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Aránguiz F, Bahamonde J, Sales F, Araya M, Ulloa-Leal C, Ratto M, Sandoval C. Comparison Between Two Methodologies of Sample Preservation for RNA Extraction in Naturally Delivered Ovine Placenta. Animals (Basel) 2025; 15:786. [PMID: 40150315 PMCID: PMC11939649 DOI: 10.3390/ani15060786] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/31/2025] [Revised: 02/28/2025] [Accepted: 03/05/2025] [Indexed: 03/29/2025] Open
Abstract
Placental samples for RNA extraction are collected via non-recovery (euthanasia) or invasive (surgery) methods in small ruminants, such as sheep. Alternatively, delivered placentas could be used, but the feasibility of obtaining high-quality RNA from this tissue is unknown in sheep. We aimed to evaluate the possibility of extracting RNA from naturally delivered ovine placenta, comparing two preservation methods. Twenty-seven single-pregnant sheep were monitored 24/7 from gestational day 140 to parturition. Tissue was collected after placental delivery, preserved using snap frozen (SF, n = 27) and RNAlater® (LTR, n = 27) techniques, and processed for RNA extraction using a commercial kit. RNA concentration (ng/µL), A260/280, and RNA quality number (RQN) were measured. Concentration was higher (p < 0.001) in LTR (70.39 ± 6.3) than in SF (49.77 ± 10.5), A260/280 was higher (p = 0.045) in SF (2.06 ± 0.01) than in LTR (2.03 ± 0.01), and RQN was higher (p < 0.0001) in SF (6.81 ± 0.24) than in LTR (2.84 ± 0.24) samples. Timing of placental delivery did not affect the evaluated indicators. Results indicate that extracting high-quality RNA from delivered placentas preserved via the snap-frozen technique is possible, supporting a method that aligns with the refinement principle of animals used in research.
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Affiliation(s)
- Florencia Aránguiz
- Facultad de Ciencias Veterinarias, Universidad Austral de Chile, Valdivia 5090000, Chile; (F.A.); (J.B.); (M.R.)
| | - Javiera Bahamonde
- Facultad de Ciencias Veterinarias, Universidad Austral de Chile, Valdivia 5090000, Chile; (F.A.); (J.B.); (M.R.)
| | - Francisco Sales
- Instituto de Investigaciones Agropecuarias, Centro Regional de Investigación INIA Kampenaike, Punta Arenas 6200000, Chile;
| | - Matías Araya
- Facultad de Ciencias Veterinarias y Pecuarias, Universidad de Chile, Santiago 8320000, Chile;
| | - César Ulloa-Leal
- Escuela de Ciencias Agrícolas y Veterinarias, Universidad Viña del Mar, Viña del Mar 2520000, Chile;
| | - Marcelo Ratto
- Facultad de Ciencias Veterinarias, Universidad Austral de Chile, Valdivia 5090000, Chile; (F.A.); (J.B.); (M.R.)
| | - Camila Sandoval
- Instituto de Investigaciones Agropecuarias, Centro Regional de Investigación INIA Kampenaike, Punta Arenas 6200000, Chile;
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2
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Stefanovic F, Brown LG, MacDonald J, Bammler T, Rinchai D, Nguyen S, Zeng Y, Shinkawa V, Adams K, Chaussabel D, Berthier E, Haack AJ, Theberge AB. Your Blood is Out for Delivery: Considerations of Shipping Time and Temperature on Degradation of RNA from Stabilized Whole Blood. Anal Chem 2025; 97:1635-1644. [PMID: 39818791 PMCID: PMC12036334 DOI: 10.1021/acs.analchem.4c04591] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/19/2025]
Abstract
Remote research studies are an invaluable tool for reaching populations with limited access to large medical centers or universities. To expand the remote study toolkit, we previously developed homeRNA, which allows for at-home self-collection and stabilization of blood and demonstrated the feasibility of using homeRNA in high temperature climates. Here, we expand upon this work through a systematic study exploring the effects of high temperature on RNA integrity (represented as RNA Integrity Number, RIN) through in-lab and field experiments. Compared to the frozen controls (overall mean RIN of 8.2, n = 8), samples kept at 37 °C for 2, 4, and 8 days had mean RINs of 7.6, 5.9, and 5.2 (n = 3), respectively, indicating that typical shipping conditions (∼2 days) yield samples suitable for downstream RNA sequencing. Shorter time intervals (6 h) resulted in minimal RNA degradation (median RIN of 6.4, n = 3) even at higher temperatures (50 °C) compared to the frozen control (mean RIN of 7.8, n = 3). Additionally, we shipped homeRNA-stabilized blood from a single donor to 14 states and back during the summer with continuous temperature probes (7.1 median RIN, n = 42). Samples from all locations were analyzed with 3' mRNA-seq to assess differences in gene counts, with the data suggesting that there was no preferential degradation of transcripts as a result of different shipping times, temperatures, and regions. Overall, our data support that homeRNA can be used in elevated temperature conditions, enabling decentralized sample collection for telemedicine, global health, and clinical research.
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Affiliation(s)
- Filip Stefanovic
- Department of Chemistry, University of Washington, Seattle, Washington 98195, United States
| | - Lauren G. Brown
- Department of Chemistry, University of Washington, Seattle, Washington 98195, United States
| | - James MacDonald
- Department of Environmental and Occupational Health Sciences, University of Washington, Seattle, Washington 98195, United States
| | - Theo Bammler
- Department of Environmental and Occupational Health Sciences, University of Washington, Seattle, Washington 98195, United States
| | - Darawan Rinchai
- Department of Infectious Diseases, St Jude’s Children Research Hospital, TN, Memphis 38105, United States
| | - Serena Nguyen
- Department of Chemistry, University of Washington, Seattle, Washington 98195, United States
| | - Yuting Zeng
- Department of Chemistry, University of Washington, Seattle, Washington 98195, United States
| | - Victoria Shinkawa
- Department of Chemistry, University of Washington, Seattle, Washington 98195, United States
| | - Karen Adams
- Department of Chemistry, University of Washington, Seattle, Washington 98195, United States
- Institute of Translational Health Sciences, School of Medicine, University of Washington, Seattle, Washington 98195, United States
| | - Damien Chaussabel
- Computer Sciences Department, The Jackson Laboratory, Farmington, CT, 06032, United States
| | - Erwin Berthier
- Department of Chemistry, University of Washington, Seattle, Washington 98195, United States
| | - Amanda J. Haack
- Department of Chemistry, University of Washington, Seattle, Washington 98195, United States
- School of Medicine, University of Washington, Seattle, Washington 98195, United States
| | - Ashleigh B. Theberge
- Department of Chemistry, University of Washington, Seattle, Washington 98195, United States
- Department of Urology, School of Medicine, University of Washington, Seattle, Washington 98195, United States
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3
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Portelli C, Seria E, Attard R, Barzine M, Esquinas-Roman EM, Borg Carbott F, Cassar K, Vella M, Scicluna BP, Ebejer JP, Farrugia R, Bezzina Wettinger S. Isolating high-quality RNA for RNA-Seq from 10-year-old blood samples. Sci Rep 2024; 14:30716. [PMID: 39730418 DOI: 10.1038/s41598-024-80287-4] [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: 02/09/2024] [Accepted: 11/18/2024] [Indexed: 12/29/2024] Open
Abstract
There is much interest in analysing RNA, particularly with RNA Sequencing, across both research and diagnostic domains. However, its inherent instability renders it susceptible to degradation. Given the imperative for RNA integrity in such applications, proper storage and biobanking of blood samples and successful subsequent RNA isolation is essential to guarantee optimal integrity for downstream analyses. Especially for larger collections, it would be particularly beneficial if these methods would additionally offer affordability, minimal blood volume requirements and also long-term storage. In this study, RNA of high quality, suitable for transcriptomics, has been successfully isolated from 400 µL of EDTA and citrated whole blood samples in Boom's lysis buffer stored at -85 °C for 10 years. Isolation was carried out using a modified Zymo Research Quick-RNA kit protocol. This isolation method showed significant improvement in RNA integrity when compared to RNA extracted using the original Boom method. RNA Sequencing provided high-quality data comparable to that of other studies using recently frozen blood in RNA stabilisation tubes. Additionally, sequencing data from blood collected in citrate and EDTA anticoagulants also showed excellent correlation.
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Affiliation(s)
- Charlene Portelli
- Department of Applied Biomedical Science, Faculty of Health Sciences, University of Malta, Msida, 2080, MSD, Malta
| | - Elisa Seria
- Department of Applied Biomedical Science, Faculty of Health Sciences, University of Malta, Msida, 2080, MSD, Malta
| | - Ritienne Attard
- Department of Applied Biomedical Science, Faculty of Health Sciences, University of Malta, Msida, 2080, MSD, Malta
| | - Mitra Barzine
- Department of Applied Biomedical Science, Faculty of Health Sciences, University of Malta, Msida, 2080, MSD, Malta
| | - Eva M Esquinas-Roman
- Department of Applied Biomedical Science, Faculty of Health Sciences, University of Malta, Msida, 2080, MSD, Malta
| | - Francesca Borg Carbott
- Department of Applied Biomedical Science, Faculty of Health Sciences, University of Malta, Msida, 2080, MSD, Malta
| | - Karen Cassar
- Department of Medicine, Faculty of Medicine and Surgery, University of Malta, Msida, 2080, MSD, Malta
| | - Matthew Vella
- Department of Applied Biomedical Science, Faculty of Health Sciences, University of Malta, Msida, 2080, MSD, Malta
| | - Brendon P Scicluna
- Department of Applied Biomedical Science, Faculty of Health Sciences, University of Malta, Msida, 2080, MSD, Malta
- Centre for Molecular Medicine and Biobanking, University of Malta, Msida, 2080, MSD, Malta
| | - Jean-Paul Ebejer
- Centre for Molecular Medicine and Biobanking, University of Malta, Msida, 2080, MSD, Malta
| | - Rosienne Farrugia
- Department of Applied Biomedical Science, Faculty of Health Sciences, University of Malta, Msida, 2080, MSD, Malta
- Centre for Molecular Medicine and Biobanking, University of Malta, Msida, 2080, MSD, Malta
| | - Stephanie Bezzina Wettinger
- Department of Applied Biomedical Science, Faculty of Health Sciences, University of Malta, Msida, 2080, MSD, Malta.
- Centre for Molecular Medicine and Biobanking, University of Malta, Msida, 2080, MSD, Malta.
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4
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Stefanovic F, Brown LG, MacDonald J, Bammler T, Rinchai D, Nguyen S, Zeng Y, Shinkawa V, Adams K, Chausabel D, Berthier E, Haack AJ, Theberge AB. Your Blood is Out for Delivery: Considerations of Shipping Time and Temperature on Degradation of RNA from Stabilized Whole Blood. BIORXIV : THE PREPRINT SERVER FOR BIOLOGY 2024:2024.08.24.609519. [PMID: 39229214 PMCID: PMC11370555 DOI: 10.1101/2024.08.24.609519] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Download PDF] [Subscribe] [Scholar Register] [Indexed: 09/05/2024]
Abstract
Remote research studies are an invaluable tool for reaching populations in geographical regions with limited access to large medical centers or universities. To expand the remote study toolkit, we have previously developed homeRNA, which allows for at-home self-collection and stabilization of blood and demonstrated the feasibility of using homeRNA in high temperature climates. Here, we expand upon this work through a systematic study exploring the effects of high temperature on RNA integrity through in-lab and field experiments. Compared to the frozen controls (overall mean RIN of 8.2, n = 8), samples kept at 37°C for 2, 4, and 8 days had mean RINs of 7.6, 5.9, and 5.2 (n = 3), respectively, indicating that typical shipping conditions (~2 days) yield samples suitable for downstream RNA sequencing. Shorter time intervals (6 hours) resulted in minimal RNA degradation (median RIN of 6.4, n = 3) even at higher temperatures (50°C) compared to the frozen control (mean RIN of 7.8, n = 3). Additionally, we shipped homeRNA-stabilized blood from a single donor to 14 different states and back during the summer with continuous temperature probes (7.1 median RIN, n = 42). Samples from all locations were analyzed with 3' mRNA-seq to assess differences in gene counts, with the transcriptomic data suggesting that there was no preferential degradation of transcripts as a result of different shipping times, temperatures, and regions. Overall, our data support that homeRNA can be used in elevated temperature conditions, enabling decentralized sample collection for telemedicine, global health, and clinical research.
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Affiliation(s)
- Filip Stefanovic
- Department of Chemistry, University of Washington, Seattle, Washington 98195, United States
| | - Lauren G. Brown
- Department of Chemistry, University of Washington, Seattle, Washington 98195, United States
| | - James MacDonald
- Department of Environmental and Occupational Health Sciences, University of Washington, Seattle, Washington 98195, United States
| | - Theo Bammler
- Department of Environmental and Occupational Health Sciences, University of Washington, Seattle, Washington 98195, United States
| | - Darawan Rinchai
- Department of Infectious Diseases, St Jude’s Children Research Hospital, TN, Memphis 38105, United States
| | - Serena Nguyen
- Department of Chemistry, University of Washington, Seattle, Washington 98195, United States
| | - Yuting Zeng
- Department of Chemistry, University of Washington, Seattle, Washington 98195, United States
| | - Victoria Shinkawa
- Department of Chemistry, University of Washington, Seattle, Washington 98195, United States
| | - Karen Adams
- Department of Chemistry, University of Washington, Seattle, Washington 98195, United States
- Institute of Translational Health Sciences, School of Medicine, University of Washington, Seattle, Washington 98195, United States
| | - Damien Chausabel
- Computer Sciences Department, The Jackson Laboratory, Farmington, CT, 06032, United States
| | - Erwin Berthier
- Department of Chemistry, University of Washington, Seattle, Washington 98195, United States
| | - Amanda J. Haack
- Department of Chemistry, University of Washington, Seattle, Washington 98195, United States
- School of Medicine, University of Washington, Seattle, Washington 98195, United States
| | - Ashleigh B. Theberge
- Department of Chemistry, University of Washington, Seattle, Washington 98195, United States
- Department of Urology, School of Medicine, University of Washington, Seattle, Washington 98195, United States
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5
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Singh S, Ahmed AI, Almansoori S, Alameri S, Adlan A, Odivilas G, Chattaway MA, Salem SB, Brudecki G, Elamin W. A narrative review of wastewater surveillance: pathogens of concern, applications, detection methods, and challenges. Front Public Health 2024; 12:1445961. [PMID: 39139672 PMCID: PMC11319304 DOI: 10.3389/fpubh.2024.1445961] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/08/2024] [Accepted: 07/18/2024] [Indexed: 08/15/2024] Open
Abstract
Introduction The emergence and resurgence of pathogens have led to significant global health challenges. Wastewater surveillance has historically been used to track water-borne or fecal-orally transmitted pathogens, providing a sensitive means of monitoring pathogens within a community. This technique offers a comprehensive, real-time, and cost-effective approach to disease surveillance, especially for diseases that are difficult to monitor through individual clinical screenings. Methods This narrative review examines the current state of knowledge on wastewater surveillance, emphasizing important findings and techniques used to detect potential pathogens from wastewater. It includes a review of literature on the detection methods, the pathogens of concern, and the challenges faced in the surveillance process. Results Wastewater surveillance has proven to be a powerful tool for early warning and timely intervention of infectious diseases. It can detect pathogens shed by asymptomatic and pre-symptomatic individuals, providing an accurate population-level view of disease transmission. The review highlights the applications of wastewater surveillance in tracking key pathogens of concern, such as gastrointestinal pathogens, respiratory pathogens, and viruses like SARS-CoV-2. Discussion The review discusses the benefits of wastewater surveillance in public health, particularly its role in enhancing existing systems for infectious disease surveillance. It also addresses the challenges faced, such as the need for improved detection methods and the management of antimicrobial resistance. The potential for wastewater surveillance to inform public health mitigation strategies and outbreak response protocols is emphasized. Conclusion Wastewater surveillance is a valuable tool in the fight against infectious diseases. It offers a unique perspective on the spread and evolution of pathogens, aiding in the prevention and control of disease epidemics. This review underscores the importance of continued research and development in this field to overcome current challenges and maximize the potential of wastewater surveillance in public health.
