation Research, Nara Institute of Science and Technology, Nara 630-0101, Japan
| | - Takaaki Matsui
- Gene Regulation Research, Nara Institute of Science and Technology, Nara 630-0101, Japan
| | - Sean G Megason
- Department of Systems Biology, Harvard Medical School, Boston, MA 02115, USA
| |
Collapse
|
11
|
Loh KM, van Amerongen R, Nusse R. Generating Cellular Diversity and Spatial Form: Wnt Signaling and the Evolution of Multicellular Animals. Dev Cell 2017; 38:643-55. [PMID: 27676437 DOI: 10.1016/j.devcel.2016.08.011] [Citation(s) in RCA: 208] [Impact Index Per Article: 29.7] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/11/2016] [Revised: 07/29/2016] [Accepted: 08/22/2016] [Indexed: 01/01/2023]
Abstract
There were multiple prerequisites to the evolution of multicellular animal life, including the generation of multiple cell fates ("cellular diversity") and their patterned spatial arrangement ("spatial form"). Wnt proteins operate as primordial symmetry-breaking signals. By virtue of their short-range nature and their capacity to activate both lineage-specifying and cell-polarizing intracellular signaling cascades, Wnts can polarize cells at their site of contact, orienting the axis of cell division while simultaneously programming daughter cells to adopt diverging fates in a spatially stereotyped way. By coupling cell fate to position, symmetry-breaking Wnt signals were pivotal in constructing the metazoan body by generating cellular diversity and spatial form.
Collapse
Affiliation(s)
- Kyle M Loh
- Department of Developmental Biology, Howard Hughes Medical Institute, Stanford Institute for Stem Cell Biology and Regenerative Medicine, Stanford University School of Medicine, 265 Campus Drive, Stanford, CA 94305, USA
| | - Renée van Amerongen
- Section of Molecular Cytology and Van Leeuwenhoek Centre for Advanced Microscopy, Swammerdam Institute for Life Sciences, University of Amsterdam, Science Park 904, 1098 XH Amsterdam, the Netherlands
| | - Roel Nusse
- Department of Developmental Biology, Howard Hughes Medical Institute, Stanford Institute for Stem Cell Biology and Regenerative Medicine, Stanford University School of Medicine, 265 Campus Drive, Stanford, CA 94305, USA.
| |
Collapse
|
12
|
Liew PL, Fang CY, Lee YC, Lee YC, Chen CL, Chu JS. DEF6 expression in ovarian carcinoma correlates with poor patient survival. Diagn Pathol 2016; 11:68. [PMID: 27488395 PMCID: PMC4973116 DOI: 10.1186/s13000-016-0518-y] [Citation(s) in RCA: 5] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/09/2016] [Accepted: 07/19/2016] [Indexed: 11/10/2022] Open
Abstract
BACKGROUND Increased expression of DEF6 is correlated with the malignant behavior of various cancers. Both DEF6 and p16 contribute to the regulation of cell cycle progression, and p53 plays important role in the cell cycle checkpoints. This study was designed to elucidate the prognostic significance of DEF6, p53 and p16 immunoexpressions in different histology subtypes of ovarian carcinoma. METHODS Immunohistochemistry results of DEF6, p53 and p16 on ovarian carcinoma were compared with histology subtypes, clinical data, overall survival (OS) and disease-free survival (DFS) by Cox regression and Kaplan-Meier analysis. RESULTS We studied 180 cases of ovarian carcinomas (75 high-grade serous, 41 clear cell, 36 mucinous and 28 endometrioid), including 109 FIGO stage I-II cases and 71 FIGO stage III-IV cases. Ovarian carcinomas positive for both DEF6 and p16 expression were associated with the worst OS (P = 0.027) and DFS (P = 0.023), whereas those negative for both DEF6 and p16 had the best OS and DFS. Aberrant p53 expression combined with positive DEF6 was associated with worst OS (P = 0.031) and DFS (P = 0.028). Kaplan-Meier analysis showed that significantly shorter survival rates were seen in patients with high expressions of DEF6 (P = 0.008) and p16 (P = 0.022). Patients with aberrant p53 expression in high-grade serous carcinoma (P = 0.012) and patients with high DEF6 expression in clear cell carcinoma (P = 0.001) were also associated with shorter overall survival. In univariate analysis, FIGO stage, DEF6 and p16 were associated with poor prognosis. DEF6 expression was the only independent prognostic factor correlated with shorted OS (HR 2.115; P = 0.025) and DFS (HR 2.248; P = 0.016) upon multivariate analysis. CONCLUSIONS DEF6 expression may serve as an independent prognostic factor, and interacted positively with p16 toward high tumor stage and shorter survival.
