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Brooks MD, Juang CL, Katari MS, Alvarez JM, Pasquino A, Shih HJ, Huang J, Shanks C, Cirrone J, Coruzzi GM. ConnecTF: A platform to integrate transcription factor-gene interactions and validate regulatory networks. Plant Physiol 2021; 185:49-66. [PMID: 33631799 PMCID: PMC8133578 DOI: 10.1093/plphys/kiaa012] [Citation(s) in RCA: 20] [Impact Index Per Article: 6.7] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 07/07/2020] [Accepted: 10/27/2020] [Indexed: 05/08/2023]
Abstract
Deciphering gene regulatory networks (GRNs) is both a promise and challenge of systems biology. The promise lies in identifying key transcription factors (TFs) that enable an organism to react to changes in its environment. The challenge lies in validating GRNs that involve hundreds of TFs with hundreds of thousands of interactions with their genome-wide targets experimentally determined by high-throughput sequencing. To address this challenge, we developed ConnecTF, a species-independent, web-based platform that integrates genome-wide studies of TF-target binding, TF-target regulation, and other TF-centric omic datasets and uses these to build and refine validated or inferred GRNs. We demonstrate the functionality of ConnecTF by showing how integration within and across TF-target datasets uncovers biological insights. Case study 1 uses integration of TF-target gene regulation and binding datasets to uncover TF mode-of-action and identify potential TF partners for 14 TFs in abscisic acid signaling. Case study 2 demonstrates how genome-wide TF-target data and automated functions in ConnecTF are used in precision/recall analysis and pruning of an inferred GRN for nitrogen signaling. Case study 3 uses ConnecTF to chart a network path from NLP7, a master TF in nitrogen signaling, to direct secondary TF2s and to its indirect targets in a Network Walking approach. The public version of ConnecTF (https://ConnecTF.org) contains 3,738,278 TF-target interactions for 423 TFs in Arabidopsis, 839,210 TF-target interactions for 139 TFs in maize (Zea mays), and 293,094 TF-target interactions for 26 TFs in rice (Oryza sativa). The database and tools in ConnecTF will advance the exploration of GRNs in plant systems biology applications for model and crop species.
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Affiliation(s)
- Matthew D Brooks
- Center for Genomics and Systems Biology, Department of Biology, New York University, NY, USA
- USDA ARS Global Change and Photosynthesis Research Unit, Urbana, IL, USA
| | - Che-Lun Juang
- Center for Genomics and Systems Biology, Department of Biology, New York University, NY, USA
| | - Manpreet Singh Katari
- Center for Genomics and Systems Biology, Department of Biology, New York University, NY, USA
| | - José M Alvarez
- Center for Genomics and Systems Biology, Department of Biology, New York University, NY, USA
- Centro de Genómica y Bioinformática, Facultad de Ciencias, Universidad Mayor, Santiago, Chile
- Millennium Institute for Integrative Biology (iBio), Santiago, Chile
| | - Angelo Pasquino
- Center for Genomics and Systems Biology, Department of Biology, New York University, NY, USA
| | - Hung-Jui Shih
- Center for Genomics and Systems Biology, Department of Biology, New York University, NY, USA
| | - Ji Huang
- Center for Genomics and Systems Biology, Department of Biology, New York University, NY, USA
| | - Carly Shanks
- Center for Genomics and Systems Biology, Department of Biology, New York University, NY, USA
| | - Jacopo Cirrone
- Courant Institute for Mathematical Sciences, Department of Computer Science, New York University NY, USA
| | - Gloria M Coruzzi
- Center for Genomics and Systems Biology, Department of Biology, New York University, NY, USA
- Author for communication: (G.C.)