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Affiliation(s)
- Surabhi Singh
- Microbiology Lab, Reference and Surveillance Intelligence Department, Abu Dhabi, United Arab Emirates
| | - Amina Ismail Ahmed
- Microbiology Lab, Reference and Surveillance Intelligence Department, Abu Dhabi, United Arab Emirates
| | - Sumayya Almansoori
- Microbiology Lab, Reference and Surveillance Intelligence Department, Abu Dhabi, United Arab Emirates
| | - Shaikha Alameri
- Microbiology Lab, Reference and Surveillance Intelligence Department, Abu Dhabi, United Arab Emirates
| | - Ashraf Adlan
- Microbiology Lab, Reference and Surveillance Intelligence Department, Abu Dhabi, United Arab Emirates
| | - Giovanni Odivilas
- Microbiology Lab, Reference and Surveillance Intelligence Department, Abu Dhabi, United Arab Emirates
| | - Marie Anne Chattaway
- United Kingdom Health Security Agency, Gastrointestinal Bacteria Reference Laboratory, London, United Kingdom
| | - Samara Bin Salem
- Central Testing Laboratory, Abu Dhabi Quality and Conformity Council, Abu Dhabi, United Arab Emirates
| | - Grzegorz Brudecki
- Microbiology Lab, Reference and Surveillance Intelligence Department, Abu Dhabi, United Arab Emirates
| | - Wael Elamin
- Microbiology Lab, Reference and Surveillance Intelligence Department, Abu Dhabi, United Arab Emirates
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6
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Xiong S, Cui D, Yu N, He R, Zhu H, Wei J, Wang M, Duan W, Huang X, Ge L, Guo Y. Exploring the Maintaining Period and the Differentially Expressed Genes between the Yellow and Black Stripes of the Juvenile Stripe in the Offspring of Wild Boar and Duroc. Animals (Basel) 2024; 14:2109. [PMID: 39061571 PMCID: PMC11274008 DOI: 10.3390/ani14142109] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/28/2024] [Revised: 07/15/2024] [Accepted: 07/17/2024] [Indexed: 07/28/2024] Open
Abstract
Coloration is a crucial trait that allows species to adapt and survive in different environments. Wild boars exhibit alternating black (dark) and yellow (light) longitudinal stripes on their back during their infancy (juvenile stripes), and as adults, they transform into uniform wild-type coat color. Aiming to record the procedure of juvenile stripes disappearing, piglets (WD) with juvenile stripes were produced by crossing a wild boar with Duroc sows, and photos of their coat color were taken from 20 d to 220 d. The pigments in the hairs from the black and yellow stripes were determined. Furthermore, the differentially expressed genes between the black and yellow stripes were investigated in 5 WD with the age of 30 d using whole-transcriptome sequencing to explore the genetic mechanism of the juvenile stripes. The juvenile stripes started to disappear at about 70 d, and stripes were not distinguished with the naked eye at about 160 d; that is, the juvenile stripe completely disappeared. A hotspot of a differentially expressing (DE) region was found on chromosome 13, containing/covering 2 of 13 DE genes and 8 of 10 DE lncRNAs in this region. A network among ZIC4, ssc-miR-532-3p, and ENSSSCG00000056225 might regulate the formation of juvenile stripes. Altogether, this study provides new insights into spatiotemporal coat color pattern.
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Affiliation(s)
| | | | | | | | | | | | | | | | | | | | - Yuanmei Guo
- National Key Laboratory for Swine Genetic Improvement and Germplasm Innovation, Jiangxi Agricultural University, Nanchang 330045, China
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7
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Hernandez-Morato I, Kemfack AM. Next-Generation Sequencing Application: A Systematic Approach for High-Quality RNA Isolation from Skeletal Muscles. Methods Mol Biol 2024; 2822:13-24. [PMID: 38907908 DOI: 10.1007/978-1-0716-3918-4_2] [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] [Indexed: 06/24/2024]
Abstract
RNA extraction and analyses from tissues using bulk RNA-Sequencing (RNA-Seq) provide a more accurate picture of the gene expression compared to other molecular biology techniques for RNA quantification. Challenges associated with high-quality RNA extraction from skeletal muscles require a modification of standard protocols. Here, we describe a procedure for high-quality RNA isolation from intrinsic laryngeal muscles transferable to skeletal muscles with comparable technical and biological difficulties. Standard protocols for RNA isolation were optimized by maximizing the pooling strategy, determining the sample weight, applying cryogenic muscle disruption, and incorporating RNase-inhibiting reagents during the tissue preparation steps.
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Affiliation(s)
- Ignacio Hernandez-Morato
- Department of Anatomy and Embryology, School of Medicine, Complutense University of Madrid, Madrid, Spain.
| | - Angela M Kemfack
- The Center for Voice and Swallowing, Department of Otolaryngology-Head & Neck Surgery, Columbia University Irving Medical Center/New York Presbyterian, New York, NY, USA
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8
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Mahmoud DB, Wölk C, Schulz-Siegmund M. Fabrication of 3D Printed, Core-and-Shell Implants as Controlled Release Systems for Local siRNA Delivery. Adv Healthc Mater 2023; 12:e2301643. [PMID: 37712605 DOI: 10.1002/adhm.202301643] [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: 05/22/2023] [Revised: 08/21/2023] [Indexed: 09/16/2023]
Abstract
The development and clinical translation of small interfering RNA (siRNA) therapies remains challenging owing to their poor pharmacokinetics. 3D printing technology presents a great opportunity to fabricate personalized implants for local and sustained delivery of siRNA. Hydrogels can mimic the mechanical properties of tissues, avoiding the problems associated with rigid implants. Herein, a thermoresponsive composite hydrogel suitable for extrusion 3D-printing is formulated to fabricate controlled-release implants loaded with siRNA-Lipofectamine RNAiMAX complexes. A hydrogel matrix mainly composed of uncharged agarose to protect siRNA from decomplexation is selected. Additionally, pluronic F127 and gelatin are added to improve the printability, degradation, and cell adhesion to the implants. To avoid exposing siRNA to thermal stress during the printing process, a core-and-shell design is set up for the implants in which a core of siRNA-complexes loaded-pluronic F127 is printed without heat and enclosed with a shell comprising the thermoresponsive composite hydrogel. The release profile of siRNA-complexes is envisioned to be controlled by varying the printing patterns. The results reveal that the implants sustain siRNA release for one month. The intactness of the released siRNA-complexes is proven until the eighth day. Furthermore, by changing the printing patterns, the release profiles can be tailored.
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Affiliation(s)
- Dina B Mahmoud
- Pharmaceutical Technology, Institute of Pharmacy, Faculty of Medicine, Leipzig University, 04317, Leipzig, Germany
- Department of Pharmaceutics, Egyptian Drug Authority, Giza, 11553, Egypt
| | - Christian Wölk
- Pharmaceutical Technology, Institute of Pharmacy, Faculty of Medicine, Leipzig University, 04317, Leipzig, Germany
| | - Michaela Schulz-Siegmund
- Pharmaceutical Technology, Institute of Pharmacy, Faculty of Medicine, Leipzig University, 04317, Leipzig, Germany
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9
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Guo Y, Ma J, Li Z, Dang K, Ge Q, Huang Y, Wang GZ, Zhao X. Transcriptomic profiling of nuclei from paraformaldehyde-fixed and formalin-fixed paraffin-embedded brain tissues. Anal Chim Acta 2023; 1281:341861. [PMID: 38783731 DOI: 10.1016/j.aca.2023.341861] [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: 07/27/2023] [Revised: 09/27/2023] [Accepted: 09/29/2023] [Indexed: 05/25/2024]
Abstract
BACKGROUND Paraformaldehyde (PFA) fixation is necessary for histochemical staining, and formalin-fixed and paraffin-embedded (FFPE) tissue archives are the largest repository of clinically annotated specimens. Single-cell gene expression workflows have recently been developed for PFA-fixed and FFPE tissue specimens. However, for tissues where intact cells are hard to recover, including tissues containing highly interconnected neurons, single-nuclear transcriptomics is beneficial. Moreover, since RNA is very unstable, the effects of standard pathological practice on the transcriptome of samples obtained from such archived specimens like FFPE samples are largely anecdotal. RESULTS We evaluated the effects of polyformaldehyde (PFA) fixation and paraffin-embedding on transcriptional profiles of the mouse hippocampus obtained by RNA sequencing (RNA-seq). The transcriptomic signatures of nuclei isolated from fresh PFA-fixed and fresh FFPE tissues were comparable to those of cryopreserved samples. However, more differentially expressed genes were obtained for brains after PFA fixation for more than 3 days than in fresh PFA-fixed samples, especially genes involved in spliceosome and synaptic-related pathways. Importantly, the real cell states were destroyed, with oligodendrocyte precursor cells depleted in the 1day fixed hippocampus. After fixation for 3 days, the proportions of neuronal cells and oligodendrocytes decreased and microglia increased; however, relative frequencies remained constant for longer fixation durations. The storage time of FFPE samples had a negligible effect on the cell composition. SIGNIFICANCE This represents the first work to investigate the effects of fixation and storage time of brains on its nuclear transcriptome signatures in detail. The fixation time had more influences on the nuclear transcriptomic profiles than FFPE retention time, and the cliff-like effects appeared to occur over a fixed period of 1-3 days. These findings are expected to guide sample preparation for single-nucleus RNA-seq of FFPE samples, particularly in transcriptomic studies focused on brain diseases.
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Affiliation(s)
- Yunxia Guo
- State Key Laboratory of Digital Medical Engineering, School of Biological Science & Medical Engineering, Southeast University, Nanjing, 210096, China
| | - Junjie Ma
- CAS Key Laboratory of Computational Biology, Shanghai Institute of Nutrition and Health, University of Chinese Academy of Sciences, Chinese Academy of Sciences, Shanghai, 200031, China
| | - Zhengyue Li
- State Key Laboratory of Digital Medical Engineering, School of Biological Science & Medical Engineering, Southeast University, Nanjing, 210096, China
| | - Kaitong Dang
- State Key Laboratory of Digital Medical Engineering, School of Biological Science & Medical Engineering, Southeast University, Nanjing, 210096, China
| | - Qinyu Ge
- State Key Laboratory of Digital Medical Engineering, School of Biological Science & Medical Engineering, Southeast University, Nanjing, 210096, China
| | - Yan Huang
- State Key Laboratory of Digital Medical Engineering, School of Biological Science & Medical Engineering, Southeast University, Nanjing, 210096, China
| | - Guang-Zhong Wang
- CAS Key Laboratory of Computational Biology, Shanghai Institute of Nutrition and Health, University of Chinese Academy of Sciences, Chinese Academy of Sciences, Shanghai, 200031, China.
| | - Xiangwei Zhao
- State Key Laboratory of Digital Medical Engineering, School of Biological Science & Medical Engineering, Southeast University, Nanjing, 210096, China.
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10
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Ortega-Pinazo J, Pacheco-Rodríguez MJ, Serrano-Castro PJ, Martínez B, Pinto-Medel MJ, Gómez-Zumaquero JM, Lago-Sampedro A, García-Díaz B, Estivill-Torrús G, Emilio Ferro Gallego P. Comparing RNA extraction methods to face the variations in RNA quality using two human biological matrices. Mol Biol Rep 2023; 50:9263-9271. [PMID: 37812354 DOI: 10.1007/s11033-023-08761-2] [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: 12/27/2022] [Accepted: 08/16/2023] [Indexed: 10/10/2023]
Abstract
BACKGROUND Nucleic acids, RNA among them, are widely used in biomedicine and Biotechnology. Because of their susceptibility to degradation by RNases, the handling and extraction process of RNA from cells and tissues require specialized personnel and standardized methods to guarantee high purity and integrity. Due to the diversity of techniques found in the market, a comparative study between different RNA extraction methods is useful to facilitate the best choice for the researcher or in research service platforms such as biobanks to see the traceability of the samples. METHODS AND RESULTS In this study, we have compared seven different RNA extraction methods: manual (TRIzol™), semiautomated (QIAGEN™, Bio-Rad, Monarch®, and Canvax™), and fully automated (QIAcube™ and Maxwell®) processes, from two biological matrices: human Jurkat T cells and peripheral blood mononuclear cells (PBMC). Results showed marked differences in the RNA quality and functionality according to the method employed for RNA extraction and the matrix used. DISCUSSION QIAcube™ and semi-automated extraction methods were perceived as the best options because of their lower variability, good functionality, and lower cost (P < 0.001). These data contribute to facilitating researchers or research service platforms (Biobanks) in decision-making practices and emphasize the relevance of the selection of the RNA extraction method in each experimental procedure or traceability study to guarantee both quality standards and its reproducibility.
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Affiliation(s)
- J Ortega-Pinazo
- Instituto de Investigación Biomédica de Málaga y Plataforma de Nanomedicina (IBIMA Plataforma BIONAND), Málaga, Spain
- Unidad Clínica de Neurociencias, Hospital Regional Universitario de Málaga, Málaga, Spain
| | - M J Pacheco-Rodríguez
- Instituto de Investigación Biomédica de Málaga y Plataforma de Nanomedicina (IBIMA Plataforma BIONAND), Málaga, Spain
- Unidad Clínica de Neurociencias, Hospital Regional Universitario de Málaga, Málaga, Spain
| | - P J Serrano-Castro
- Instituto de Investigación Biomédica de Málaga y Plataforma de Nanomedicina (IBIMA Plataforma BIONAND), Málaga, Spain
- Unidad Clínica de Neurociencias, Hospital Regional Universitario de Málaga, Málaga, Spain
| | - B Martínez
- Instituto de Investigación Biomédica de Málaga y Plataforma de Nanomedicina (IBIMA Plataforma BIONAND), Málaga, Spain
- Unidad Intercentros de Oncología Médica, Hospitales Universitarios Regional de Málaga y Virgen de la Victoria, Málaga, Spain
| | - M J Pinto-Medel
- Instituto de Investigación Biomédica de Málaga y Plataforma de Nanomedicina (IBIMA Plataforma BIONAND), Málaga, Spain
- ECAI de Genómica, Instituto de Investigación Biomédica de Málaga y Plataforma de Nanomedicina (IBIMA Plataforma BIONAND), Málaga, Spain
| | - J M Gómez-Zumaquero
- Instituto de Investigación Biomédica de Málaga y Plataforma de Nanomedicina (IBIMA Plataforma BIONAND), Málaga, Spain
- ECAI de Genómica, Instituto de Investigación Biomédica de Málaga y Plataforma de Nanomedicina (IBIMA Plataforma BIONAND), Málaga, Spain
| | - A Lago-Sampedro
- Instituto de Investigación Biomédica de Málaga y Plataforma de Nanomedicina (IBIMA Plataforma BIONAND), Málaga, Spain
- ECAI de Genómica, Instituto de Investigación Biomédica de Málaga y Plataforma de Nanomedicina (IBIMA Plataforma BIONAND), Málaga, Spain
| | - B García-Díaz
- Instituto de Investigación Biomédica de Málaga y Plataforma de Nanomedicina (IBIMA Plataforma BIONAND), Málaga, Spain
- Unidad Clínica de Neurociencias, Hospital Regional Universitario de Málaga, Málaga, Spain
| | - Guillermo Estivill-Torrús
- Instituto de Investigación Biomédica de Málaga y Plataforma de Nanomedicina (IBIMA Plataforma BIONAND), Málaga, Spain.
- Unidad Clínica de Neurociencias, Hospital Regional Universitario de Málaga, Málaga, Spain.
| | - Pedro Emilio Ferro Gallego
- Instituto de Investigación Biomédica de Málaga y Plataforma de Nanomedicina (IBIMA Plataforma BIONAND), Málaga, Spain.
- Biobank ECAI, Instituto de Investigación Biomédica de Málaga y Plataforma de Nanomedicina (IBIMA Plataforma BIONAND), Málaga, Spain.
- Unidad Clínica de Endocrinología y Nutrición, Hospital Universitario Virgen de la Victoria, Málaga, Spain.
