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Rodrigues DB, Reis RL, Pirraco RP. Modelling the complex nature of the tumor microenvironment: 3D tumor spheroids as an evolving tool. J Biomed Sci 2024; 31:13. [PMID: 38254117 PMCID: PMC10804490 DOI: 10.1186/s12929-024-00997-9] [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: 05/30/2023] [Accepted: 01/05/2024] [Indexed: 01/24/2024] Open
Abstract
Cancer remains a serious burden in society and while the pace in the development of novel and more effective therapeutics is increasing, testing platforms that faithfully mimic the tumor microenvironment are lacking. With a clear shift from animal models to more complex in vitro 3D systems, spheroids emerge as strong options in this regard. Years of development have allowed spheroid-based models to better reproduce the biomechanical cues that are observed in the tumor-associated extracellular matrix (ECM) and cellular interactions that occur in both a cell-cell and cell-ECM manner. Here, we summarize some of the key cellular interactions that drive tumor development, progression and invasion, and how successfully are these interactions recapitulated in 3D spheroid models currently in use in the field. We finish by speculating on future advancements in the field and on how these can shape the relevance of spherical 3D models for tumor modelling.
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Affiliation(s)
- Daniel B Rodrigues
- 3B's Research Group, I3Bs, Research Institute on Biomaterials, Biodegradables and Biomimetics, University of Minho, Headquarters of the European Institute of Excellence On Tissue Engineering and Regenerative Medicine, AvePark, Parque de Ciência e Tecnologia, Zona Industrial da Gandra, Barco, 4805-017, Guimarães, Portugal
- ICVS/3B's, PT Government Associate Laboratory, Braga, 4805-017, Guimarães, Portugal
| | - Rui L Reis
- 3B's Research Group, I3Bs, Research Institute on Biomaterials, Biodegradables and Biomimetics, University of Minho, Headquarters of the European Institute of Excellence On Tissue Engineering and Regenerative Medicine, AvePark, Parque de Ciência e Tecnologia, Zona Industrial da Gandra, Barco, 4805-017, Guimarães, Portugal
- ICVS/3B's, PT Government Associate Laboratory, Braga, 4805-017, Guimarães, Portugal
| | - Rogério P Pirraco
- 3B's Research Group, I3Bs, Research Institute on Biomaterials, Biodegradables and Biomimetics, University of Minho, Headquarters of the European Institute of Excellence On Tissue Engineering and Regenerative Medicine, AvePark, Parque de Ciência e Tecnologia, Zona Industrial da Gandra, Barco, 4805-017, Guimarães, Portugal.
- ICVS/3B's, PT Government Associate Laboratory, Braga, 4805-017, Guimarães, Portugal.
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Garcia-Padilla C, Hernandez-Torres F, Lozano-Velasco E, Dueñas A, Muñoz-Gallardo MDM, Garcia-Valencia IS, Palencia-Vincent L, Aranega A, Franco D. The Role of Bmp- and Fgf Signaling Modulating Mouse Proepicardium Cell Fate. Front Cell Dev Biol 2022; 9:757781. [PMID: 35059396 PMCID: PMC8763981 DOI: 10.3389/fcell.2021.757781] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/12/2021] [Accepted: 12/06/2021] [Indexed: 11/13/2022] Open
Abstract
Bmp and Fgf signaling are widely involved in multiple aspects of embryonic development. More recently non coding RNAs, such as microRNAs have also been reported to play essential roles during embryonic development. We have previously demonstrated that microRNAs, i.e., miR-130, play an essential role modulating Bmp and Fgf signaling during early stages of cardiomyogenesis. More recently, we have also demonstrated that microRNAs are capable of modulating cell fate decision during proepicardial/septum transversum (PE/ST) development, since over-expression of miR-23 blocked while miR-125, miR-146, miR-223 and miR-195 enhanced PE/ST-derived cardiomyogenesis, respectively. Importantly, regulation of these microRNAs is distinct modulated by Bmp2 and Fgf2 administration in chicken. In this study, we aim to dissect the functional role of Bmp and Fgf signaling during mouse PE/ST development, their implication regulating post-transcriptional modulators such as microRNAs and their impact on lineage determination. Mouse PE/ST explants and epicardial/endocardial cell cultures were distinctly administrated Bmp and Fgf family members. qPCR analyses of distinct microRNAs, cardiomyogenic, fibrogenic differentiation markers as well as key elements directly epithelial to mesenchymal transition were evaluated. Our data demonstrate that neither Bmp2/Bmp4 nor Fgf2/Fgf8 signaling is capable of inducing cardiomyogenesis, fibrogenesis or inducing EMT in mouse PE/ST explants, yet deregulation of several microRNAs is observed, in contrast to previous findings in chicken PE/ST. RNAseq analyses in mouse PE/ST and embryonic epicardium identified novel Bmp and Fgf family members that might be involved in such cell fate differences, however, their implication on EMT induction and cardiomyogenic and/or fibrogenic differentiation is limited. Thus our data support the notion of species-specific differences regulating PE/ST cardiomyogenic lineage commitment.