Collapse
MESH Headings
- Adenocarcinoma, Clear Cell/diagnosis
- Adenocarcinoma, Clear Cell/metabolism
- Adenocarcinoma, Clear Cell/mortality
- Adenocarcinoma, Mucinous/diagnosis
- Adenocarcinoma, Mucinous/metabolism
- Adenocarcinoma, Mucinous/mortality
- Adult
- Aged
- Aged, 80 and over
- Biomarkers, Tumor/metabolism
- Carcinoma, Endometrioid/diagnosis
- Carcinoma, Endometrioid/metabolism
- Carcinoma, Endometrioid/mortality
- Cell Line, Tumor
- Cohort Studies
- Cyclin-Dependent Kinase Inhibitor p16/metabolism
- Cystadenoma, Serous/diagnosis
- Cystadenoma, Serous/metabolism
- Cystadenoma, Serous/mortality
- DNA-Binding Proteins/metabolism
- Disease-Free Survival
- Female
- Gene Expression Regulation, Neoplastic
- Guanine Nucleotide Exchange Factors/metabolism
- Humans
- Immunohistochemistry
- Middle Aged
- Multivariate Analysis
- Nuclear Proteins/metabolism
- Ovarian Neoplasms/diagnosis
- Ovarian Neoplasms/metabolism
- Ovarian Neoplasms/mortality
- Prognosis
- Tumor Suppressor Protein p53/metabolism
Collapse
Affiliation(s)
- Phui-Ly Liew
- Department of Pathology, Shuang Ho Hospital, Taipei Medical University, New Taipei City, 23561 Taiwan
- Department of Pathology, School of Medicine, College of Medicine, Taipei Medical University, No. 250, Wu Xing Street, Taipei, 11031 Taiwan
| | - Chih-Yeu Fang
- Department of Pathology, School of Medicine, College of Medicine, Taipei Medical University, No. 250, Wu Xing Street, Taipei, 11031 Taiwan
- Department of Pathology, Wan Fang Hospital, Taipei Medical University, Taipei, 116 Taiwan
| | - Yu-Chieh Lee
- Graduate Institute of Medical Sciences, College of Medicine, Taipei Medical University, Taipei, 11031 Taiwan
| | - Yi-Chih Lee
- Department of International Business, Chien Hsin University of Science and Technology, Taoyuan, 32097 Taiwan
| | - Chi-Long Chen
- Department of Pathology, School of Medicine, College of Medicine, Taipei Medical University, No. 250, Wu Xing Street, Taipei, 11031 Taiwan
- Department of Pathology, Taipei Medical University Hospital, Taipei Medical University, Taipei, 11031 Taiwan
| | - Jan-Show Chu
- Department of Pathology, School of Medicine, College of Medicine, Taipei Medical University, No. 250, Wu Xing Street, Taipei, 11031 Taiwan
- Department of Pathology, Taipei Medical University Hospital, Taipei Medical University, Taipei, 11031 Taiwan
| |
Collapse
|
13
|
Wu BT, Wen SH, Hwang SPL, Huang CJ, Kuan YS. Control of Wnt5b secretion by Wntless modulates chondrogenic cell proliferation through fine-tuning fgf3 expression. J Cell Sci 2015; 128:2328-39. [PMID: 25934698 DOI: 10.1242/jcs.167403] [Citation(s) in RCA: 17] [Impact Index Per Article: 1.9] [Reference Citation Analysis] [Abstract] [Key Words] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/11/2014] [Accepted: 04/21/2015] [Indexed: 01/22/2023] Open
Abstract