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11
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Chen YY, Han QY, Chen QY, Zhou WJ, Zhang JG, Zhang X, Lin A. Impact of Sample Processing and Storage Conditions on RNA Quality of Fresh-Frozen Cancer Tissues. Biopreserv Biobank 2023; 21:510-517. [PMID: 37040277 DOI: 10.1089/bio.2022.0069] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 04/12/2023] Open
Abstract
Background: A biobank is a central resource that supports basic and clinical research. RNA quality of fresh-frozen tissue specimens in the biobank is highly associated with the success of downstream applications. Therefore, it is very important to evaluate the impact of tissue processing and storage conditions on RNA quality. Methods: A total of 238 surgically removed tissue specimens, including esophagus, lung, liver, stomach, colon, and rectal cancer, were used to evaluate RNA quality. Two tissue homogenization methods, manual and TissueLyser, were compared and the impacts of temperature fluctuation, tissue types, storage period, and clinicopathological parameters on RNA quality were analyzed. Results: RNA integrity was not influenced by tissue homogenization methods and tissue types. However, RNA integrity number (RIN) values were significantly correlated with temperature fluctuation. When the power of a -80°C freezer was cut off, RNA integrity of frozen tissues was not significantly affected until the temperature increased to 0°C. When the temperature rose to room temperature and remained for 4 hours, RNA integrity was almost completely destroyed. In addition, various cancer tissues with short-term storage at -80°C (<5 years) or high tumor differentiation had higher RINs. Conclusions: Tissue processing and storage conditions affected RNA quality of fresh-frozen cancer tissues. It is necessary to keep storage temperature stable and keep specimens at ultralow temperatures during homogenization. Also, for a biobank containing multiple types of cancer tissue samples, it is better to store them in liquid nitrogen if the storage duration is more than 5 years.
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Affiliation(s)
- Yuan-Yuan Chen
- Key Laboratory of Minimally Invasive Techniques and Rapid Rehabilitation of Digestive System Tumor of Zhejiang Province, Taizhou Hospital of Zhejiang Province, Linhai, China
- Biological Resource Center, Taizhou Hospital of Zhejiang Province, Wenzhou Medical University, Linhai, China
| | - Qiu-Yue Han
- Key Laboratory of Minimally Invasive Techniques and Rapid Rehabilitation of Digestive System Tumor of Zhejiang Province, Taizhou Hospital of Zhejiang Province, Linhai, China
- Biological Resource Center, Taizhou Hospital of Zhejiang Province, Wenzhou Medical University, Linhai, China
| | - Qiong-Yuan Chen
- Key Laboratory of Minimally Invasive Techniques and Rapid Rehabilitation of Digestive System Tumor of Zhejiang Province, Taizhou Hospital of Zhejiang Province, Linhai, China
- Biological Resource Center, Taizhou Hospital of Zhejiang Province, Wenzhou Medical University, Linhai, China
| | - Wen-Jun Zhou
- Key Laboratory of Minimally Invasive Techniques and Rapid Rehabilitation of Digestive System Tumor of Zhejiang Province, Taizhou Hospital of Zhejiang Province, Linhai, China
- Biological Resource Center, Taizhou Hospital of Zhejiang Province, Wenzhou Medical University, Linhai, China
| | - Jian-Gang Zhang
- Key Laboratory of Minimally Invasive Techniques and Rapid Rehabilitation of Digestive System Tumor of Zhejiang Province, Taizhou Hospital of Zhejiang Province, Linhai, China
- Biological Resource Center, Taizhou Hospital of Zhejiang Province, Wenzhou Medical University, Linhai, China
| | - Xia Zhang
- Key Laboratory of Minimally Invasive Techniques and Rapid Rehabilitation of Digestive System Tumor of Zhejiang Province, Taizhou Hospital of Zhejiang Province, Linhai, China
- Biological Resource Center, Taizhou Hospital of Zhejiang Province, Wenzhou Medical University, Linhai, China
| | - Aifen Lin
- Key Laboratory of Minimally Invasive Techniques and Rapid Rehabilitation of Digestive System Tumor of Zhejiang Province, Taizhou Hospital of Zhejiang Province, Linhai, China
- Biological Resource Center, Taizhou Hospital of Zhejiang Province, Wenzhou Medical University, Linhai, China
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12
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Schactler SA, Scheuerman SJ, Lius A, Altemeier WA, An D, Matula TJ, Mikula M, Kulecka M, Denisenko O, Mar D, Bomsztyk K. CryoGrid-PIXUL-RNA: high throughput RNA isolation platform for tissue transcript analysis. BMC Genomics 2023; 24:446. [PMID: 37553584 PMCID: PMC10408117 DOI: 10.1186/s12864-023-09527-7] [Citation(s) in RCA: 5] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/29/2022] [Accepted: 07/20/2023] [Indexed: 08/10/2023] Open
Abstract
BACKGROUND Disease molecular complexity requires high throughput workflows to map disease pathways through analysis of vast tissue repositories. Great progress has been made in tissue multiomics analytical technologies. To match the high throughput of these advanced analytical platforms, we have previously developed a multipurpose 96-well microplate sonicator, PIXUL, that can be used in multiple workflows to extract analytes from cultured cells and tissue fragments for various downstream molecular assays. And yet, the sample preparation devices, such as PIXUL, along with the downstream multiomics analytical capabilities have not been fully exploited to interrogate tissues because storing and sampling of such biospecimens remain, in comparison, inefficient. RESULTS To mitigate this tissue interrogation bottleneck, we have developed a low-cost user-friendly system, CryoGrid, to catalog, cryostore and sample tissue fragments. TRIzol is widely used to isolate RNA but it is labor-intensive, hazardous, requires fume-hoods, and is an expensive reagent. Columns are also commonly used to extract RNA but they involve many steps, are prone to human errors, and are also expensive. Both TRIzol and column protocols use test tubes. We developed a microplate PIXUL-based TRIzol-free and column-free RNA isolation protocol that uses a buffer containing proteinase K (PK buffer). We have integrated the CryoGrid system with PIXUL-based PK buffer, TRIzol, and PureLink column methods to isolate RNA for gene-specific qPCR and genome-wide transcript analyses. CryoGrid-PIXUL, when integrated with either PK buffer, TRIzol or PureLink column RNA isolation protocols, yielded similar transcript profiles in frozen organs (brain, heart, kidney and liver) from a mouse model of sepsis. CONCLUSIONS RNA isolation using the CryoGrid-PIXUL system combined with the 96-well microplate PK buffer method offers an inexpensive user-friendly high throughput workflow to study transcriptional responses in tissues in health and disease as well as in therapeutic interventions.
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Affiliation(s)
- Scott A Schactler
- UW Medicine South Lake Union, University of Washington, Seattle, WA, 98109, USA
- Institute for Stem Cell and Regenerative Medicine, University of Washington, Seattle, WA, 98109, USA
| | - Stephen J Scheuerman
- UW Medicine South Lake Union, University of Washington, Seattle, WA, 98109, USA
- Institute for Stem Cell and Regenerative Medicine, University of Washington, Seattle, WA, 98109, USA
| | - Andrea Lius
- UW Medicine South Lake Union, University of Washington, Seattle, WA, 98109, USA
- Institute for Stem Cell and Regenerative Medicine, University of Washington, Seattle, WA, 98109, USA
| | - William A Altemeier
- UW Medicine South Lake Union, University of Washington, Seattle, WA, 98109, USA
- Center for Lung Biology, University of Washington, Seattle, WA, 98109, USA
| | - Dowon An
- UW Medicine South Lake Union, University of Washington, Seattle, WA, 98109, USA
- Center for Lung Biology, University of Washington, Seattle, WA, 98109, USA
| | - Thomas J Matula
- Center for Industrial and Medical Ultrasound, Applied Physics Laboratory, University of Washington, Seattle, WA, 98195, USA
- Matchstick Technologies, Inc, Kirkland, WA, 98033, USA
| | - Michal Mikula
- Department of Genetics, Maria Sklodowska-Curie National Research Institute of Oncology, 02-781, Warsaw, Poland
| | - Maria Kulecka
- Department of Genetics, Maria Sklodowska-Curie National Research Institute of Oncology, 02-781, Warsaw, Poland
- Department of Gastroenterology, Hepatology and Clinical Oncology, Centre for Postgraduate Medical Education, 01-813, Warsaw, Poland
| | - Oleg Denisenko
- UW Medicine South Lake Union, University of Washington, Seattle, WA, 98109, USA
| | - Daniel Mar
- UW Medicine South Lake Union, University of Washington, Seattle, WA, 98109, USA
- Institute for Stem Cell and Regenerative Medicine, University of Washington, Seattle, WA, 98109, USA
| | - Karol Bomsztyk
- UW Medicine South Lake Union, University of Washington, Seattle, WA, 98109, USA.
- Institute for Stem Cell and Regenerative Medicine, University of Washington, Seattle, WA, 98109, USA.
- Matchstick Technologies, Inc, Kirkland, WA, 98033, USA.
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13
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Maurer M, Klassert TE, Löffler B, Slevogt H, Tuchscherr L. Extraction of High-Quality RNA from S. aureus Internalized by Endothelial Cells. Microorganisms 2023; 11:microorganisms11041020. [PMID: 37110443 PMCID: PMC10143013 DOI: 10.3390/microorganisms11041020] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/12/2023] [Revised: 04/11/2023] [Accepted: 04/12/2023] [Indexed: 04/29/2023] Open
Abstract
Staphylococcus aureus evades antibiotic therapy and antimicrobial defenses by entering human host cells. Bacterial transcriptomic analysis represents an invaluable tool to unravel the complex interplay between host and pathogen. Therefore, the extraction of high-quality RNA from intracellular S. aureus lays the foundation to acquire meaningful gene expression data. In this study, we present a novel and straightforward strategy to isolate RNA from internalized S. aureus after 90 min, 24 h, and 48 h postinfection. Real-time PCR data were obtained for the target genes agrA and fnba, which play major roles during infection. The commonly used reference genes gyrB, aroE, tmRNA, gmk, and hu were analyzed under different conditions: bacteria from culture (condition I), intracellular bacteria (condition II), and across both conditions I and II. The most stable reference genes were used for the normalization of agrA and fnbA. Delta Cq (quantification cycle) values had a relatively low variability and thus demonstrated the high quality of the extracted RNA from intracellular S. aureus during the early phase of infection. The established protocol allows the extraction and purification of intracellular staphylococcal RNA while minimizing the amount of host RNA in the sample. This approach can leverage reproducible gene expression data to study host-pathogen interactions.
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Affiliation(s)
- Michelle Maurer
- Institute for Medical Microbiology, Jena University Hospital, 07747 Jena, Germany
| | - Tilman E Klassert
- Department of Respiratory Medicine, Medizinische Hochschule Hannover, 30625 Hannover, Germany
- Helmholtz Centre for Infection Research, 38124 Braunschweig, Germany
| | - Bettina Löffler
- Institute for Medical Microbiology, Jena University Hospital, 07747 Jena, Germany
| | - Hortense Slevogt
- Department of Respiratory Medicine, Medizinische Hochschule Hannover, 30625 Hannover, Germany
- Helmholtz Centre for Infection Research, 38124 Braunschweig, Germany
| | - Lorena Tuchscherr
- Institute for Medical Microbiology, Jena University Hospital, 07747 Jena, Germany
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14
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Ashton MN, Worsham AE, Strawn MD, Fisher GD, Perry CJ, Ferguson MP, Zumwalt M, Brindley GW, Hashemi J, Mansouri H, Slauterbeck JR, Hardy DM. Degraded RNA from Human Anterior Cruciate Ligaments Yields Valid Gene Expression Profiles. Int J Mol Sci 2023; 24:1895. [PMID: 36768233 PMCID: PMC9916516 DOI: 10.3390/ijms24031895] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/19/2022] [Revised: 01/12/2023] [Accepted: 01/13/2023] [Indexed: 01/21/2023] Open
Abstract
Correlating gene expression patterns with biomechanical properties of connective tissues provides insights into the molecular processes underlying the tissue growth and repair. Cadaveric specimens such as human knees are widely considered suitable for biomechanical studies, but their usefulness for gene expression experiments is potentially limited by the unavoidable, nuclease-mediated degradation of RNA. Here, we tested whether valid gene expression profiles can be obtained using degraded RNA from human anterior cruciate ligaments (ACLs). Human ACL RNA (N = 6) degraded in vitro by limited ribonuclease digestion resemble highly degraded RNA isolated from cadaveric tissue. PCR threshold cycle (Ct) values for 90 transcripts (84 extracellular matrix, 6 housekeeping) in degraded RNAs variably ranged higher than values obtained from their corresponding non-degraded RNAs, reflecting both the expected loss of target templates in the degraded preparations as well as differences in the extent of degradation. Relative Ct values obtained for mRNAs in degraded preparations strongly correlated with the corresponding levels in non-degraded RNA, both for each ACL as well as for the pooled results from all six ACLs. Nuclease-mediated degradation produced similar, strongly correlated losses of housekeeping and non-housekeeping gene mRNAs. RNA degraded in situ yielded comparable results, confirming that in vitro digestion effectively modeled degradation by endogenous ribonucleases in frozen and thawed ACL. We conclude that, contrary to conventional wisdom, PCR-based expression analyses can yield valid mRNA profiles even from RNA preparations that are more than 90% degraded, such as those obtained from connective tissues subjected to biomechanical studies. Furthermore, legitimate quantitative comparisons between variably degraded tissues can be made by normalizing data to appropriate housekeeping transcripts.
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Affiliation(s)
- Megan N. Ashton
- Department of Cell Biology & Biochemistry, Texas Tech University Health Sciences Center, Lubbock, TX 79430, USA
| | - Asha E. Worsham
- Department of Cell Biology & Biochemistry, Texas Tech University Health Sciences Center, Lubbock, TX 79430, USA
| | - Matthew D. Strawn
- Department of Cell Biology & Biochemistry, Texas Tech University Health Sciences Center, Lubbock, TX 79430, USA
| | - Geoffrey D. Fisher
- Department of Anesthesiology, Virginia Commonwealth University, Richmond, VA 23298, USA
| | - Cody J. Perry
- Department of Cell Biology & Biochemistry, Texas Tech University Health Sciences Center, Lubbock, TX 79430, USA
- Department of Orthopaedic Surgery & Rehabilitation, Texas Tech University Health Sciences Center, Lubbock, TX 79430, USA
| | - Matthew P. Ferguson
- Department of Orthopaedic Surgery & Rehabilitation, Texas Tech University Health Sciences Center, Lubbock, TX 79430, USA
| | - Mimi Zumwalt
- Department of Orthopaedic Surgery & Rehabilitation, Texas Tech University Health Sciences Center, Lubbock, TX 79430, USA
| | - George W. Brindley
- Department of Orthopaedic Surgery & Rehabilitation, Texas Tech University Health Sciences Center, Lubbock, TX 79430, USA
| | - Javad Hashemi
- Department of Ocean & Mechanical Engineering, Florida Atlantic University, Boca Raton, FL 33431, USA
| | - Hossein Mansouri
- Department of Mathematics & Statistics, Texas Tech University, Lubbock, TX 79409, USA
| | - James R. Slauterbeck
- Department of Orthopaedic Surgery, University of South Alabama, Mobile, AL 36604, USA
| | - Daniel M. Hardy
- Department of Cell Biology & Biochemistry, Texas Tech University Health Sciences Center, Lubbock, TX 79430, USA
- Department of Orthopaedic Surgery & Rehabilitation, Texas Tech University Health Sciences Center, Lubbock, TX 79430, USA
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15
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Kemfack AM, Hernandez-Morato I, Moayedi Y, Pitman MJ. An optimized method for high-quality RNA extraction from distinctive intrinsic laryngeal muscles in the rat model. Sci Rep 2022; 12:21665. [PMID: 36522411 PMCID: PMC9755529 DOI: 10.1038/s41598-022-25643-y] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/23/2022] [Accepted: 12/02/2022] [Indexed: 12/23/2022] Open
Abstract
Challenges related to high-quality RNA extraction from post-mortem tissue have limited RNA-sequencing (RNA-seq) application in certain skeletal muscle groups, including the intrinsic laryngeal muscles (ILMs). The present study identified critical factors contributing to substandard RNA extraction from the ILMs and established a suitable method that permitted high-throughput analysis. Here, standard techniques for tissue processing were adapted, and an effective means to control confounding effects during specimen preparation was determined. The experimental procedure consistently provided sufficient intact total RNA (N = 68) and RIN ranging between 7.0 and 8.6, which was unprecedented using standard RNA purification protocols. This study confirmed the reproducibility of the workflow through repeated trials at different postnatal time points and across the distinctive ILMs. High-throughput diagnostics from 90 RNA samples indicated no sequencing alignment scores below 70%, validating the extraction strategy. Significant differences between the standard and experimental conditions suggest circumvented challenges and broad applicability to other skeletal muscles. This investigation remains ongoing given the prospect of therapeutic insights to voice, swallowing, and airway disorders. The present methodology supports pioneering global transcriptome investigations in the larynx previously unfounded in literature.