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Rollo G, Luceri F, Pasquino A, Pichierri P, Tomarchio A, Bisaccia M, Garagnani L, Biserni M, Agnoletto M, Marmotti A, Mangiavini L, Meccariello L. Bone grafiting combined with Sauvé-Kapandji Procedures for the treatment of aseptic distal radius non-union. J BIOL REG HOMEOS AG 2020; 34:213-218. Congress of the Italian Orthopaedic Research Society. [PMID: 33261280] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 06/12/2023]
Abstract
Distal radius fractures are the most common type of upper limb fractures in adults. Non-union after distal radius fracture is rare, serious and unpredictable. The aim of our paper is to analyse the clinical and radiological outcomes of bone grafting and Sauvé-Kapandji Procedures for the treatment of aseptic distal radius non-union. We enrolled 13 patients with distal radius aseptic non-union. The following parameters were evaluated: The surgical time, elbow, forearm and wrist range of motion, the subjective quality of life and the wrist function measured by Quick Disabilities of the Arm, Shoulder and Hand (QuickDASH), Pain Visual Analogic Score (VAS) and the complication rate. Bone union was measured using the radiographic union score as described by Radiographic Union Score (RUS). The evaluation endpoint was set at 24 months after surgery. All patients achieved fracture union. Grip strength improved by 12.4 kg. There was also improvement in wrist flexion, in wrist extension, and forearm pronosupination. These ranges of motion and grip strength improvements were statistically significant. Only 6 patients returned to full activity. This surgical technique represents a reliable alternative for treatment of distal radius aseptic non-unions. Further studies are needed to assess the long-term clinical results of this surgical procedure.
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Affiliation(s)
- G Rollo
- Department of Orthopedics and Traumatology, Vito Fazzi Hospital, Lecce, Italy
| | - F Luceri
- IRCCS Istituto Ortopedico Galeazzi, Milan, Italy
| | - A Pasquino
- Department of Orthopedics and Traumatology, Vito Fazzi Hospital, Lecce, Italy
| | - P Pichierri
- Department of Orthopedics and Traumatology, Vito Fazzi Hospital, Lecce, Italy
| | - A Tomarchio
- Department of Orthopedics and Traumatology, S. Croce e Carle Cuneo Hospital, Cuneo, Italy
| | - M Bisaccia
- Orthopaedics and Traumatology Unit, Department of Surgical and Biomedical Science, S.M. Misericordia Hospital, University of Perugia, Sant'Andrea delle Fratte, Perugia, Italy
| | - L Garagnani
- Hand and Wrist Unit, Department of Orthopaedics, Guy's and St Thomas' Hospitals, London, United Kingdom
| | - M Biserni
- Department of Orthopedics and Traumatology, Santa Maria della Stella, Orvieto, Terni, Italy
| | - M Agnoletto
- IRCCS Istituto Ortopedico Galeazzi, Milan, Italy
| | - A Marmotti
- Department of Orthopaedics and Traumatology, University of Turin, Turin, Italy
| | - L Mangiavini
- IRCCS Istituto Ortopedico Galeazzi, Milan, Italy
- Department of Biomedical Sciences for Health, University of Milan, Milan, Italy
| | - L Meccariello
- Department of Orthopedics and Traumatology, Vito Fazzi Hospital, Lecce, Italy
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Alvarez JM, Schinke AL, Brooks MD, Pasquino A, Leonelli L, Varala K, Safi A, Krouk G, Krapp A, Coruzzi GM. Transient genome-wide interactions of the master transcription factor NLP7 initiate a rapid nitrogen-response cascade. Nat Commun 2020; 11:1157. [PMID: 32123177 PMCID: PMC7052136 DOI: 10.1038/s41467-020-14979-6] [Citation(s) in RCA: 68] [Impact Index Per Article: 17.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/03/2019] [Accepted: 02/07/2020] [Indexed: 12/13/2022] Open
Abstract
Dynamic reprogramming of gene regulatory networks (GRNs) enables organisms to rapidly respond to environmental perturbation. However, the underlying transient interactions between transcription factors (TFs) and genome-wide targets typically elude biochemical detection. Here, we capture both stable and transient TF-target interactions genome-wide within minutes after controlled TF nuclear import using time-series chromatin immunoprecipitation (ChIP-seq) and/or DNA adenine methyltransferase identification (DamID-seq). The transient TF-target interactions captured uncover the early mode-of-action of NIN-LIKE PROTEIN 7 (NLP7), a master regulator of the nitrogen signaling pathway in plants. These transient NLP7 targets captured in root cells using temporal TF perturbation account for 50% of NLP7-regulated genes not detectably bound by NLP7 in planta. Rapid and transient NLP7 binding activates early nitrogen response TFs, which we validate to amplify the NLP7-initiated transcriptional cascade. Our approaches to capture transient TF-target interactions genome-wide can be applied to validate dynamic GRN models for any pathway or organism of interest. Conventional methods cannot reveal transient transcription factors (TFs) and targets interactions. Here, Alvarez et al. capture both stable and transient TF-target interactions by time-series ChIP-seq and/or DamID-seq in a cell-based TF perturbation system and show NLP7 as a master TF to initiate a rapid nitrogen-response cascade.
