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Zelisko N, Lesyk R, Stoika R. Structure, unique biological properties, and mechanisms of action of transforming growth factor β. Bioorg Chem 2024; 150:107611. [PMID: 38964148 DOI: 10.1016/j.bioorg.2024.107611] [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: 01/21/2024] [Revised: 06/07/2024] [Accepted: 06/30/2024] [Indexed: 07/06/2024]
Abstract
Transforming growth factor β (TGF-β) is a ubiquitous molecule that is extremely conserved structurally and plays a systemic role in human organism. TGF-β is a homodimeric molecule consisting of two subunits joined through a disulphide bond. In mammals, three genes code for TGF-β1, TGF-β2, and TGF-β3 isoforms of this cytokine with a dominating expression of TGF-β1. Virtually, all normal cells contain TGF-β and its specific receptors. Considering the exceptional role of fine balance played by the TGF-β in anumber of physiological and pathological processes in human body, this cytokine may be proposed for use in medicine as an immunosuppressant in transplantology, wound healing and bone repair. TGFb itself is an important target in oncology. Strategies for blocking members of TGF-β signaling pathway as therapeutic targets have been considered. In this review, signalling mechanisms of TGF-β1 action are addressed, and their role in physiology and pathology with main focus on carcinogenesis are described.
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Affiliation(s)
- Nataliya Zelisko
- Department of Pharmaceutical, Organic and Bioorganic Chemistry, Danylo Halytsky Lviv National Medical University, Pekarska 69, 79010 Lviv, Ukraine
| | - Roman Lesyk
- Department of Pharmaceutical, Organic and Bioorganic Chemistry, Danylo Halytsky Lviv National Medical University, Pekarska 69, 79010 Lviv, Ukraine.
| | - Rostyslav Stoika
- Department of Regulation of Cell Proliferation and Apoptosis, Institute of Cell Biology of National Academy of Sciences of Ukraine, Drahomanov 14/16, 79005 Lviv, Ukraine
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Fronk AD, Manzanares MA, Zheng P, Geier A, Anderson K, Stanton S, Zumrut H, Gera S, Munch R, Frederick V, Dhingra P, Arun G, Akerman M. Development and validation of AI/ML derived splice-switching oligonucleotides. Mol Syst Biol 2024; 20:676-701. [PMID: 38664594 PMCID: PMC11148135 DOI: 10.1038/s44320-024-00034-9] [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: 09/15/2023] [Revised: 04/03/2024] [Accepted: 04/09/2024] [Indexed: 06/05/2024] Open
Abstract
Splice-switching oligonucleotides (SSOs) are antisense compounds that act directly on pre-mRNA to modulate alternative splicing (AS). This study demonstrates the value that artificial intelligence/machine learning (AI/ML) provides for the identification of functional, verifiable, and therapeutic SSOs. We trained XGboost tree models using splicing factor (SF) pre-mRNA binding profiles and spliceosome assembly information to identify modulatory SSO binding sites on pre-mRNA. Using Shapley and out-of-bag analyses we also predicted the identity of specific SFs whose binding to pre-mRNA is blocked by SSOs. This step adds considerable transparency to AI/ML-driven drug discovery and informs biological insights useful in further validation steps. We applied this approach to previously established functional SSOs to retrospectively identify the SFs likely to regulate those events. We then took a prospective validation approach using a novel target in triple negative breast cancer (TNBC), NEDD4L exon 13 (NEDD4Le13). Targeting NEDD4Le13 with an AI/ML-designed SSO decreased the proliferative and migratory behavior of TNBC cells via downregulation of the TGFβ pathway. Overall, this study illustrates the ability of AI/ML to extract actionable insights from RNA-seq data.