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Affiliation(s)
- Angela M Kemfack
- Department of Otolaryngology-Head & Neck Surgery, Columbia University College of Physicians and Surgeons, New York, NY, 10032, USA
| | - Ignacio Hernandez-Morato
- Department of Otolaryngology-Head & Neck Surgery, Columbia University College of Physicians and Surgeons, New York, NY, 10032, USA.
| | - Yalda Moayedi
- Department of Otolaryngology-Head & Neck Surgery, Columbia University College of Physicians and Surgeons, New York, NY, 10032, USA
- Department of Neurology, Irving Medical Center, Columbia University College of Physicians and Surgeons, New York, NY, USA
| | - Michael J Pitman
- Department of Otolaryngology-Head & Neck Surgery, Columbia University College of Physicians and Surgeons, New York, NY, 10032, USA
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16
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Fatima M, Karwasra R, Almalki WH, Sahebkar A, Kesharwani P. Galactose engineered nanocarriers: Hopes and hypes in cancer therapy. Eur Polym J 2022. [DOI: 10.1016/j.eurpolymj.2022.111759] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/14/2022]
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17
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Umehara T, Mori R, Murase T, Tanaka T, Kasai K, Ikematsu K, Sato H. rno-miR-203a-3p and Mex3B contribute to cell survival of iliopsoas muscle via the Socs3-Casp3 axis under severe hypothermia in rats. Leg Med (Tokyo) 2022; 59:102150. [PMID: 36198254 DOI: 10.1016/j.legalmed.2022.102150] [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: 07/05/2022] [Revised: 09/06/2022] [Accepted: 09/16/2022] [Indexed: 02/05/2023]
Abstract
Forensic diagnosis of fatal hypothermia is considered difficult because no specific findings, such as molecular markers, have been identified. Therefore, determining the molecular mechanism in hypothermia and identifying novel molecular markers to assist in diagnosing fatal hypothermia are important. This study aimed to investigate microRNA (miRNA) and mRNA expression in iliopsoas muscle, which plays a role in homeostasis in mammals, to resolve the molecular mechanism in hypothermia. We generated rat models of mild, moderate, and severe hypothermia, then performed body temperature-dependent miRNA and mRNA expression analysis of the iliopsoas muscle using microarray and next-generation sequencing. Analysis showed that rno-miR-203a-3p expression was lower with decreasing body temperature, while Socs3 expression was significantly increased only by severe hypothermia. Luciferase reporter assays suggested that Socs3 expression is regulated by rno-miR-203a-3p. Socs3 and Mex3B small interfering RNA-mediated knockdown showed that suppressing Mex3B could induce the activation of Socs3, followed by a change in caspase 3/7 activity and adenosine triphosphate levels in iliopsoas muscle cells. These findings indicate that rno-miR-203a-3p and Mex3B are deactivated by a decrease in body temperature, whereby it contributes to suppressing apoptosis by accelerating Socs3. Accordingly, the rno-miR-203a-3p-Socs3-Casp3 or Mex3B-Socs3-Casp3 axis may be the part of the biological defense response to maintain homeostasis under extreme hypothermia.
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Affiliation(s)
- Takahiro Umehara
- Department of Forensic Medicine, School of Medicine, University of Occupational and Environmental Health, 1-1 Iseigaoka, Yahatanishi-ku, Kitakyushu, Fukuoka 807-8555, Japan.
| | - Ryoichi Mori
- Department of Pathology, Nagasaki University, School of Medicine and Graduate School of Biomedical Sciences, 1-12-4 Sakamoto, Nagasaki, Nagasaki 852-8523, Japan
| | - Takehiko Murase
- Division of Forensic Pathology and Science, Unit of Social Medicine, Course of Medical and Dental Sciences, Graduate School of Biomedical Sciences, Nagasaki University School of Medicine, 1-12-4 Sakamoto, Nagasaki, Nagasaki 852-8523, Japan
| | - Toshiko Tanaka
- Department of Forensic Medicine, School of Medicine, University of Occupational and Environmental Health, 1-1 Iseigaoka, Yahatanishi-ku, Kitakyushu, Fukuoka 807-8555, Japan
| | - Kentaro Kasai
- Department of Forensic Medicine, School of Medicine, University of Occupational and Environmental Health, 1-1 Iseigaoka, Yahatanishi-ku, Kitakyushu, Fukuoka 807-8555, Japan
| | - Kazuya Ikematsu
- Division of Forensic Pathology and Science, Unit of Social Medicine, Course of Medical and Dental Sciences, Graduate School of Biomedical Sciences, Nagasaki University School of Medicine, 1-12-4 Sakamoto, Nagasaki, Nagasaki 852-8523, Japan
| | - Hiroaki Sato
- Department of Forensic Medicine, School of Medicine, University of Occupational and Environmental Health, 1-1 Iseigaoka, Yahatanishi-ku, Kitakyushu, Fukuoka 807-8555, Japan
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18
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Sarathkumara YD, Browne DJ, Kelly AM, Pattinson DJ, Rush CM, Warner J, Proietti C, Doolan DL. The Effect of Tropical Temperatures on the Quality of RNA Extracted from Stabilized Whole-Blood Samples. Int J Mol Sci 2022; 23:ijms231810609. [PMID: 36142559 PMCID: PMC9503649 DOI: 10.3390/ijms231810609] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/15/2022] [Revised: 09/09/2022] [Accepted: 09/09/2022] [Indexed: 11/26/2022] Open
Abstract
Whole-blood-derived transcriptional profiling is widely used in biomarker discovery, immunological research, and therapeutic development. Traditional molecular and high-throughput transcriptomic platforms, including molecular assays with quantitative PCR (qPCR) and RNA-sequencing (RNA-seq), are dependent upon high-quality and intact RNA. However, collecting high-quality RNA from field studies in remote tropical locations can be challenging due to resource restrictions and logistics of post-collection processing. The current study tested the relative performance of the two most widely used whole-blood RNA collection systems, PAXgene® and Tempus™, in optimal laboratory conditions as well as suboptimal conditions in tropical field sites, including the effects of extended storage times and high storage temperatures. We found that Tempus™ tubes maintained a slightly higher RNA quantity and integrity relative to PAXgene® tubes at suboptimal tropical conditions. Both PAXgene® and Tempus™ tubes gave similar RNA purity (A260/A280). Additionally, Tempus™ tubes preferentially maintained the stability of mRNA transcripts for two reference genes tested, Succinate dehydrogenase complex, subunit A (SDHA) and TATA-box-binding protein (TBP), even when RNA quality decreased with storage length and temperature. Both tube types preserved the rRNA transcript 18S ribosomal RNA (18S) equally. Our results suggest that Tempus™ blood RNA collection tubes are preferable to PAXgene® for whole-blood collection in suboptimal tropical conditions for RNA-based studies in resource-limited settings.
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Affiliation(s)
- Yomani D. Sarathkumara
- Centre for Molecular Therapeutics, Australian Institute of Tropical Health of Medicine, James Cook University, Cairns, QLD 4878, Australia
| | - Daniel J. Browne
- Centre for Molecular Therapeutics, Australian Institute of Tropical Health of Medicine, James Cook University, Cairns, QLD 4878, Australia
| | - Ashton M. Kelly
- Centre for Molecular Therapeutics, Australian Institute of Tropical Health of Medicine, James Cook University, Cairns, QLD 4878, Australia
| | - David J. Pattinson
- Centre for Molecular Therapeutics, Australian Institute of Tropical Health of Medicine, James Cook University, Cairns, QLD 4878, Australia
| | - Catherine M. Rush
- Centre for Molecular Therapeutics, Australian Institute of Tropical Health of Medicine, James Cook University, Cairns, QLD 4878, Australia
- College of Public Health, Medical and Veterinary Sciences, James Cook University, Townsville, QLD 4811, Australia
| | - Jeffrey Warner
- Centre for Molecular Therapeutics, Australian Institute of Tropical Health of Medicine, James Cook University, Cairns, QLD 4878, Australia
- College of Public Health, Medical and Veterinary Sciences, James Cook University, Townsville, QLD 4811, Australia
| | - Carla Proietti
- Centre for Molecular Therapeutics, Australian Institute of Tropical Health of Medicine, James Cook University, Cairns, QLD 4878, Australia
| | - Denise L. Doolan
- Centre for Molecular Therapeutics, Australian Institute of Tropical Health of Medicine, James Cook University, Cairns, QLD 4878, Australia
- Correspondence:
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19
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Qian Y, Itzel T, Ebert M, Teufel A. Deep View of HCC Gene Expression Signatures and Their Comparison with Other Cancers. Cancers (Basel) 2022; 14:cancers14174322. [PMID: 36077860 PMCID: PMC9454845 DOI: 10.3390/cancers14174322] [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: 07/15/2022] [Revised: 08/31/2022] [Accepted: 09/01/2022] [Indexed: 11/16/2022] Open
Abstract
BACKGROUND Gene expression signatures correlate genetic alterations with specific clinical features, providing the potential for clinical usage. A plethora of HCC-dependent gene signatures have been developed in the last two decades. However, none of them has made its way into clinical practice. Thus, we investigated the specificity of public gene signatures to HCC by establishing a comparative transcriptomic analysis, as this may be essential for clinical applications. METHODS We collected 10 public HCC gene signatures and evaluated them by utilizing four different (commercial and non-commercial) gene expression profile comparison tools: Oncomine Premium, SigCom LINCS, ProfileChaser (modified version), and GENEVA, which can assign similar pre-analyzed profiles of patients with tumors or cancer cell lines to our gene signatures of interests. Among the query results of each tool, different cancer entities were screened. In addition, seven breast and colorectal cancer gene signatures were included in order to further challenge tumor specificity of gene expression signatures. RESULTS Although the specificity of the evaluated HCC gene signatures varied considerably, none of the gene signatures showed strict specificity to HCC. All gene signatures exhibited potential significant specificity to other cancers, particularly for colorectal and breast cancer. Since signature specificity proved challenging, we furthermore investigated common core genes and overlapping enriched pathways among all gene signatures, which, however, showed no or only very little overlap, respectively. CONCLUSION Our study demonstrates that specificity, independent validation, and clinical use of HCC genetic signatures solely relying on gene expression remains challenging. Furthermore, our work made clear that standards in signature generation and statistical methods but potentially also in tissue preparation are urgently needed.
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Affiliation(s)
- Yuquan Qian
- Division of Hepatology, Division of Clinical Bioinformatics, Department of Medicine II, Medical Faculty Mannheim, Heidelberg University, 68167 Mannheim, Germany
| | - Timo Itzel
- Division of Hepatology, Division of Clinical Bioinformatics, Department of Medicine II, Medical Faculty Mannheim, Heidelberg University, 68167 Mannheim, Germany
| | - Matthias Ebert
- Department of Medicine II, Medical Faculty Mannheim, Heidelberg University, 68167 Mannheim, Germany
- Clinical Cooperation Unit Healthy Metabolism, Center for Preventive Medicine and Digital Health Baden-Württemberg (CPDBW), Medical Faculty Mannheim, Heidelberg University, 68167 Mannheim, Germany
| | - Andreas Teufel
- Division of Hepatology, Division of Clinical Bioinformatics, Department of Medicine II, Medical Faculty Mannheim, Heidelberg University, 68167 Mannheim, Germany
- Clinical Cooperation Unit Healthy Metabolism, Center for Preventive Medicine and Digital Health Baden-Württemberg (CPDBW), Medical Faculty Mannheim, Heidelberg University, 68167 Mannheim, Germany
- Correspondence: ; Tel.: +49-(0)621-383-4983; Fax: +49-(0)621-383-1467
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Jungfleisch J, Böttcher R, Talló-Parra M, Pérez-Vilaró G, Merits A, Novoa EM, Díez J. CHIKV infection reprograms codon optimality to favor viral RNA translation by altering the tRNA epitranscriptome. Nat Commun 2022; 13:4725. [PMID: 35953468 PMCID: PMC9366759 DOI: 10.1038/s41467-022-31835-x] [Citation(s) in RCA: 23] [Impact Index Per Article: 7.7] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/11/2021] [Accepted: 06/30/2022] [Indexed: 12/12/2022] Open
Abstract
Ample evidence indicates that codon usage bias regulates gene expression. How viruses, such as the emerging mosquito-borne Chikungunya virus (CHIKV), express their genomes at high levels despite an enrichment in rare codons remains a puzzling question. Using ribosome footprinting, we analyze translational changes that occur upon CHIKV infection. We show that CHIKV infection induces codon-specific reprogramming of the host translation machinery to favor the translation of viral RNA genomes over host mRNAs with an otherwise optimal codon usage. This reprogramming was mostly apparent at the endoplasmic reticulum, where CHIKV RNAs show high ribosome occupancy. Mechanistically, it involves CHIKV-induced overexpression of KIAA1456, an enzyme that modifies the wobble U34 position in the anticodon of tRNAs, which is required for proper decoding of codons that are highly enriched in CHIKV RNAs. Our findings demonstrate an unprecedented interplay of viruses with the host tRNA epitranscriptome to adapt the host translation machinery to viral production. Viruses completely depend on the host translational machinery, but their genomes are often enriched in rare codons and therefore should be translated with poor efficiency. Here, Jungfleisch et al. apply Ribo-Seq and RNASeq to provide a global view on the translational changes occurring during Chikungunya virus (CHIKV) infection. CHIKV infection induces a codon-specific reprogramming of the host translation machinery to favor the translation of viral RNA genomes over host mRNAs via tRNA modification.
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Affiliation(s)
- Jennifer Jungfleisch
- Molecular Virology group, Department of Medicine and Life Sciences, Universitat Pompeu Fabra, 08003, Barcelona, Spain
| | - René Böttcher
- Molecular Virology group, Department of Medicine and Life Sciences, Universitat Pompeu Fabra, 08003, Barcelona, Spain.
| | - Marc Talló-Parra
- Molecular Virology group, Department of Medicine and Life Sciences, Universitat Pompeu Fabra, 08003, Barcelona, Spain
| | - Gemma Pérez-Vilaró
- Molecular Virology group, Department of Medicine and Life Sciences, Universitat Pompeu Fabra, 08003, Barcelona, Spain
| | - Andres Merits
- Institute of Technology, University of Tartu, 50411, Tartu, Estonia
| | - Eva Maria Novoa
- Centre for Genomic Regulation (CRG), The Barcelona Institute of Science and Technology, 08003, Barcelona, Spain
| | - Juana Díez
- Molecular Virology group, Department of Medicine and Life Sciences, Universitat Pompeu Fabra, 08003, Barcelona, Spain.
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21
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Investigating the impact of RNA integrity variation on the transcriptome of human leukemic cells. 3 Biotech 2022; 12:160. [PMID: 35814037 PMCID: PMC9259771 DOI: 10.1007/s13205-022-03223-1] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/31/2021] [Accepted: 06/17/2022] [Indexed: 11/12/2022] Open
Abstract
High RNA integrity is essential for good quality of transcriptomics profiling. Nevertheless, in some cases samples with low RNA integrity is the only available material to study. This work was set to investigate the impact of thermal-induced RNA degradation on the transcriptomic profiles of human leukemic cells. DNA microarray-based transcriptomics was conducted on two groups of samples; high RNA integrity samples (n = 4) and low RNA integrity samples (n = 5). RNA degradation caused limited but noticeable changes in the transcriptomes. Only 1945 (6.7%) of 29,230 genes showed altered quantitation (fold change ≥ two-fold, p value ≤ 0.03, corrected p value ≤ 0.05). RNA degradation had the most impact on short transcripts and those with short distance between their 5’end and the probe binding position. Overall, the present work identified the genes whose relative quantification is sensitive to RNA degradation. Therefore, altered expression of these genes should be interpreted with caution when studied in low integrity RNA samples.