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Affiliation(s)
- José M Alvarez
- Center for Genomics and Systems Biology, New York University, New York, NY, USA.,Centro de Genómica y Bioinformática, Facultad de Ciencias, Universidad Mayor, Santiago, Chile
| | - Anna-Lena Schinke
- Center for Genomics and Systems Biology, New York University, New York, NY, USA
| | - Matthew D Brooks
- Center for Genomics and Systems Biology, New York University, New York, NY, USA
| | - Angelo Pasquino
- Center for Genomics and Systems Biology, New York University, New York, NY, USA
| | - Lauriebeth Leonelli
- Center for Genomics and Systems Biology, New York University, New York, NY, USA
| | - Kranthi Varala
- Department of Horticulture and Landscape Architecture, Purdue University, West Lafayette, IN, USA
| | - Alaeddine Safi
- BPMP, Université de Montpellier, CNRS, INRA, SupAgro, Montpellier, France
| | - Gabriel Krouk
- BPMP, Université de Montpellier, CNRS, INRA, SupAgro, Montpellier, France
| | - Anne Krapp
- Institut Jean-Pierre Bourgin, INRAE, AgroParisTech, Université Paris-Saclay, 78000, Versailles, France
| | - Gloria M Coruzzi
- Center for Genomics and Systems Biology, New York University, New York, NY, USA.
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Li Y, Brooks M, Yeoh-Wang J, McCoy RM, Rock TM, Pasquino A, Moon CI, Patrick RM, Tanurdzic M, Ruffel S, Widhalm JR, McCombie WR, Coruzzi GM. SDG8-Mediated Histone Methylation and RNA Processing Function in the Response to Nitrate Signaling. Plant Physiol 2020; 182:215-227. [PMID: 31641075 PMCID: PMC6945839 DOI: 10.1104/pp.19.00682] [Citation(s) in RCA: 19] [Impact Index Per Article: 4.8] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 06/11/2019] [Accepted: 10/09/2019] [Indexed: 05/04/2023]
Abstract
Chromatin modification has gained increased attention for its role in the regulation of plant responses to environmental changes, but the specific mechanisms and molecular players remain elusive. Here, we show that the Arabidopsis (Arabidopsis thaliana) histone methyltransferase SET DOMAIN GROUP8 (SDG8) mediates genome-wide changes in H3K36 methylation at specific genomic loci functionally relevant to nitrate treatments. Moreover, we show that the specific H3K36 methyltransferase encoded by SDG8 is required for canonical RNA processing, and that RNA isoform switching is more prominent in the sdg8-5 deletion mutant than in the wild type. To demonstrate that SDG8-mediated regulation of RNA isoform expression is functionally relevant, we examined a putative regulatory gene, CONSTANS, CO-like, and TOC1 101 (CCT101), whose nitrogen-responsive isoform-specific RNA expression is mediated by SDG8. We show by functional expression in shoot cells that the different RNA isoforms of CCT101 encode distinct regulatory proteins with different effects on genome-wide transcription. We conclude that SDG8 is involved in plant responses to environmental nitrogen supply, affecting multiple gene regulatory processes including genome-wide histone modification, transcriptional regulation, and RNA processing, and thereby mediating developmental and metabolic processes related to nitrogen use.