Wnts and Fgfs regulate various tissues development in vertebrates. However, how regional Wnt or Fgf activities are established and how they interact in any given developmental event is elusive. Here, we investigated the Wnt-mediated craniofacial cartilage development in zebrafish and found that fgf3 expression in the pharyngeal pouches is differentially reduced along the anteroposterior axis in wnt5b mutants and wntless (wls) morphants, but its expression is normal in wnt9a and wnt11 morphants. Introducing fgf3 mRNAs rescued the cartilage defects in Wnt5b- and Wls-deficient larvae. In wls morphants, endogenous Wls expression is not detectable but maternally deposited Wls is present in eggs, which might account for the lack of axis defects in wls morphants. Secretion of endogenous Wnt5b but not Wnt11 was affected in the pharyngeal tissue of Wls morphants, indicating that Wls is not involved in every Wnt secretion event. Furthermore, cell proliferation but not apoptosis in the developing jaw was affected in Wnt5b- and Wls-deficient embryos. Therefore, Wnt5b requires Wls for its secretion and regulates the proliferation of chondrogenic cells through fine-tuning the expression of fgf3 during jaw cartilage development.
Collapse
Affiliation(s)
- Bo-Tsung Wu
- Institute of Biochemical Sciences, College of Life Science, National Taiwan University, Taipei 10617, Taiwan Institute of Biological Chemistry, Academia Sinica, Taipei 11529, Taiwan
| | - Shih-Hsien Wen
- Institute of Biochemical Sciences, College of Life Science, National Taiwan University, Taipei 10617, Taiwan Institute of Biological Chemistry, Academia Sinica, Taipei 11529, Taiwan
| | - Sheng-Ping L Hwang
- Institute of Cellular and Organismic Biology, Academia Sinica, Taipei 11529, Taiwan
| | - Chang-Jen Huang
- Institute of Biochemical Sciences, College of Life Science, National Taiwan University, Taipei 10617, Taiwan Institute of Biological Chemistry, Academia Sinica, Taipei 11529, Taiwan
| | - Yung-Shu Kuan
- Institute of Biochemical Sciences, College of Life Science, National Taiwan University, Taipei 10617, Taiwan Institute of Biological Chemistry, Academia Sinica, Taipei 11529, Taiwan Center for System Biology, National Taiwan University, Taipei 10617, Taiwan
| |
Collapse
|
14
|
Ohata Y, Matsukawa S, Moriyama Y, Michiue T, Morimoto K, Sato Y, Kuroda H. Sirtuin inhibitor Ex-527 causes neural tube defects, ventral edema formations, and gastrointestinal malformations in Xenopus laevis embryos. Dev Growth Differ 2014; 56:460-8. [PMID: 25131500 DOI: 10.1111/dgd.12145] [Citation(s) in RCA: 10] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/04/2013] [Revised: 05/22/2014] [Accepted: 05/25/2014] [Indexed: 01/05/2023]
Abstract
Chemical reagent Ex-527 is widely used as a major inhibitor of Sirtuin enzymes, which are a family of highly conserved protein deacetylases and have been linked with caloric restriction and aging by modulating energy metabolism, genomic stability, and stress resistance. However, the extent to which Ex-527 controls early developmental events of vertebrate embryos remains to be understood. Here, we report an examination of Ex-527 effects during Xenopus early development, followed by a confirmation of expressions of xSirt1 and xSirt2 in embryonic stages and enhancement of acetylation by Ex-527. First, we found that reductions in size of neural plate at neurula stages were induced by Ex-527 treatment. Second, tadpoles with short body length and large edematous swellings in the ventral side were frequently observed. Moreover, Ex-527-treated embryos showed severe gastrointestinal malformations in late tadpole stages. Taken together with these results, we conclude that the Sirtuin family start functioning at early embryonic stages and is required for various developmental events.