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Zhou Y, Jia E, Shi H, Liu Z, Sheng Y, Pan M, Tu J, Ge Q, Lu Z. Prediction of Time-Series Transcriptomic Gene Expression Based on Long Short-Term Memory with Empirical Mode Decomposition. Int J Mol Sci 2022; 23:7532. [PMID: 35886880 PMCID: PMC9322773 DOI: 10.3390/ijms23147532] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/14/2022] [Revised: 07/03/2022] [Accepted: 07/04/2022] [Indexed: 02/01/2023] Open
Abstract
RNA degradation can significantly affect the results of gene expression profiling, with subsequent analysis failing to faithfully represent the initial gene expression level. It is urgent to have an artificial intelligence approach to better utilize the limited data to obtain meaningful and reliable analysis results in the case of data with missing destination time. In this study, we propose a method based on the signal decomposition technique and deep learning, named Multi-LSTM. It is divided into two main modules: One decomposes the collected gene expression data by an empirical mode decomposition (EMD) algorithm to obtain a series of sub-modules with different frequencies to improve data stability and reduce modeling complexity. The other is based on long short-term memory (LSTM) as the core predictor, aiming to deeply explore the temporal nonlinear relationships embedded in the sub-modules. Finally, the prediction results of sub-modules are reconstructed to obtain the final prediction results of time-series transcriptomic gene expression. The results show that EMD can efficiently reduce the nonlinearity of the original data, which provides reliable theoretical support to reduce the complexity and improve the robustness of LSTM models. Overall, the decomposition-combination prediction framework can effectively predict gene expression levels at unknown time points.
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Affiliation(s)
- Ying Zhou
- State Key Laboratory of Bioelectronics, School of Biological Science & Medical Engineering, Southeast University, Nanjing 210096, China; (Y.Z.); (E.J.); (H.S.); (Z.L.); (Y.S.); (J.T.); (Z.L.)
| | - Erteng Jia
- State Key Laboratory of Bioelectronics, School of Biological Science & Medical Engineering, Southeast University, Nanjing 210096, China; (Y.Z.); (E.J.); (H.S.); (Z.L.); (Y.S.); (J.T.); (Z.L.)
| | - Huajuan Shi
- State Key Laboratory of Bioelectronics, School of Biological Science & Medical Engineering, Southeast University, Nanjing 210096, China; (Y.Z.); (E.J.); (H.S.); (Z.L.); (Y.S.); (J.T.); (Z.L.)
| | - Zhiyu Liu
- State Key Laboratory of Bioelectronics, School of Biological Science & Medical Engineering, Southeast University, Nanjing 210096, China; (Y.Z.); (E.J.); (H.S.); (Z.L.); (Y.S.); (J.T.); (Z.L.)
| | - Yuqi Sheng
- State Key Laboratory of Bioelectronics, School of Biological Science & Medical Engineering, Southeast University, Nanjing 210096, China; (Y.Z.); (E.J.); (H.S.); (Z.L.); (Y.S.); (J.T.); (Z.L.)
| | - Min Pan
- School of Medicine, Southeast University, Nanjing 210097, China;
| | - Jing Tu
- State Key Laboratory of Bioelectronics, School of Biological Science & Medical Engineering, Southeast University, Nanjing 210096, China; (Y.Z.); (E.J.); (H.S.); (Z.L.); (Y.S.); (J.T.); (Z.L.)
| | - Qinyu Ge
- State Key Laboratory of Bioelectronics, School of Biological Science & Medical Engineering, Southeast University, Nanjing 210096, China; (Y.Z.); (E.J.); (H.S.); (Z.L.); (Y.S.); (J.T.); (Z.L.)
| | - Zuhong Lu
- State Key Laboratory of Bioelectronics, School of Biological Science & Medical Engineering, Southeast University, Nanjing 210096, China; (Y.Z.); (E.J.); (H.S.); (Z.L.); (Y.S.); (J.T.); (Z.L.)
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Zou C, Ji C, Zhu Y, Liu N, Zhang S, Peng H, Zhang X, Wang H, Deng Y, Qian K. Effects of Freezing and Rewarming Methods on RNA Quality of Blood Samples. Biopreserv Biobank 2022; 21:176-183. [PMID: 35759420 DOI: 10.1089/bio.2022.0007] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/12/2022] Open
Abstract
Background: RNA extracted from human blood has been widely applied to biological, medical, and clinical research of numerous diseases. Previous studies have demonstrated that high-quality RNA is indispensable to guarantee the reliability of downstream assays. In this study, we investigated the effects of freezing procedures, rewarming methods, and blood components on RNA quality of blood samples. Methods: Rabbit blood samples were divided into two groups: (1) whole blood (WB) and (2) blood cell components (BCC) with plasma removed. Samples were frozen using four representative freezing procedures (snap freezing in liquid nitrogen, snap freezing at -80°C, traditional slow freezing, and programmable controlled rate freezing) and rewarmed by placing at 4°C or by vortexing. RNA was extracted using the phenol-chloroform RNA extraction method and measured by an Agilent bioanalyzer. Then, human blood was used to verify the best protocol obtained from the rabbit blood experiment. Results: For the four freezing procedures, there were no differences in RNA integrity. For different rewarming methods, RNA integrity number (RIN) values of RNA extracted from frozen WB and BCC samples in the vortex group were above 9, while RNA obtained from WB showed worse quality compared with BCC in the 4°C group. For verification using human blood, RIN values of frozen human WB rewarmed by vortexing ranged from 8.0 to 9.1. Conclusions: Blood components and rewarming methods could affect the RNA quality of blood samples. For scenarios where WB samples have already been cryopreserved, the vortex rewarming method is optimal for high-quality RNA. Otherwise, we would recommend centrifuging fresh WB and cryopreserving it in the form of BCC, which showed a tendency to obtain high-quality RNA by either of the two rewarming methods.
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Affiliation(s)
- Cong Zou
- Department of Biological Repositories, Zhongnan Hospital of Wuhan University, Wuhan, China
| | - Chundong Ji
- Department of Urology, Affiliated Hospital of Panzhihua University, Panzhihua, China
| | - Yuan Zhu
- Department of Biological Repositories, Zhongnan Hospital of Wuhan University, Wuhan, China
| | - Nan Liu
- Department of Biological Repositories, Zhongnan Hospital of Wuhan University, Wuhan, China
| | - Shanshan Zhang
- Department of Biological Repositories, Zhongnan Hospital of Wuhan University, Wuhan, China
| | - Hongwei Peng
- Department of Biological Repositories, Zhongnan Hospital of Wuhan University, Wuhan, China
| | - Xin Zhang
- Department of Biological Repositories, Zhongnan Hospital of Wuhan University, Wuhan, China
| | - Hui Wang
- Department of Biological Repositories, Zhongnan Hospital of Wuhan University, Wuhan, China
| | - Yanhua Deng
- Department of Urology, Affiliated Hospital of Panzhihua University, Panzhihua, China
| | - Kaiyu Qian
- Department of Biological Repositories, Zhongnan Hospital of Wuhan University, Wuhan, China.,Department of Urology, Zhongnan Hospital of Wuhan University, Wuhan, China.,Human Genetic Resources Preservation Center of Hubei Province, Wuhan, China
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Meng N, Li Y, Jiang P, Bu X, Ding J, Wang Y, Zhou X, Yu F, Zhang Y, Zhang J, Xia L. A Comprehensive Pan-Cancer Analysis of the Tumorigenic Role of Matrix Metallopeptidase 7 (MMP7) Across Human Cancers. Front Oncol 2022; 12:916907. [PMID: 35785154 PMCID: PMC9248742 DOI: 10.3389/fonc.2022.916907] [Citation(s) in RCA: 7] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/10/2022] [Accepted: 05/05/2022] [Indexed: 12/12/2022] Open
Abstract
Growing evidence has shown the oncogenic function of matrix metallopeptidase 7 (MMP7) in various tumors. However, no systemic pan-cancer analysis on the association between MMP7 and different cancers based on big clinical data is available. TIMER2, GEPIA2, UALCAN, cBioPortal, String, Metascape, and other web databases were searched in the present study. Generally, MMP7 expression is significantly upregulated in most The Cancer Genome Atlas (TCGA) cancer types compared to the paired normal controls, yet is downregulated in tumor tissues of invasive breast carcinoma (BRCA), kidney chromophobe (KICH), kidney renal clear cell carcinoma (KIRC), liver hepatocellular carcinoma (LIHC), and skin cutaneous melanoma (SKCM). MMP7 protein expression is notably higher in the primary tumor tissues of colon cancer, lung adenocarcinoma (LUAD), and uterine corpus endometrial carcinoma (UCEC) than in normal tissues and is significantly lower in the primary tumor tissues of breast cancer, clear cell renal carcinoma, and ovarian cancer. Furthermore, MMP7 expression is strongly associated with pathological stages, clinical outcomes, tumor mutational burden (TMB), and microsatellite instability (TSI). Gene amplification was detected in most TCGA cancer types. In addition, the missense mutation is the primary type of MMP7 genetic alteration in tumors. Significant positive correlations between MMP7 expression and cancer-associated fibroblasts (CAFs) have been demonstrated in most TCGA cancers. MMP7 expression was also found to be positively correlated with infiltration of dendritic cells and macrophages in some specific tumor types. Functional enrichment analysis by the Kyoto Encyclopedia of Genes and Genomes (KEGG) pathways and gene ontology (GO) methods revealed that RNA processing and DNA damage checkpoints might reveal the pathogenetic mechanisms of MMP7. This pan-cancer analysis provides a clear panorama for the tumorigenic roles of MMP7 across different cancer types. Moreover, MMP7 could be a potential drug therapeutic target in such cancers.
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Affiliation(s)
- Nana Meng
- Department of Ophthalmology, Affiliated People’s Hospital, Jiangsu University, Zhenjiang, China
- Department of Ophthalmology, Zhenjiang Kangfu Eye Hospital, Zhenjiang, China
| | - Yaguang Li
- Department of Kidney Transplantation, Second Xiangya Hospital of Central South University, Changsha, China
| | - Pengcheng Jiang
- Department of General Surgery, Affiliated People’s Hospital, Jiangsu University, Zhenjiang, China
| | - Xuefeng Bu
- Department of General Surgery, Affiliated People’s Hospital, Jiangsu University, Zhenjiang, China
| | - Jifei Ding
- Department of Thoracic Surgery, Jiangsu Province Hospital on Integration of Chinese and Western Medicine Affiliated to Nanjing University of Chinese Medicine, Nanjing, China
| | - Yan Wang
- Department of Orthopedic, Affiliated People’s Hospital, Jiangsu University, Zhenjiang, China
| | - Xiaodong Zhou
- Department of General Surgery, Affiliated People’s Hospital, Jiangsu University, Zhenjiang, China
| | - Feng Yu
- Department of General Surgery, Affiliated People’s Hospital, Jiangsu University, Zhenjiang, China
| | - Yongjun Zhang
- Department of General Surgery, Affiliated People’s Hospital, Jiangsu University, Zhenjiang, China
| | - Jie Zhang
- Department of General Surgery, Affiliated People’s Hospital, Jiangsu University, Zhenjiang, China
| | - Leizhou Xia
- Department of General Surgery, Affiliated People’s Hospital, Jiangsu University, Zhenjiang, China
- *Correspondence: Leizhou Xia,
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Gupta S, Chen T, Destenaves B. Quantitative RNA assessment and long-term stability in the FFPE tumor samples using Digital Spatial Profiler. IMMUNO-ONCOLOGY AND TECHNOLOGY 2022; 13:100069. [PMID: 35754852 PMCID: PMC9216648 DOI: 10.1016/j.iotech.2021.100069] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Indexed: 11/25/2022]
Abstract
Background Long-term storage of tissue slides has been reported to induce reduced biomarker (e.g. proteins and messenger RNA) detection. This study aimed to evaluate the impact of long-term storage time (0, 16, 24 and 36 weeks) and treatment conditions (non-paraffin and paraffin dipping) at 4°C on RNA quality in formalin-fixed and paraffin-embedded (FFPE) tissue sections. Materials and methods NanoString GeoMx Digital Spatial Profiling (DSP), a novel platform that allows spatial profiling, was used to profile RNA in human bladder cancer FFPE tissue sections. Results We observed excellent consistency of quantitative DSP RNA counts of all targets between two different treatment conditions (R > 0.97, Pearson correlation) at each time point and among all four different storage time points (R > 0.96, Pearson correlation) within each treatment condition. No significant difference was observed in the percentage of target genes with sufficient signal across two different treatment conditions at any time point (0 week, P = 0.96; 16 weeks, P = 0.76; 24 weeks, P = 0.96; 36 weeks, P = 0.76, Kolmogorov–Smirnov test) and across all four different storage time points (P > 0.05, Kolmogorov–Smirnov test) in either treatment condition. Conclusion Although both treatment conditions provided similar results in terms of count reproducibility and signal preservation, we recommend paraffin dipping to generate reproducible RNA results and optimize sample storage. Technology behind the NanoString GeoMx DSP platform shows a robust and reproducible RNA signal from multiple targets in the FFPE tissue sections stored at 4°C for at least up to 36 weeks. Long-term storage of FFPE sections has been reported to induce reduced antigen detection especially for RNA. This study evaluated the impact of storage times and treatment conditions on FFPE sections. The GeoMx DSP system, a novel platform that allows spatial RNA profiling, has been utilized. Long-term antigenicity preservation of quantitative DSP RNA counts was reported among storage times and treatment conditions. This finding is valuable in low resourced settings where routine access to FFPE blocks is challenging.
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Somiari SB, Shuss S, Liu J, Mamula K, O’Donnell A, Deyarmin B, Kane J, Greenawalt A, Larson C, Rigby S, Hu H, Shriver CD. Assessing the quality of RNA isolated from human breast tissue after ambient room temperature exposure. PLoS One 2022; 17:e0262654. [PMID: 35041696 PMCID: PMC8765617 DOI: 10.1371/journal.pone.0262654] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/10/2021] [Accepted: 01/03/2022] [Indexed: 11/19/2022] Open
Abstract
High quality human tissue is essential for molecular research, but pre-analytical conditions encountered during tissue collection could degrade tissue RNA. We evaluated how prolonged exposure of non-diseased breast tissue to ambient room temperature (22±1°C) impacted RNA quality. Breast tissue received between 70 to 190 minutes after excision was immediately flash frozen (FF) or embedded in Optimal Cutting Temperature (OCT) compound upon receipt (T0). Additional breast tissue pieces were further exposed to increments of 60 (T1 = T0+60 mins), 120 (T2 = T0+120 mins) and 180 (T3 = T0+180 mins) minutes of ambient room temperature before processing into FF and OCT. Total exposure, T3 (T0+180 mins) ranged from 250 minutes to 370 minutes. All samples (FF and OCT) were stored at -80°C before RNA isolation. The RNA quality assessment based on RNA Integrity Number (RIN) showed RINs for both FF and OCT samples were within the generally acceptable range (mean 7.88±0.90 to 8.52±0.66). No significant difference was observed when RIN at T0 was compared to RIN at T1, T2 and T3 (FF samples, p = 0.43, 0.56, 0.44; OCT samples, p = 0.25, 0.82, 1.0), or when RIN was compared between T1, T2 and T3. RNA quality assessed by quantitative real-time PCR (qRT-PCR) analysis of beta-actin (ACTB), glyceraldehyde-3-phosphate dehydrogenase (GAPDH), cyclophilin A (CYPA), and porphobilinogen deaminase (PBGD) transcripts showed threshold values (Ct) that indicate abundant and intact target nucleic acid in all samples (mean ranging from 14.1 to 25.3). The study shows that higher RIN values were obtained for non-diseased breast tissue up to 190 minutes after resection and prior to stabilization. Further experimental exposure up to 180 minutes had no significant effect on RIN values. This study strengthens the rationale for assessing RIN and specific gene transcript levels as an objective method for determining how suitable RNA will be for a specific research purpose (“fit-for purpose”).