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Affiliation(s)
| | | | - Paulina Zheng
- Envisagenics, Inc., Long Island City, NY, 11101, USA
| | - Adam Geier
- Envisagenics, Inc., Long Island City, NY, 11101, USA
| | | | | | - Hasan Zumrut
- Envisagenics, Inc., Long Island City, NY, 11101, USA
| | - Sakshi Gera
- Envisagenics, Inc., Long Island City, NY, 11101, USA
| | - Robin Munch
- Envisagenics, Inc., Long Island City, NY, 11101, USA
| | | | | | - Gayatri Arun
- Envisagenics, Inc., Long Island City, NY, 11101, USA
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Runa F, Ortiz-Soto G, de Barros NR, Kelber JA. Targeting SMAD-Dependent Signaling: Considerations in Epithelial and Mesenchymal Solid Tumors. Pharmaceuticals (Basel) 2024; 17:326. [PMID: 38543112 PMCID: PMC10975212 DOI: 10.3390/ph17030326] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/31/2024] [Revised: 02/19/2024] [Accepted: 02/23/2024] [Indexed: 04/01/2024] Open
Abstract
SMADs are the canonical intracellular effector proteins of the TGF-β (transforming growth factor-β). SMADs translocate from plasma membrane receptors to the nucleus regulated by many SMAD-interacting proteins through phosphorylation and other post-translational modifications that govern their nucleocytoplasmic shuttling and subsequent transcriptional activity. The signaling pathway of TGF-β/SMAD exhibits both tumor-suppressing and tumor-promoting phenotypes in epithelial-derived solid tumors. Collectively, the pleiotropic nature of TGF-β/SMAD signaling presents significant challenges for the development of effective cancer therapies. Here, we review preclinical studies that evaluate the efficacy of inhibitors targeting major SMAD-regulating and/or -interacting proteins, particularly enzymes that may play important roles in epithelial or mesenchymal compartments within solid tumors.
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Affiliation(s)
- Farhana Runa
- Department of Biology, California State University Northridge, Northridge, CA 91330, USA
| | | | | | - Jonathan A Kelber
- Department of Biology, California State University Northridge, Northridge, CA 91330, USA
- Department of Biology, Baylor University, Waco, TX 76706, USA
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Jeruss JS. The Promise of Ongoing Discovery and Growth: 10 Years after Receiving the Jacobson Promising Investigator Award. J Am Coll Surg 2023; 237:788-792. [PMID: 37466266 DOI: 10.1097/xcs.0000000000000806] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 07/20/2023]
Affiliation(s)
- Jacqueline S Jeruss
- From the Departments of Surgery, Pathology, and Biomedical Engineering, University of Michigan, Ann Arbor, MI
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Ford K, Munson BP, Fong SH, Panwala R, Chu WK, Rainaldi J, Plongthongkum N, Arunachalam V, Kostrowicki J, Meluzzi D, Kreisberg JF, Jensen-Pergakes K, VanArsdale T, Paul T, Tamayo P, Zhang K, Bienkowska J, Mali P, Ideker T. Multimodal perturbation analyses of cyclin-dependent kinases reveal a network of synthetic lethalities associated with cell-cycle regulation and transcriptional regulation. Sci Rep 2023; 13:7678. [PMID: 37169829 PMCID: PMC10175263 DOI: 10.1038/s41598-023-33329-2] [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: 11/15/2022] [Accepted: 04/11/2023] [Indexed: 05/13/2023] Open
Abstract
Cell-cycle control is accomplished by cyclin-dependent kinases (CDKs), motivating extensive research into CDK targeting small-molecule drugs as cancer therapeutics. Here we use combinatorial CRISPR/Cas9 perturbations to uncover an extensive network of functional interdependencies among CDKs and related factors, identifying 43 synthetic-lethal and 12 synergistic interactions. We dissect CDK perturbations using single-cell RNAseq, for which we develop a novel computational framework to precisely quantify cell-cycle effects and diverse cell states orchestrated by specific CDKs. While pairwise disruption of CDK4/6 is synthetic-lethal, only CDK6 is required for normal cell-cycle progression and transcriptional activation. Multiple CDKs (CDK1/7/9/12) are synthetic-lethal in combination with PRMT5, independent of cell-cycle control. In-depth analysis of mRNA expression and splicing patterns provides multiple lines of evidence that the CDK-PRMT5 dependency is due to aberrant transcriptional regulation resulting in premature termination. These inter-dependencies translate to drug-drug synergies, with therapeutic implications in cancer and other diseases.