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Affiliation(s)
- Carlos Garcia-Padilla
- Cardiovascular Development Group, Department of Experimental Biology, University of Jaen, Jaen, Spain.,Department of Anatomy, Embryology and Zoology, School of Medicine, University of Extremadura, Badajoz, Spain
| | - Francisco Hernandez-Torres
- Cardiovascular Development Group, Department of Experimental Biology, University of Jaen, Jaen, Spain.,Fundación Medina, Granada, Spain.,Department of Biochemistry and Molecular Biology, School of Medicine, University of Granada, Granada, Spain
| | - Estefania Lozano-Velasco
- Cardiovascular Development Group, Department of Experimental Biology, University of Jaen, Jaen, Spain.,Fundación Medina, Granada, Spain
| | - Angel Dueñas
- Cardiovascular Development Group, Department of Experimental Biology, University of Jaen, Jaen, Spain
| | | | - Isabel S Garcia-Valencia
- Cardiovascular Development Group, Department of Experimental Biology, University of Jaen, Jaen, Spain
| | - Lledó Palencia-Vincent
- Cardiovascular Development Group, Department of Experimental Biology, University of Jaen, Jaen, Spain
| | - Amelia Aranega
- Cardiovascular Development Group, Department of Experimental Biology, University of Jaen, Jaen, Spain.,Fundación Medina, Granada, Spain
| | - Diego Franco
- Cardiovascular Development Group, Department of Experimental Biology, University of Jaen, Jaen, Spain.,Fundación Medina, Granada, Spain
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Al-Harazi O, Kaya IH, El Allali A, Colak D. A Network-Based Methodology to Identify Subnetwork Markers for Diagnosis and Prognosis of Colorectal Cancer. Front Genet 2021; 12:721949. [PMID: 34790220 PMCID: PMC8591094 DOI: 10.3389/fgene.2021.721949] [Citation(s) in RCA: 12] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/07/2021] [Accepted: 09/28/2021] [Indexed: 12/30/2022] Open
Abstract
The development of reliable methods for identification of robust biomarkers for complex diseases is critical for disease diagnosis and prognosis efforts. Integrating multi-omics data with protein-protein interaction (PPI) networks to investigate diseases may help better understand disease characteristics at the molecular level. In this study, we developed and tested a novel network-based method to detect subnetwork markers for patients with colorectal cancer (CRC). We performed an integrated omics analysis using whole-genome gene expression profiling and copy number alterations (CNAs) datasets followed by building a gene interaction network for the significantly altered genes. We then clustered the constructed gene network into subnetworks and assigned a score for each significant subnetwork. We developed a support vector machine (SVM) classifier using these scores as feature values and tested the methodology in independent CRC transcriptomic datasets. The network analysis resulted in 15 subnetwork markers that revealed several hub genes that may play a significant role in colorectal cancer, including PTP4A3, FGFR2, PTX3, AURKA, FEN1, INHBA, and YES1. The 15-subnetwork classifier displayed over 98 percent accuracy in detecting patients with CRC. In comparison to individual gene biomarkers, subnetwork markers based on integrated multi-omics and network analyses may lead to better disease classification, diagnosis, and prognosis.