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Affiliation(s)
- Stella B. Somiari
- Chan Soon-Shiong Institute of Molecular Medicine at Windber, Windber, Pennsylvania, United States of America
- * E-mail:
| | - Susan Shuss
- Chan Soon-Shiong Institute of Molecular Medicine at Windber, Windber, Pennsylvania, United States of America
| | - Jianfang Liu
- Chan Soon-Shiong Institute of Molecular Medicine at Windber, Windber, Pennsylvania, United States of America
| | - Kimberly Mamula
- Chan Soon-Shiong Institute of Molecular Medicine at Windber, Windber, Pennsylvania, United States of America
| | - Amy O’Donnell
- Chan Soon-Shiong Institute of Molecular Medicine at Windber, Windber, Pennsylvania, United States of America
| | - Brenda Deyarmin
- Chan Soon-Shiong Institute of Molecular Medicine at Windber, Windber, Pennsylvania, United States of America
| | - Jennifer Kane
- Chan Soon-Shiong Institute of Molecular Medicine at Windber, Windber, Pennsylvania, United States of America
| | - Amber Greenawalt
- Chan Soon-Shiong Institute of Molecular Medicine at Windber, Windber, Pennsylvania, United States of America
| | - Caroline Larson
- Chan Soon-Shiong Institute of Molecular Medicine at Windber, Windber, Pennsylvania, United States of America
| | - Sean Rigby
- Chan Soon-Shiong Institute of Molecular Medicine at Windber, Windber, Pennsylvania, United States of America
| | - Hai Hu
- Chan Soon-Shiong Institute of Molecular Medicine at Windber, Windber, Pennsylvania, United States of America
- Murtha Cancer Center Research Program, Uniformed Services University of the Health Sciences, Bethesda, Maryland, United States of America
| | - Craig D. Shriver
- Murtha Cancer Center Research Program, Uniformed Services University of the Health Sciences, Bethesda, Maryland, United States of America
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Romanyuk SA, Popov OS, Sushentseva NN, Apalko SV, Polkovnikova IA, Shcherbak SG. Optimization of RNA storage in a biobank, as well as methods for manual and automated isolation of RNA from whole blood and leukocyte fraction. КАРДИОВАСКУЛЯРНАЯ ТЕРАПИЯ И ПРОФИЛАКТИКА 2022. [DOI: 10.15829/1728-8800-2021-3105] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/01/2022] Open
Abstract
Aim. To optimize the technique for the isolation and storage of ribonucleic acid (RNA) from whole blood and leukocyte fraction.Materials and methods. Comparison of isolation quality was carried out for RNA samples obtained from 228 leukocyte samples and 198 whole blood samples. Isolation was performed from fresh and frozen samples using ExtractRNA™ reagent and a MagNA Pure Compact automated system. Various methods of removing erythrocytes (centrifugation and treatment with hemolytic agents from two manufacturers) were tested, as well as freezing with and without preservatives for subsequent RNA isolation.Results. Twenty-one combinations of conditions were tested. The highest quality RNA was isolated by manual extraction using the ExtractRNA™ reagent from a fresh leukocyte fraction, purified by the Amplisens hemolytic agent (successful extraction — 94%, median RIN=8,4); frozen in IntactRNA™, purified by leukocyte fraction centrifugation (successful extraction — 100%, median RIN=8); frozen in ExtractRNA™, purified by leukocyte fraction centrifugation (successful extraction — 100%, median RIN=9,3).Conclusion. RNA can be isolated from frozen blood fractions, which is not inferior in quality to that isolated from fresh samples. Thus, it is not necessary to isolate RNA immediately after the receipt of biological material.
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Neis M, Siegel S, Banaschak S, Schneider PM. Schwere sexualisierte Gewalt – Aufklärung eines Falls durch Kombination aus DNA- und mRNA-Analyse. Rechtsmedizin (Berl) 2021. [DOI: 10.1007/s00194-021-00544-y] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/19/2022]
Abstract
ZusammenfassungMithilfe der Analyse von mRNA-Expressionsmustern durch Einsatz der PCR-Amplifikation von zellspezifischen cDNA-Transkripten und Nachweis der Amplifikate mittels Kapillarelektrophorese (CE) lässt sich die Frage klären, aus welchen Zelltypen (Blut, Speichel, Sperma, Vaginalschleimhaut, Menstrual- und Nasensekret) sich eine biologische Spur zusammensetzt. Durch Verwendung der DNA-RNA-Koextraktion kann dieses Verfahren unabhängig von der STR-Typisierung durchgeführt werden. Am Beispiel des hier dargestellten Falles, bei dem Vaginalsekret der verletzten Frau am Mittelfinger des Beschuldigten nachgewiesen wurde, wird gezeigt, dass der Einsatz dieser Methode besonders bei Fällen von sexualisierter Gewalt sinnvoll ist.
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Martinez-Dominguez MV, Zottel A, Šamec N, Jovčevska I, Dincer C, Kahlert UD, Nickel AC. Current Technologies for RNA-Directed Liquid Diagnostics. Cancers (Basel) 2021; 13:5060. [PMID: 34680210 PMCID: PMC8534233 DOI: 10.3390/cancers13205060] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/15/2021] [Revised: 10/04/2021] [Accepted: 10/05/2021] [Indexed: 02/06/2023] Open
Abstract
There is unequivocal acceptance of the variety of enormous potential liquid nucleic acid-based diagnostics seems to offer. However, the existing controversies and the increased awareness of RNA-based techniques in society during the current global COVID-19 pandemic have made the readiness of liquid nucleic acid-based diagnostics for routine use a matter of concern. In this regard-and in the context of oncology-our review presented and discussed the status quo of RNA-based liquid diagnostics. We summarized the technical background of the available assays and benchmarked their applicability against each other. Herein, we compared the technology readiness level in the clinical context, economic aspects, implementation as part of routine point-of-care testing as well as performance power. Since the preventive care market is the most promising application sector, we also investigated whether the developments predominantly occur in the context of early disease detection or surveillance of therapy success. In addition, we provided a careful view on the current biotechnology investment activities in this sector to indicate the most attractive strategies for future economic success. Taken together, our review shall serve as a current reference, at the interplay of technology, clinical use and economic potential, to guide the interested readers in this rapid developing sector of precision medicine.
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Affiliation(s)
| | - Alja Zottel
- Medical Center for Molecular Biology, Institute of Biochemistry and Molecular Genetics, Faculty of Medicine, University of Ljubljana, 1000 Ljubljana, Slovenia; (A.Z.); (N.Š.); (I.J.)
| | - Neja Šamec
- Medical Center for Molecular Biology, Institute of Biochemistry and Molecular Genetics, Faculty of Medicine, University of Ljubljana, 1000 Ljubljana, Slovenia; (A.Z.); (N.Š.); (I.J.)
| | - Ivana Jovčevska
- Medical Center for Molecular Biology, Institute of Biochemistry and Molecular Genetics, Faculty of Medicine, University of Ljubljana, 1000 Ljubljana, Slovenia; (A.Z.); (N.Š.); (I.J.)
| | - Can Dincer
- FIT Freiburg Center for Interactive Materials and Bioinspired Technologies, University of Freiburg, 79110 Freiburg, Germany;
- Laboratory for Sensors, Department of Microsystems Engineering—IMTEK, University of Freiburg, 79110 Freiburg, Germany
| | - Ulf Dietrich Kahlert
- Clinic for Neurosurgery, Medical Faculty, Heinrich-Heine University Düsseldorf, 40225 Düsseldorf, Germany; (M.V.M.-D.); (U.D.K.)
- Molecular and Experimental Surgery, Clinic of General-, Visceral-, Vascular-, and Transplant Surgery, University Hospital Magdeburg, 39120 Magdeburg, Germany
| | - Ann-Christin Nickel
- Clinic for Neurosurgery, Medical Faculty, Heinrich-Heine University Düsseldorf, 40225 Düsseldorf, Germany; (M.V.M.-D.); (U.D.K.)
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30
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Haack AJ, Lim FY, Kennedy DS, Day JH, Adams KN, Lee JJ, Berthier E, Theberge AB. homeRNA: A Self-Sampling Kit for the Collection of Peripheral Blood and Stabilization of RNA. Anal Chem 2021; 93:13196-13203. [PMID: 34546711 DOI: 10.1021/acs.analchem.1c02008] [Citation(s) in RCA: 9] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/14/2023]
Abstract
Gene expression analysis (e.g., targeted gene panels and transcriptomics) from whole blood can elucidate mechanisms of the immune function and aid in the discovery of biomarkers. Conventional venipuncture offers only a small snapshot of our broad immune landscape as immune responses may occur outside of the time and location parameters available for conventional venipuncture. A self-operated method that enables flexible sampling of liquid whole blood coupled with immediate stabilization of cellular RNA is instrumental in facilitating capture and preservation of acute or transient immune fluxes. To this end, we developed homeRNA, a kit for self-collection of peripheral blood (∼0.5 mL) and immediate stabilization of cellular RNA, using the Tasso-SST blood collection device with a specially designed stabilizer tube containing RNAlater. To assess the feasibility of homeRNA for self-collection and stabilization of whole blood RNA, we conducted a pilot study (n = 47 participants) in which we sent homeRNA to participants aged 21-69, located across 10 US states (94% successful blood collections, n = 61/65). Among participants who successfully collected blood, 93% reported no or minimal pain/discomfort using the kit (n = 39/42), and 79% reported very easy/somewhat easy stabilization protocol (n = 33/42). Total RNA yield from the stabilized samples ranged between 0.20 and 5.99 μg (mean = 1.51 μg), and all but one RNA integrity number values were above 7.0 (mean = 8.1), indicating limited RNA degradation. The results from this study demonstrate the self-collection and RNA stabilization of whole blood with homeRNA by participants themselves in their own home.
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Affiliation(s)
- Amanda J Haack
- Department of Chemistry, University of Washington, Seattle, Washington 98195, United States.,School of Medicine, University of Washington, Seattle, Washington 98195, United States
| | - Fang Yun Lim
- Department of Chemistry, University of Washington, Seattle, Washington 98195, United States
| | - Dakota S Kennedy
- Department of Chemistry, University of Washington, Seattle, Washington 98195, United States
| | - John H Day
- Department of Chemistry, University of Washington, Seattle, Washington 98195, United States
| | - Karen N Adams
- Institute of Translational Health Sciences, School of Medicine, University of Washington, Seattle, Washington 98195, United States
| | - Jing J Lee
- Department of Chemistry, University of Washington, Seattle, Washington 98195, United States
| | - Erwin Berthier
- Department of Chemistry, University of Washington, Seattle, Washington 98195, United States
| | - Ashleigh B Theberge
- Department of Chemistry, University of Washington, Seattle, Washington 98195, United States.,Department of Urology, School of Medicine, University of Washington, Seattle, Washington 98195, United States
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Barzegar M, Farsani MA, Rafiee M, Amiri V, Parkhihdeh S, Rad F, Mohammadi MH. Acute promyelocytic leukemia derived extracellular vesicles conserve PML-RARα transcript from storage-inflicted degradation: a stable diagnosis tool in APL patients. Ann Hematol 2021; 100:2241-2252. [PMID: 34236496 DOI: 10.1007/s00277-021-04579-9] [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: 06/19/2020] [Accepted: 06/15/2021] [Indexed: 10/20/2022]
Abstract
The early death, which is more common in acute promyelocytic leukemia (APL) patients rather than other types of acute myelocytic leukemia (AML) highlights the importance of appropriate diagnostic method for early detection of this disease. The low sensitivity of the conventional methods, low tumor burden in some patients, and the need for bone marrow sampling are some of the diagnostic challenges on the way of proper detection of APL. Given these, we aimed to compare the efficacy of extracellular vesicles (EVs), as a diagnostic tool, with the existing methods. RT-PCR, qPCR, and flow cytometry were applied on EVs and their corresponding associated cellular component collected from 18 APL new cases, 23 patients with minimal residual disease (MRD), and NB4 cell line. RT-PCR results were positive in both cellular and vesicular components of all new cases, NB4 cells, and EVs in contrary to MRD cases. Normalized copy numbers (NCN) of PML-RARα were 5100 and 3950 for cell and EVs, respectively (p < 0.05). There was a significant difference in the NCN of PML-RARα between cells and EVs in BM samples. Investigating the effect of storage at room temperature revealed that PML-RARα level was retained near to the baseline level in EVs, but there was a significant reduction in its copy number in the cellular component during 7 days. Taken together, given to the acceptable stability, EVs could be introduced as a non-invasive liquid biopsy that alongside existing methods could remarkably change the paradigm of APL diagnostic approaches.
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Affiliation(s)
- Mohieddin Barzegar
- Laboratory Hematology and Blood Banking, School of Allied Medical Science, Shahid Beheshti University of Medical Sciences, Darband St, Qods Sq, Tehran, Iran
| | - Mehdi Allahbakhshian Farsani
- Laboratory Hematology and Blood Banking, School of Allied Medical Science, Shahid Beheshti University of Medical Sciences, Darband St, Qods Sq, Tehran, Iran
- HSCT Research Center, Shahid Beheshti University of Medical Sciences, Tehran, Iran
| | - Mohammad Rafiee
- Laboratory Hematology and Blood Banking, School of Allied Medical Science, Shahid Beheshti University of Medical Sciences, Darband St, Qods Sq, Tehran, Iran
| | - Vahid Amiri
- Laboratory Hematology and Blood Banking, School of Allied Medical Science, Shahid Beheshti University of Medical Sciences, Darband St, Qods Sq, Tehran, Iran
| | - Sayeh Parkhihdeh
- HSCT Research Center, Shahid Beheshti University of Medical Sciences, Tehran, Iran
| | - Fariba Rad
- Department of Hematology and Blood Transfusion, School of Allied Medicine, Iran University of Medical Sciences, Tehran, Iran
- Cellular and Molecular Research Center, Yasuj University of Medical Sciences, Yasuj, Iran
| | - Mohammad Hossein Mohammadi
- Laboratory Hematology and Blood Banking, School of Allied Medical Science, Shahid Beheshti University of Medical Sciences, Darband St, Qods Sq, Tehran, Iran.
- HSCT Research Center, Shahid Beheshti University of Medical Sciences, Tehran, Iran.
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Practical Euthanasia Method for Common Sea Stars ( Asterias rubens) That Allows for High-Quality RNA Sampling. Animals (Basel) 2021; 11:ani11071847. [PMID: 34206249 PMCID: PMC8300397 DOI: 10.3390/ani11071847] [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: 05/21/2021] [Revised: 06/10/2021] [Accepted: 06/15/2021] [Indexed: 11/16/2022] Open
Abstract
Sea stars in research are often lethally sampled without available methodology to render them insensible prior to sampling due to concerns over sufficient sample quality for applied molecular techniques. The objectives of this study were to describe an inexpensive and effective two-step euthanasia method for adult common sea stars (Asterias rubens) and to demonstrate that high-quality RNA samples for further use in downstream molecular analyses can be obtained from pyloric ceca of MgCl2-immersed sea stars. Adult common sea stars (n = 15) were immersed in a 75 g/L magnesium chloride solution until they were no longer reactive to having their oral surface tapped with forceps (mean: 4 min, range 2-7 min), left immersed for an additional minute, and then sampled with sharp scissors. RNA from pyloric ceca (n = 10) was isolated using a liquid-liquid method, then samples were treated with DNase and analyzed for evaluation of RNA integrity number (RIN) for assessment of the quantity and purity of intact RNA. Aversive reactions to magnesium chloride solution were not observed and no sea stars regained spontaneous movement or reacted to sampling. The calculated RIN ranged from 7.3-9.8, demonstrating that the combination of animal welfare via the use of anesthesia and sampling for advanced molecular techniques is possible using this low-cost technique.
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Laprovitera N, Riefolo M, Ambrosini E, Klec C, Pichler M, Ferracin M. Cancer of Unknown Primary: Challenges and Progress in Clinical Management. Cancers (Basel) 2021; 13:451. [PMID: 33504059 PMCID: PMC7866161 DOI: 10.3390/cancers13030451] [Citation(s) in RCA: 18] [Impact Index Per Article: 4.5] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/29/2020] [Revised: 11/30/2020] [Accepted: 01/19/2021] [Indexed: 12/11/2022] Open
Abstract
Distant metastases are the main cause of cancer-related deaths in patients with advanced tumors. A standard diagnostic workup usually contains the identification of the tissue-of-origin of metastatic tumors, although under certain circumstances, it remains elusive. This disease setting is defined as cancer of unknown primary (CUP). Accounting for approximately 3-5% of all cancer diagnoses, CUPs are characterized by an aggressive clinical behavior and represent a real therapeutic challenge. The lack of determination of a tissue of origin precludes CUP patients from specific evidence-based therapeutic options or access to clinical trial, which significantly impacts their life expectancy. In the era of precision medicine, it is essential to characterize CUP molecular features, including the expression profile of non-coding RNAs, to improve our understanding of CUP biology and identify novel therapeutic strategies. This review article sheds light on this enigmatic disease by summarizing the current knowledge on CUPs focusing on recent discoveries and emerging diagnostic strategies.