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Affiliation(s)
- Ying Li
- Center for Genomics and Systems Biology, Department of Biology, New York University, New York, New York 10003
- Department of Horticulture and Landscape Architecture, Purdue University, West Lafayette, Indiana 47907
- Center for Plant Biology, Purdue University, West Lafayette, Indiana 47907
| | - Matthew Brooks
- Center for Genomics and Systems Biology, Department of Biology, New York University, New York, New York 10003
| | - Jenny Yeoh-Wang
- Center for Genomics and Systems Biology, Department of Biology, New York University, New York, New York 10003
| | - Rachel M McCoy
- Department of Horticulture and Landscape Architecture, Purdue University, West Lafayette, Indiana 47907
- Center for Plant Biology, Purdue University, West Lafayette, Indiana 47907
| | - Tara M Rock
- Center for Genomics and Systems Biology, Department of Biology, New York University, New York, New York 10003
| | - Angelo Pasquino
- Center for Genomics and Systems Biology, Department of Biology, New York University, New York, New York 10003
| | - Chang In Moon
- Department of Horticulture and Landscape Architecture, Purdue University, West Lafayette, Indiana 47907
- Center for Plant Biology, Purdue University, West Lafayette, Indiana 47907
| | - Ryan M Patrick
- Department of Horticulture and Landscape Architecture, Purdue University, West Lafayette, Indiana 47907
- Center for Plant Biology, Purdue University, West Lafayette, Indiana 47907
| | - Milos Tanurdzic
- School of Biological Sciences, The University of Queensland, St Lucia, Queensland 4072, Australia
| | - Sandrine Ruffel
- Biochimie et Physiologie Moléculaire des Plantes, French National Institute for Agricultural Research, Centre National de la Recherche Scientifique, Université de Montpellier, Montpellier SupAgro, 34090 Montpellier, France
| | - Joshua R Widhalm
- Department of Horticulture and Landscape Architecture, Purdue University, West Lafayette, Indiana 47907
- Center for Plant Biology, Purdue University, West Lafayette, Indiana 47907
| | | | - Gloria M Coruzzi
- Center for Genomics and Systems Biology, Department of Biology, New York University, New York, New York 10003
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Coruzzi G, Varala K, Marshall‐Colon A, Brooks M, Ruffel S, Alvarez J, Pasquino A, Cirrone J, Shasha D. The 4th Dimension of Transcriptional Networks: TIME. FASEB J 2019. [DOI: 10.1096/fasebj.2019.33.1_supplement.343.1] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/11/2022]
Affiliation(s)
| | - Kranthi Varala
- New York UniveristyNew YorkNY
- Purdue UniversityWest LafayetteIN
| | | | | | - Sandrine Ruffel
- Biochemistry and Plant Molecular Physiology Research UnitCNRS/INRA/MontpellierMontpellierFrance
| | | | | | - Jacopo Cirrone
- New York UniveristyNew YorkNY
- NYU Courant Institute of Mathematical SciencesNew YorkNY
| | - Dennis Shasha
- NYU Courant Institute of Mathematical SciencesNew YorkNY
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Carratù A, Mancuso G, Pasquino A, Coppola L, Randone G, Boscherini B. [Hydroxyprolinuria test. Its use for the diagnosis of pituitary dwarfism caused by peripheral resistance]. Minerva Pediatr 1975; 27:1014-9. [PMID: 1134459] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [MESH Headings] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/25/2022]
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Carratù A, Pasquino A, Randone G, Boscherini B. [Endocrinologic study of 4 children with Noonan's syndrome]. Minerva Pediatr 1975; 27:1020-4. [PMID: 237229] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [MESH Headings] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/13/2022]
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