Collapse
Affiliation(s)
- Yoshihisa Ohata
- Graduate School of Science and Technology, Shizuoka University, 836 Ohya, Suruga-ku, Shizuoka, 422-8529, Japan
| | | | | | | | | | | | | |
Collapse
|
15
|
RETRACTED: Swap70b is required for convergent and extension cell movement during zebrafish gastrulation linking Wnt11 signalling and RhoA effector function. Dev Biol 2014; 386:191-203. [DOI: 10.1016/j.ydbio.2013.10.020] [Citation(s) in RCA: 8] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/19/2013] [Revised: 10/18/2013] [Accepted: 10/21/2013] [Indexed: 11/22/2022]
|
16
|
Jayashankar V, Nguyen MJ, Carr BW, Zheng DC, Rosales JB, Rosales JB, Weiser DC. Protein phosphatase 1 β paralogs encode the zebrafish myosin phosphatase catalytic subunit. PLoS One 2013; 8:e75766. [PMID: 24040418 PMCID: PMC3770619 DOI: 10.1371/journal.pone.0075766] [Citation(s) in RCA: 14] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/03/2013] [Accepted: 08/19/2013] [Indexed: 12/21/2022] Open
Abstract
Background The myosin phosphatase is a highly conserved regulator of actomyosin contractility. Zebrafish has emerged as an ideal model system to study the invivo role of myosin phosphatase in controlling cell contractility, cell movement and epithelial biology. Most work in zebrafish has focused on the regulatory subunit of the myosin phosphatase called Mypt1. In this work, we examined the critical role of Protein Phosphatase 1, PP1, the catalytic subunit of the myosin phosphatase. Methodology/Principal Findings We observed that in zebrafish two paralogous genes encoding PP1β, called ppp1cba and ppp1cbb, are both broadly expressed during early development. Furthermore, we found that both gene products interact with Mypt1 and assemble an active myosin phosphatase complex. In addition, expression of this complex results in dephosphorylation of the myosin regulatory light chain and large scale rearrangements of the actin cytoskeleton. Morpholino knock-down of ppp1cba and ppp1cbb results in severe defects in morphogenetic cell movements during gastrulation through loss of myosin phosphatase function. Conclusions/Significance Our work demonstrates that zebrafish have two genes encoding PP1β, both of which can interact with Mypt1 and assemble an active myosin phosphatase. In addition, both genes are required for convergence and extension during gastrulation and correct dosage of the protein products is required.
Collapse
Affiliation(s)
- Vaishali Jayashankar
- Department of Biological Sciences, University of the Pacific, Stockton, California, United States of America
| | - Michael J. Nguyen
- Department of Biological Sciences, University of the Pacific, Stockton, California, United States of America
| | - Brandon W. Carr
- Department of Biological Sciences, University of the Pacific, Stockton, California, United States of America
| | - Dale C. Zheng
- Department of Biological Sciences, University of the Pacific, Stockton, California, United States of America
| | - Joseph B. Rosales
- Department of Biological Sciences, University of the Pacific, Stockton, California, United States of America
| | - Joshua B. Rosales
- Department of Biological Sciences, University of the Pacific, Stockton, California, United States of America
| | - Douglas C. Weiser
- Department of Biological Sciences, University of the Pacific, Stockton, California, United States of America
- * E-mail:
| |
Collapse
|
17
|
Park CY, Wong AK, Greene CS, Rowland J, Guan Y, Bongo LA, Burdine RD, Troyanskaya OG. Functional knowledge transfer for high-accuracy prediction of under-studied biological processes. PLoS Comput Biol 2013; 9:e1002957. [PMID: 23516347 PMCID: PMC3597527 DOI: 10.1371/journal.pcbi.1002957] [Citation(s) in RCA: 47] [Impact Index Per Article: 4.3] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/29/2012] [Accepted: 01/15/2013] [Indexed: 11/19/2022] Open
Abstract