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Affiliation(s)
- Noemi Laprovitera
- Department of Experimental, Diagnostic and Specialty Medicine (DIMES), University of Bologna, 40126 Bologna, Italy; (N.L.); (M.R.); (E.A.)
- Department of Life Sciences and Biotechnologies, University of Ferrara, 44121 Ferrara, Italy
| | - Mattia Riefolo
- Department of Experimental, Diagnostic and Specialty Medicine (DIMES), University of Bologna, 40126 Bologna, Italy; (N.L.); (M.R.); (E.A.)
| | - Elisa Ambrosini
- Department of Experimental, Diagnostic and Specialty Medicine (DIMES), University of Bologna, 40126 Bologna, Italy; (N.L.); (M.R.); (E.A.)
| | - Christiane Klec
- Division of Oncology, Medical University of Graz, 8036 Graz, Austria; (C.K.); (M.P.)
| | - Martin Pichler
- Division of Oncology, Medical University of Graz, 8036 Graz, Austria; (C.K.); (M.P.)
| | - Manuela Ferracin
- Department of Experimental, Diagnostic and Specialty Medicine (DIMES), University of Bologna, 40126 Bologna, Italy; (N.L.); (M.R.); (E.A.)
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Jia E, Zhou Y, Shi H, Pan M, Zhao X, Ge Q. Effects of brain tissue section processing and storage time on gene expression. Anal Chim Acta 2021; 1142:38-47. [PMID: 33280702 DOI: 10.1016/j.aca.2020.10.046] [Citation(s) in RCA: 6] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/27/2020] [Revised: 10/20/2020] [Accepted: 10/22/2020] [Indexed: 11/18/2022]
Abstract
The pre-processing of samples is important factors that affect the results of the RNA-sequencing (RNA-seq) data. However, the effects of frozen sections storage conditions on the integrity of RNA and sequencing results haven't been reported. The study of frozen section protection schemes can provide reliable experimental results for single-cell and spatial transcriptome sequencing. In this study, RNA was isolated to be studied for RNA from brain section at different temperatures (RT: room temperature, -20 °C) and storage time (0 h, 2 h, 4 h, 8 h, 12 h, 16 h, 24 h, 7day, 3week, 6month). The stability of reference genes was validated using reverse transcription quantitative real-time polymerase chain reaction (qRT-PCR). The results showed that the storage at room temperature significantly affected RNA integrity number (RIN), and the RIN value was lower with the prolongation of storage, while the storage at -20 °C exerted less effect on the RIN value. Cresyl violet staining for brain tissue sections had little effect on RNA integrity. 1925, 899 and 3390 differential expression genes (DEGs) were screened at 2 h, 4 h and 8 h at room temperature, respectively. A total of 892, 478 and 619 genes were shown to be differentially expressed at -20 °C for 7d, 3w and 6 m, respectively. Among them, the expression of glycoprotein m6a (Gpm6a), calmodulin 1 (Calm1), calmodulin 1 (Calm2), thymosin, beta 4, X chromosome (Tmsb4x), ribosomal protein S21 (Rps21) and so on were correlated with RNA quality. According to the expression stability of 4 reference genes (Actb: beta-actin; Gapdh: glyceraldehyde-3-phosphate dehydrogenase; 18S: 18S ribosomal; Hprt1: hypoxanthine phosphoribosyltransferase 1), 18S is the most stable reference gene in the brain. In conclusion, the storage temperature and time of frozen sections have significant effects on RNA integrity and sequencing results. But there are still some genes that are stable and not affected by worsening of overall RNA integrity ie the decrease of RIN value. In addition, 1% cresyl violet staining can protect RNA.
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Affiliation(s)
- Erteng Jia
- State Key Laboratory of Bioelectronics, School of Biological Science & Medical Engineering, Southeast University, Nanjing, 210096, China
| | - Ying Zhou
- State Key Laboratory of Bioelectronics, School of Biological Science & Medical Engineering, Southeast University, Nanjing, 210096, China
| | - Huajuan Shi
- State Key Laboratory of Bioelectronics, School of Biological Science & Medical Engineering, Southeast University, Nanjing, 210096, China
| | - Min Pan
- School of Medicine, Southeast University, Nanjing, 210097, China
| | - Xiangwei Zhao
- State Key Laboratory of Bioelectronics, School of Biological Science & Medical Engineering, Southeast University, Nanjing, 210096, China
| | - Qinyu Ge
- State Key Laboratory of Bioelectronics, School of Biological Science & Medical Engineering, Southeast University, Nanjing, 210096, China.
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Choi HY, Jo H, Zhao X, Hoadley KA, Newman S, Holt J, Hayward MC, Love MI, Marron JS, Hayes DN. SCISSOR: a framework for identifying structural changes in RNA transcripts. Nat Commun 2021; 12:286. [PMID: 33436599 PMCID: PMC7804101 DOI: 10.1038/s41467-020-20593-3] [Citation(s) in RCA: 6] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/25/2019] [Accepted: 12/02/2020] [Indexed: 02/08/2023] Open
Abstract
High-throughput sequencing protocols such as RNA-seq have made it possible to interrogate the sequence, structure and abundance of RNA transcripts at higher resolution than previous microarray and other molecular techniques. While many computational tools have been proposed for identifying mRNA variation through differential splicing/alternative exon usage, challenges in its analysis remain. Here, we propose a framework for unbiased and robust discovery of aberrant RNA transcript structures using short read sequencing data based on shape changes in an RNA-seq coverage profile. Shape changes in selecting sample outliers in RNA-seq, SCISSOR, is a series of procedures for transforming and normalizing base-level RNA sequencing coverage data in a transcript independent manner, followed by a statistical framework for its analysis ( https://github.com/hyochoi/SCISSOR ). The resulting high dimensional object is amenable to unsupervised screening of structural alterations across RNA-seq cohorts with nearly no assumption on the mutational mechanisms underlying abnormalities. This enables SCISSOR to independently recapture known variants such as splice site mutations in tumor suppressor genes as well as novel variants that are previously unrecognized or difficult to identify by any existing methods including recurrent alternate transcription start sites and recurrent complex deletions in 3' UTRs.
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Affiliation(s)
- Hyo Young Choi
- Department of Medicine, University of Tennessee Health Science Center, Memphis, TN, USA
- UTHSC Center for Cancer Research, University of Tennessee Health Science Center, Memphis, TN, USA
- Department of Computational Biology, St. Jude Children's Research Hospital, Memphis, TN, USA
| | - Heejoon Jo
- Department of Medicine, University of Tennessee Health Science Center, Memphis, TN, USA
- UTHSC Center for Cancer Research, University of Tennessee Health Science Center, Memphis, TN, USA
| | - Xiaobei Zhao
- Department of Medicine, University of Tennessee Health Science Center, Memphis, TN, USA
- UTHSC Center for Cancer Research, University of Tennessee Health Science Center, Memphis, TN, USA
| | - Katherine A Hoadley
- Department of Genetics, University of North Carolina, Chapel Hill, NC, USA
- Lineberger Comprehensive Cancer Center, University of North Carolina, Chapel Hill, NC, USA
| | - Scott Newman
- Department of Computational Biology, St. Jude Children's Research Hospital, Memphis, TN, USA
| | - Jeremiah Holt
- Department of Medicine, University of Tennessee Health Science Center, Memphis, TN, USA
| | - Michele C Hayward
- Lineberger Comprehensive Cancer Center, University of North Carolina, Chapel Hill, NC, USA
| | - Michael I Love
- Department of Genetics, University of North Carolina, Chapel Hill, NC, USA
- Department of Biostatistics, University of North Carolina, Chapel Hill, NC, USA
| | - J S Marron
- Department of Statistics and Operations Research, University of North Carolina, Chapel Hill, NC, USA
| | - D Neil Hayes
- Department of Medicine, University of Tennessee Health Science Center, Memphis, TN, USA.
- UTHSC Center for Cancer Research, University of Tennessee Health Science Center, Memphis, TN, USA.
- Department of Computational Biology, St. Jude Children's Research Hospital, Memphis, TN, USA.
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Yang MH, Lai TC, Cha TL, Tsai YT, Liu SY, Wu ST, Meng E, Tsao CW, Kao CC, Chen CL, Sun GH, Yu DS. Achieving the best RNA quality in urologic tumor samples intended for transcriptome analysis. UROLOGICAL SCIENCE 2021. [DOI: 10.4103/uros.uros_61_21] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/04/2022] Open
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37
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Groth EE, Weber M, Bahmer T, Pedersen F, Kirsten A, Börnigen D, Rabe KF, Watz H, Ammerpohl O, Goldmann T. Exploration of the sputum methylome and omics deconvolution by quadratic programming in molecular profiling of asthma and COPD: the road to sputum omics 2.0. Respir Res 2020; 21:274. [PMID: 33076907 PMCID: PMC7574293 DOI: 10.1186/s12931-020-01544-4] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Abstract] [Key Words] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/15/2020] [Accepted: 10/11/2020] [Indexed: 12/25/2022] Open
Abstract
BACKGROUND To date, most studies involving high-throughput analyses of sputum in asthma and COPD have focused on identifying transcriptomic signatures of disease. No whole-genome methylation analysis of sputum cells has been performed yet. In this context, the highly variable cellular composition of sputum has potential to confound the molecular analyses. METHODS Whole-genome transcription (Agilent Human 4 × 44 k array) and methylation (Illumina 450 k BeadChip) analyses were performed on sputum samples of 9 asthmatics, 10 healthy and 10 COPD subjects. RNA integrity was checked by capillary electrophoresis and used to correct in silico for bias conferred by RNA degradation during biobank sample storage. Estimates of cell type-specific molecular profiles were derived via regression by quadratic programming based on sputum differential cell counts. All analyses were conducted using the open-source R/Bioconductor software framework. RESULTS A linear regression step was found to perform well in removing RNA degradation-related bias among the main principal components of the gene expression data, increasing the number of genes detectable as differentially expressed in asthma and COPD sputa (compared to controls). We observed a strong influence of the cellular composition on the results of mixed-cell sputum analyses. Exemplarily, upregulated genes derived from mixed-cell data in asthma were dominated by genes predominantly expressed in eosinophils after deconvolution. The deconvolution, however, allowed to perform differential expression and methylation analyses on the level of individual cell types and, though we only analyzed a limited number of biological replicates, was found to provide good estimates compared to previously published data about gene expression in lung eosinophils in asthma. Analysis of the sputum methylome indicated presence of differential methylation in genomic regions of interest, e.g. mapping to a number of human leukocyte antigen (HLA) genes related to both major histocompatibility complex (MHC) class I and II molecules in asthma and COPD macrophages. Furthermore, we found the SMAD3 (SMAD family member 3) gene, among others, to lie within differentially methylated regions which has been previously reported in the context of asthma. CONCLUSIONS In this methodology-oriented study, we show that methylation profiling can be easily integrated into sputum analysis workflows and exhibits a strong potential to contribute to the profiling and understanding of pulmonary inflammation. Wherever RNA degradation is of concern, in silico correction can be effective in improving both sensitivity and specificity of downstream analyses. We suggest that deconvolution methods should be integrated in sputum omics analysis workflows whenever possible in order to facilitate the unbiased discovery and interpretation of molecular patterns of inflammation.
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Affiliation(s)
- Espen E Groth
- LungenClinic Grosshansdorf, Großhansdorf, Germany. .,Airway Research Center North (ARCN), Member of the German Center for Lung Research (DZL), Großhansdorf, Germany. .,Department of Internal Medicine I, Pneumology, University Hospital Schleswig-Holstein, Campus Kiel, Kiel, Germany. .,Department of Oncology, Hematology and BMT with Section Pneumology, University Medical Center Hamburg-Eppendorf, Hamburg, Germany.
| | - Melanie Weber
- Program in Applied and Computational Mathematics, Princeton University, Princeton, NJ, USA
| | - Thomas Bahmer
- LungenClinic Grosshansdorf, Großhansdorf, Germany.,Airway Research Center North (ARCN), Member of the German Center for Lung Research (DZL), Großhansdorf, Germany.,Department of Internal Medicine I, Pneumology, University Hospital Schleswig-Holstein, Campus Kiel, Kiel, Germany
| | - Frauke Pedersen
- LungenClinic Grosshansdorf, Großhansdorf, Germany.,Airway Research Center North (ARCN), Member of the German Center for Lung Research (DZL), Großhansdorf, Germany.,Pulmonary Research Institute at LungenClinic Grosshansdorf, Großhansdorf, Germany
| | - Anne Kirsten
- Airway Research Center North (ARCN), Member of the German Center for Lung Research (DZL), Großhansdorf, Germany.,Pulmonary Research Institute at LungenClinic Grosshansdorf, Großhansdorf, Germany
| | - Daniela Börnigen
- Bioinformatics Core Unit, University Medical Center Hamburg-Eppendorf, Hamburg, Germany
| | - Klaus F Rabe
- LungenClinic Grosshansdorf, Großhansdorf, Germany.,Airway Research Center North (ARCN), Member of the German Center for Lung Research (DZL), Großhansdorf, Germany
| | - Henrik Watz
- Airway Research Center North (ARCN), Member of the German Center for Lung Research (DZL), Großhansdorf, Germany.,Pulmonary Research Institute at LungenClinic Grosshansdorf, Großhansdorf, Germany
| | - Ole Ammerpohl
- Airway Research Center North (ARCN), Member of the German Center for Lung Research (DZL), Großhansdorf, Germany.,Institute of Human Genetics, University Medical Center Ulm, Ulm, Germany
| | - Torsten Goldmann
- Airway Research Center North (ARCN), Member of the German Center for Lung Research (DZL), Großhansdorf, Germany.,Research Center Borstel, Pathology, Borstel, Germany
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Compared DNA and RNA quality of breast cancer biobanking samples after long-term storage protocols in - 80 °C and liquid nitrogen. Sci Rep 2020; 10:14404. [PMID: 32873858 PMCID: PMC7462979 DOI: 10.1038/s41598-020-71441-9] [Citation(s) in RCA: 7] [Impact Index Per Article: 1.4] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/14/2020] [Accepted: 08/11/2020] [Indexed: 11/08/2022] Open
Abstract
Molecular investigations are crucial for further developments in precision medicine. RNA sequencing, alone or in combination with further omic-analyses, resulted in new therapeutic strategies. In this context, biobanks represent infrastructures to store tissue samples and body fluids in combination with clinical data to promote research for new predictive and prognostic biomarkers as well as therapeutic candidate molecules. Until today, the optimal storage conditions are a matter of debate especially with view to the storage temperature. In this unique approach we compared parallel samples from the same tumour, one half stored at - 80 °C and one half in the vapor phase of liquid nitrogen, with almost identical pre-analytical conditions. We demonstrated that RNA isolated from breast cancer samples revealed significantly higher RINe-values after 10 years of storage in the vapor phase of liquid nitrogen compared to storage at - 80 °C. In contrast, no significant difference was found regarding the DIN-values after DNA isolation. Morphological changes of the nucleus and cytoplasm, especially in the samples stored at - 80 °C, gave insights to degenerative effects, most possibly due to the storage protocol and its respective peculiarities. In addition, our results indicate that exact point-to point documentation beginning at the sample preparation is mandatory.