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Affiliation(s)
- Olfat Al-Harazi
- Biostatistics, Epidemiology and Scientific Computing Department, King Faisal Specialist Hospital and Research Centre, Riyadh, Saudi Arabia
| | - Ibrahim H Kaya
- College of Medicine, Alfaisal University, Riyadh, Saudi Arabia
| | - Achraf El Allali
- African Genome Center, Mohammed VI Polytechnic University, Benguerir, Morocco
| | - Dilek Colak
- Biostatistics, Epidemiology and Scientific Computing Department, King Faisal Specialist Hospital and Research Centre, Riyadh, Saudi Arabia
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Burke JR, Brown P, Quyn A, Lambie H, Tolan D, Sagar P. Tumour growth rate of carcinoma of the colon and rectum: retrospective cohort study. BJS Open 2020; 4:1200-1207. [PMID: 32996713 PMCID: PMC8370463 DOI: 10.1002/bjs5.50355] [Citation(s) in RCA: 14] [Impact Index Per Article: 3.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/29/2020] [Accepted: 08/18/2020] [Indexed: 12/26/2022] Open
Abstract
BACKGROUND The growth pattern of colorectal cancer is seldom investigated. This cohort study aimed to explore tumour growth rate in colorectal cancers managed non-surgically or deemed not resectable, and to determine its implication for prognosis. METHODS Consecutive patients with colonic or rectal adenocarcinoma were identified through the colorectal multidisciplinary team database at Leeds Teaching Hospitals NHS Trust over a 2-year interval. Patients who received no treatment (surgery, stenting, colonic defunctioning procedures, chemotherapy, radiotherapy) and who underwent CT twice more than 5 weeks apart were included. Multidetector CT/three-dimensional image analysis was performed independently by three experienced radiologists. RESULTS Of 804 patients reviewed, 43 colorectal cancers were included in the final analysis. Median age at first CT was 80 (73-85) years and the median interval between scans was 150 (i.q.r. 72-471) days. An increase in T category was demonstrated in 31 of 43 tumours, with a median doubling time of 211 (112-404) days. The median percentage increase in tumour volume was 34·1 (13·3-53·9) per cent per 62 days. The all-cause 3-year mortality rate was 81 per cent (35 of 43) with a median survival time of 1·1 (0·4-2·2) years after the initial diagnostic scan. In those obstructed, the relative risk of death from subsequent perforation was 1·26 (95 per cent c.i. 1·07 to 1·49; P = 0·005). CONCLUSION This study documented a median doubling time of 211 days, with a concerning suggestion of tumour progression, which has implications for the current management standard.
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Affiliation(s)
- J. R. Burke
- John Golligher Colorectal Surgery UnitLeedsUK
- Leeds Institute of Biomedical and
Clinical SciencesSt James's University HospitalLeedsUK
| | - P. Brown
- Department of Clinical Radiology, Gastrointestinal and Abdominal Radiology,
St James's University Hospital, Leeds Teaching Hospitals NHS TrustLeedsUK
| | - A. Quyn
- John Golligher Colorectal Surgery UnitLeedsUK
- Leeds Institute of Biomedical and
Clinical SciencesSt James's University HospitalLeedsUK
| | - H. Lambie
- Department of Clinical Radiology, Gastrointestinal and Abdominal Radiology,
St James's University Hospital, Leeds Teaching Hospitals NHS TrustLeedsUK
| | - D. Tolan
- Department of Clinical Radiology, Gastrointestinal and Abdominal Radiology,
St James's University Hospital, Leeds Teaching Hospitals NHS TrustLeedsUK
| | - P. Sagar
- John Golligher Colorectal Surgery UnitLeedsUK
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