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Affiliation(s)
- Kyle Ford
- Department of Bioengineering, University of California San Diego, La Jolla, CA, 92093, USA
| | - Brenton P Munson
- Department of Bioengineering, University of California San Diego, La Jolla, CA, 92093, USA
- Department of Medicine, University of California San Diego, La Jolla, CA, 92093, USA
| | - Samson H Fong
- Department of Bioengineering, University of California San Diego, La Jolla, CA, 92093, USA
- Department of Medicine, University of California San Diego, La Jolla, CA, 92093, USA
| | - Rebecca Panwala
- Department of Bioengineering, University of California San Diego, La Jolla, CA, 92093, USA
| | - Wai Keung Chu
- Department of Bioengineering, University of California San Diego, La Jolla, CA, 92093, USA
| | - Joseph Rainaldi
- Department of Bioengineering, University of California San Diego, La Jolla, CA, 92093, USA
- Biomedical Sciences Program, University of California San Diego, La Jolla, CA, 92093, USA
| | - Nongluk Plongthongkum
- Department of Bioengineering, University of California San Diego, La Jolla, CA, 92093, USA
| | | | | | - Dario Meluzzi
- Department of Medicine, University of California San Diego, La Jolla, CA, 92093, USA
| | - Jason F Kreisberg
- Department of Medicine, University of California San Diego, La Jolla, CA, 92093, USA
| | | | - Todd VanArsdale
- Pfizer Inc, 10555 Science Center Drive, San Diego, CA, 92121, USA
| | - Thomas Paul
- Pfizer Inc, 10555 Science Center Drive, San Diego, CA, 92121, USA
| | - Pablo Tamayo
- Department of Medicine, University of California San Diego, La Jolla, CA, 92093, USA
| | - Kun Zhang
- Department of Bioengineering, University of California San Diego, La Jolla, CA, 92093, USA
| | | | - Prashant Mali
- Department of Bioengineering, University of California San Diego, La Jolla, CA, 92093, USA.
| | - Trey Ideker
- Department of Bioengineering, University of California San Diego, La Jolla, CA, 92093, USA.
- Department of Medicine, University of California San Diego, La Jolla, CA, 92093, USA.
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Sofi S, Mehraj U, Qayoom H, Aisha S, Asdaq SMB, Almilaibary A, Mir MA. Cyclin-dependent kinases in breast cancer: expression pattern and therapeutic implications. Med Oncol 2022; 39:106. [PMID: 35486263 DOI: 10.1007/s12032-022-01731-x] [Citation(s) in RCA: 26] [Impact Index Per Article: 8.7] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/02/2022] [Accepted: 04/05/2022] [Indexed: 02/07/2023]
Abstract
Presently, breast cancer (BC) is one of the most common malignancies diagnosed and the leading cause of tumor-related deaths among women worldwide. Cell cycle dysregulation is one of the hallmarks of cancer, resulting in uncontrolled cell proliferation. Cyclin-dependent kinases (CDKs) are central to the cell cycle control system, and deregulation of these kinases leads to the development of malignancies, including breast cancer. CDKs and cyclins have been reported as crucial components involved in tumor cell proliferation and metastasis. Given the aggressive nature, tumor heterogeneity, and chemoresistance, there is an urgent need to explore novel targets and therapeutics to manage breast cancer effectively. Inhibitors targeting CDKs modulate the cell cycle, thus throwing light upon their therapeutic aspect where the progression of tumor cells could be inhibited. This article gives a comprehensive account of CDKs in breast cancer progression and metastasis and recent developments in the modulation of CDKs in treating malignancies. We have also explored the expression pattern and prognostic significance of CDKs in breast cancer patients. The article will also shed light on the Implications of CDK inhibition and TGF-β signaling in breast cancer.
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Affiliation(s)
- Shazia Sofi
- Department of Bioresources, School of Biological Sciences, University of Kashmir, Hazratbal, Srinagar, Jammu and Kashmir, 190006, India
| | - Umar Mehraj
- Department of Bioresources, School of Biological Sciences, University of Kashmir, Hazratbal, Srinagar, Jammu and Kashmir, 190006, India
| | - Hina Qayoom
- Department of Bioresources, School of Biological Sciences, University of Kashmir, Hazratbal, Srinagar, Jammu and Kashmir, 190006, India
| | - Shariqa Aisha
- Department of Bioresources, School of Biological Sciences, University of Kashmir, Hazratbal, Srinagar, Jammu and Kashmir, 190006, India
| | | | - Abdullah Almilaibary
- Department of Family and Community Medicine, Faculty of Medicine, Albaha University, Albaha, 65511, Kingdom of Saudi Arabia
| | - Manzoor A Mir
- Department of Bioresources, School of Biological Sciences, University of Kashmir, Hazratbal, Srinagar, Jammu and Kashmir, 190006, India.
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