A key challenge in genetics is identifying the functional roles of genes in pathways. Numerous functional genomics techniques (e.g. machine learning) that predict protein function have been developed to address this question. These methods generally build from existing annotations of genes to pathways and thus are often unable to identify additional genes participating in processes that are not already well studied. Many of these processes are well studied in some organism, but not necessarily in an investigator's organism of interest. Sequence-based search methods (e.g. BLAST) have been used to transfer such annotation information between organisms. We demonstrate that functional genomics can complement traditional sequence similarity to improve the transfer of gene annotations between organisms. Our method transfers annotations only when functionally appropriate as determined by genomic data and can be used with any prediction algorithm to combine transferred gene function knowledge with organism-specific high-throughput data to enable accurate function prediction. We show that diverse state-of-art machine learning algorithms leveraging functional knowledge transfer (FKT) dramatically improve their accuracy in predicting gene-pathway membership, particularly for processes with little experimental knowledge in an organism. We also show that our method compares favorably to annotation transfer by sequence similarity. Next, we deploy FKT with state-of-the-art SVM classifier to predict novel genes to 11,000 biological processes across six diverse organisms and expand the coverage of accurate function predictions to processes that are often ignored because of a dearth of annotated genes in an organism. Finally, we perform in vivo experimental investigation in Danio rerio and confirm the regulatory role of our top predicted novel gene, wnt5b, in leftward cell migration during heart development. FKT is immediately applicable to many bioinformatics techniques and will help biologists systematically integrate prior knowledge from diverse systems to direct targeted experiments in their organism of study. Due to technical and ethical challenges many human diseases or biological processes are studied in model organisms. Discoveries in these organisms are then transferred back to human or other model organisms. Traditional methods for transferring novel gene function annotations have relied on finding genes with high sequence similarity believed to share evolutionary ancestry. However, sequence similarity does not guarantee a shared functional role in molecular pathways. In this study, we show that functional genomics can complement traditional sequence similarity measures to improve the transfer of gene annotations between organisms. We coupled our knowledge transfer method with current state-of-the-art machine learning algorithms and predicted gene function for 11,000 biological processes across six organisms. We experimentally validated our prediction of wnt5b's involvement in the determination of left-right heart asymmetry in zebrafish. Our results show that functional knowledge transfer can improve the coverage and accuracy of machine learning methods used for gene function prediction in a diverse set of organisms. Such an approach can be applied to additional organisms, and will be especially beneficial in organisms that have high-throughput genomic data with sparse annotations.
Collapse
Affiliation(s)
- Christopher Y. Park
- Department of Computer Science, Princeton University, Princeton, New Jersey, United States of America
| | - Aaron K. Wong
- Department of Computer Science, Princeton University, Princeton, New Jersey, United States of America
| | - Casey S. Greene
- Lewis-Sigler Institute for Integrative Genomics, Princeton University, Princeton, New Jersey, United States of America
| | - Jessica Rowland
- Department of Molecular Biology, Princeton University, Princeton, New Jersey, United States of America
| | - Yuanfang Guan
- Department of Computational Medicine and Bioinformatics, University of Michigan, Ann Arbor, Michigan, United States of America
| | - Lars A. Bongo
- Department of Computer Science, University of Tromsø, Tromsø, Norway
| | - Rebecca D. Burdine
- Department of Molecular Biology, Princeton University, Princeton, New Jersey, United States of America
| | - Olga G. Troyanskaya
- Department of Computer Science, Princeton University, Princeton, New Jersey, United States of America
- Lewis-Sigler Institute for Integrative Genomics, Princeton University, Princeton, New Jersey, United States of America
- * E-mail:
| |
Collapse
|