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Dybos SA, Brustad ÅW, Rolfseng T, Kvam S, Olsen OE, Halgunset J, Skogseth H. RNA-Integrity and 8-Isoprostane Levels Are Stable in Prostate Tissue Samples Upon Long-Term Storage at -80°C. Biopreserv Biobank 2020; 19:2-10. [PMID: 32865438 PMCID: PMC7892308 DOI: 10.1089/bio.2019.0136] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/13/2022] Open
Abstract
Sampling of prostate tissue (n = 97) was performed in conjunction with planned radical prostatectomies, in collaboration with Biobank1®. The tissue used in this study was collected during the period 2003-2016, quickly frozen, and kept at -80°C until assayed in 2018. RNA extraction was performed with two different protocols (miRNeasy and mirVana™), and RNA quality was determined by measuring the RNA Integrity Number (RIN). The level of isoprostanes is widely recognized as a specific indicator of lipid peroxidation both in vitro and in vivo. The level of 8-isoprostane was measured because it is the main oxidation product of arachidonic acid, the most abundant phospholipid fatty acid. The level of 8-isoprostane was measured using enzyme immunoassay. There was no statistically significant difference in yield between the samples isolated with the mirVana protocol compared to the miRNeasy protocol. Average RIN was 2.8 units higher with the mirVana extraction protocol compared to the miRNeasy protocol (p < 0.001). For miRNeasy extractions, RINs were 7.1 for prostatectomies in 2005-2007 and 6.2 for those in 2018 (p < 0.001). For mirVana extractions, the difference in RIN score between the two groups regarding years of collection was not statistically significant. There was no significant increase in the levels of 8-isoprostane between the 2005-2007 samples and the 2018. The conclusion is that there is no oxidation of phospholipids with increasing storage time up to 15 years.
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Affiliation(s)
- Sandra Amalie Dybos
- Department of Research and Development, Biobank1, St. Olavs Hospital, Trondheim University Hospital, Trondheim, Norway.,Department of Clinical and Molecular Medicine, Norwegian University of Science and Technology, Trondheim, Norway
| | - Åge Winje Brustad
- Department of Medical Biochemistry, Oslo University Hospital, Oslo, Norway
| | - Toril Rolfseng
- Department of Research and Development, Biobank1, St. Olavs Hospital, Trondheim University Hospital, Trondheim, Norway
| | - Solveig Kvam
- Department of Research and Development, Biobank1, St. Olavs Hospital, Trondheim University Hospital, Trondheim, Norway
| | - Oddrun Elise Olsen
- Department of Clinical and Molecular Medicine, Norwegian University of Science and Technology, Trondheim, Norway.,Department of Hematology, St. Olavs Hospital, Trondheim University Hospital, Trondheim, Norway
| | - Jostein Halgunset
- Department of Clinical and Molecular Medicine, Norwegian University of Science and Technology, Trondheim, Norway
| | - Haakon Skogseth
- Department of Research and Development, Biobank1, St. Olavs Hospital, Trondheim University Hospital, Trondheim, Norway.,Department of Clinical and Molecular Medicine, Norwegian University of Science and Technology, Trondheim, Norway
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Rochow H, Franz A, Jung M, Weickmann S, Ralla B, Kilic E, Stephan C, Fendler A, Jung K. Instability of circular RNAs in clinical tissue samples impairs their reliable expression analysis using RT-qPCR: from the myth of their advantage as biomarkers to reality. Am J Cancer Res 2020; 10:9268-9279. [PMID: 32802191 PMCID: PMC7415809 DOI: 10.7150/thno.46341] [Citation(s) in RCA: 12] [Impact Index Per Article: 2.4] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/25/2020] [Accepted: 06/25/2020] [Indexed: 12/11/2022] Open
Abstract
Background: Circular RNAs (circRNAs) are a new class of RNAs with medical significance. Compared to that of linear mRNA transcripts, the stability of circRNAs against degradation owing to their circular structure is considered advantageous for their use as biomarkers. As systematic studies on the stability of circRNAs depending on the RNA integrity, determined as RNA integrity number (RIN), in clinical tissue samples are lacking, we have investigated this aspect in the present study under model and clinical conditions. Methods: Total RNA isolated from kidney cancer tissue and cell lines (A-498 and HEK-293) with different RIN after thermal degradation was used in model experiments. Further, RNA isolated from kidney cancer and prostate cancer tissue collected under routine surgical conditions, representing clinical samples with RIN ranging from 2 to 9, were examined. Quantitative real-time reverse-transcription polymerase chain reaction (RT-qPCR) analysis of several circRNAs (circEGLN3, circRHOBTB3, circCSNK1G3, circRNA4, and circRNA9), their corresponding linear counterparts, tissue-specific reference genes, and three microRNAs (as controls) was performed. The quantification cycles were converted into relative quantities and normalized to the expression of specific reference genes for the corresponding tissue. The effect of RIN on the expression of different RNA entities was determined using linear regression analysis, and clinical samples were classified into two groups based on RIN greater or lesser than 6. Results: The results of model experiments and clinical sample analyses showed that all relative circRNA expression gradually decreased with reduction in RIN values. The adverse effect of RIN was partially compensated after normalizing the data and limiting the samples to only those with RIN values > 6. Conclusions: Our results suggested that circRNAs are not stable in clinical tissue samples, but are subjected to degradative processes similar to mRNAs. This has not been investigated extensively in circRNA expression studies, and hence must be considered in future for obtaining reliable circRNA expression data. This can be achieved by applying the principles commonly used in mRNA expression studies.
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Miniaturized technologies for high-throughput drug screening enzymatic assays and diagnostics – A review. Trends Analyt Chem 2020. [DOI: 10.1016/j.trac.2020.115862] [Citation(s) in RCA: 11] [Impact Index Per Article: 2.2] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/13/2022]
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Reliable approaches to extract high-integrity RNA from skin and other pertinent tissues used in pain research. Pain Rep 2020; 5:e818. [PMID: 32440611 PMCID: PMC7209822 DOI: 10.1097/pr9.0000000000000818] [Citation(s) in RCA: 9] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/18/2019] [Revised: 01/22/2020] [Accepted: 01/23/2020] [Indexed: 12/14/2022] Open
Abstract
Introduction Comprehensive mRNA sequencing is a powerful tool for conducting unbiased, quantitative differential gene expression analysis. However, the reliability of these data is contingent on the extraction of high-quality RNA from samples. Preserving RNA integrity during extraction can be problematic, especially in tissues such as skin with dense, connective matrices and elevated ribonuclease expression. This is a major barrier to understanding the influences of altered gene expression in many preclinical pain models and clinical pain disorders where skin is the site of tissue injury. Objective This study developed and evaluated extraction protocols for skin and other tissues to maximize recovery of high-integrity RNA needed for quantitative mRNA sequencing. Methods Rodent and human tissue samples underwent one of the several different protocols that combined either RNA-stabilizing solution or snap-freezing with bead milling or cryosectioning. Indices of RNA integrity and purity were assessed for all samples. Results Extraction of high-integrity RNA is highly dependent on the methods used. Bead-milling skin collected in RNA-stabilizing solution resulted in extensive RNA degradation. Snap-freezing in liquid nitrogen was required for skin and highly preferable for other tissues. Skin also required cryosectioning to achieve effective penetration of RNA-stabilizing solution to preserve RNA integrity, whereas bead milling could be used instead with other tissues. Each method was reproducible across multiple experimenters. Electrophoretic anomalies that skewed RNA integrity value assignment required manual correction and often resulted in score reduction. Conclusion To achieve the potential of quantitative differential gene expression analysis requires verification of tissue-dependent extraction methods that yield high-integrity RNA.
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Scholes AN, Lewis JA. Comparison of RNA isolation methods on RNA-Seq: implications for differential expression and meta-analyses. BMC Genomics 2020; 21:249. [PMID: 32197587 PMCID: PMC7082934 DOI: 10.1186/s12864-020-6673-2] [Citation(s) in RCA: 24] [Impact Index Per Article: 4.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/17/2019] [Accepted: 03/13/2020] [Indexed: 11/10/2022] Open
Abstract
BACKGROUND The increasing number of transcriptomic datasets has allowed for meta-analyses, which can be valuable due to their increased statistical power. However, meta-analyses can be confounded by so-called "batch effects," where technical variation across different batches of RNA-seq experiments can clearly produce spurious signals of differential expression and reduce our power to detect true differences. While batch effects can sometimes be accounted for, albeit with caveats, a better strategy is to understand their sources to better avoid them. In this study, we examined the effects of RNA isolation method as a possible source of batch effects in RNA-seq design. RESULTS Based on the different chemistries of "classic" hot phenol extraction of RNA compared to common commercial RNA isolation kits, we hypothesized that specific mRNAs may be preferentially extracted depending upon method, which could masquerade as differential expression in downstream RNA-seq analyses. We tested this hypothesis using the Saccharomyces cerevisiae heat shock response as a well-validated environmental response. Comparing technical replicates that only differed in RNA isolation method, we found over one thousand transcripts that appeared "differentially" expressed when comparing hot phenol extraction with the two kits. Strikingly, transcripts with higher abundance in the phenol-extracted samples were enriched for membrane proteins, suggesting that indeed the chemistry of hot phenol extraction better solubilizes those species of mRNA. CONCLUSIONS Within a self-contained experimental batch (e.g. control versus treatment), the method of RNA isolation had little effect on the ability to identify differentially expressed transcripts. However, we suggest that researchers performing meta-analyses across different experimental batches strongly consider the RNA isolation methods for each experiment.
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Affiliation(s)
- Amanda N Scholes
- Department of Biological Sciences, University of Arkansas, Fayetteville, AR, USA.,Interdisciplinary Graduate Program in Cell and Molecular Biology, University of Arkansas, Fayetteville, AR, USA
| | - Jeffrey A Lewis
- Department of Biological Sciences, University of Arkansas, Fayetteville, AR, USA.
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Mathew R, Toufiq M, Mattei V, Al Hashmi M, Shobha Manjunath H, Syed Ahamed Kabeer B, Calzone R, Cugno C, Chaussabel D, Deola S, Tomei S. Influence of storage conditions of small volumes of blood on immune transcriptomic profiles. BMC Res Notes 2020; 13:150. [PMID: 32169090 PMCID: PMC7069204 DOI: 10.1186/s13104-020-04980-z] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/15/2020] [Accepted: 02/26/2020] [Indexed: 12/16/2022] Open
Abstract
OBJECTIVE Transcriptome analysis of human whole blood is used to discover biomarkers of diseases and to assess phenotypic traits. Here we have collected small volumes of blood in Tempus solution and tested whether different storage conditions have an impact on transcriptomic profiling. Fifty µl of blood were collected in 100µl of Tempus solutions, freezed at - 20 °C for 1 day and eventually thawed, stored and processed under five different conditions: (i) - 20 °C for 1 week; (ii) +4 °C for 1 week; (iii) room temperature for 1 week; (iv) room temperature for 1 day, - 20 °C for 1 day, room temperature until testing at day 7, (v) - 20 °C for 1 week, RNA was isolated and stored in GenTegra solution. We used 272 immune transcript specific assays to test the expression profiling using qPCR based Fluidigm BioMark HD dynamic array. RESULTS RNA yield ranged between 0.17 and 1.39µg. Except for one sample, RIN values were > 7. Using Principal Component Analysis, we saw that the storage conditions did not drive sample distribution. The condition that showed larger variability was the RT-FR-RT (room temperature-freezing-room temperature), suggesting that freezing-thawing cycles may have a worse effect on data reproducibility than keeping the samples at room temperature.
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Affiliation(s)
- Rebecca Mathew
- Omics Core, Research Branch, Out Patient Clinic, Sidra Medicine, PO 26999, Doha, Qatar
| | - Mohammed Toufiq
- System Biology, Research Branch, Out Patient Clinic, Sidra Medicine, Doha, Qatar
| | - Valentina Mattei
- Omics Core, Research Branch, Out Patient Clinic, Sidra Medicine, PO 26999, Doha, Qatar
| | - Muna Al Hashmi
- Omics Core, Research Branch, Out Patient Clinic, Sidra Medicine, PO 26999, Doha, Qatar
| | | | | | - Rita Calzone
- Advanced Cell Therapy Core, Sidra Medicine, Doha, Qatar
| | - Chiara Cugno
- Advanced Cell Therapy Core, Sidra Medicine, Doha, Qatar
| | - Damien Chaussabel
- System Biology, Research Branch, Out Patient Clinic, Sidra Medicine, Doha, Qatar
| | - Sara Deola
- Advanced Cell Therapy Core, Sidra Medicine, Doha, Qatar
| | - Sara Tomei
- Omics Core, Research Branch, Out Patient Clinic, Sidra Medicine, PO 26999, Doha, Qatar.
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Fattorini P, Bonin S, Marrubini G, Bertoglio B, Grignani P, Recchia E, Pitacco P, Zupanič Pajnič I, Sorçaburu-Ciglieri S, Previderè C. Highly degraded RNA can still provide molecular information: An in vitro approach. Electrophoresis 2020; 41:386-393. [PMID: 31967656 DOI: 10.1002/elps.201900200] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/01/2019] [Revised: 01/13/2020] [Accepted: 01/15/2020] [Indexed: 01/01/2023]
Abstract
The long-term survival of RNA in postmortem tissues is a tricky topic. Many aged/forensic specimens show, in fact, high rates of null/inconclusive PCR-based results, while reliable outcomes were sometimes achieved from archaeological samples. On the other hand, several data show that the RNA is a molecule that survives even to several physical-chemical stresses. In the present study, a simple protocol, which was already developed for the prolonged hydrolysis of DNA, was applied to a RNA sample extracted from blood. This protocol is based on the heat-mediated (70°C) hydrolysis for up to 36 h using ultrapure water and di-ethyl-pyro-carbonate-water as hydrolysis medium. Measurable levels of depurination were not found even if microfluidic devices showed a progressive pattern of degradation. The reverse transcription/quantitative PCR analysis of two (60 bp long) housekeeping targets (glyceraldehyde-3-phosphate dehydrogenase and porphobilinogen deaminase) showed that the percentage of amplifiable target (%AT) decreased in relation to the duration of the damaging treatment (r2 > 0.973). The comparison of the %AT in the degraded RNA and in the DNA samples that underwent the same damaging treatment showed that the %AT is always higher in RNA, reaching up to three orders of magnitude. Lastly, even the end-point PCR of blood-specific markers gave reliable results, which is in agreement with the body fluid origin of the sample. In conclusion, all the PCR-based results show that RNA maintains the ability to be retro-transcribed in short cDNA fragments even after 36 h of incubation at 70°C in mildly acidic buffers. It is therefore likely that the long-term survival of RNA samples depends mainly on the protection against RNAase attacks rather than on environmental factors (such as humidity and acidity) that are instead of great importance for the stability of DNA. As a final remark, our results suggest that the RNA analysis can be successfully performed even when DNA profiling failed.
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Affiliation(s)
- Paolo Fattorini
- Department of Medicine, Surgery and Health, University of Trieste, Trieste, Italy
| | - Serena Bonin
- Department of Medicine, Surgery and Health, University of Trieste, Trieste, Italy
| | | | - Barbara Bertoglio
- Department of Public Health, Experimental and Forensic Medicine, Section of Legal Medicine and Forensic Sciences, University of Pavia, Pavia, Italy
| | - Pierangela Grignani
- Department of Public Health, Experimental and Forensic Medicine, Section of Legal Medicine and Forensic Sciences, University of Pavia, Pavia, Italy
| | - Elisa Recchia
- Department of Medicine, Surgery and Health, University of Trieste, Trieste, Italy
| | - Paola Pitacco
- Department of Medicine, Surgery and Health, University of Trieste, Trieste, Italy
| | - Irena Zupanič Pajnič
- Institute of Forensic Medicine, Faculty of Medicine, University of Ljubljana, Ljubljana, Slovenia
| | | | - Carlo Previderè
- Department of Public Health, Experimental and Forensic Medicine, Section of Legal Medicine and Forensic Sciences, University of Pavia, Pavia, Italy
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Yip L, Fuhlbrigge R, Alkhataybeh R, Fathman CG. Gene Expression Analysis of the Pre-Diabetic Pancreas to Identify Pathogenic Mechanisms and Biomarkers of Type 1 Diabetes. Front Endocrinol (Lausanne) 2020; 11:609271. [PMID: 33424774 PMCID: PMC7793767 DOI: 10.3389/fendo.2020.609271] [Citation(s) in RCA: 13] [Impact Index Per Article: 2.6] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 09/22/2020] [Accepted: 11/16/2020] [Indexed: 12/28/2022] Open
Abstract
Type 1 Diabetes (T1D) occurs as a result of the autoimmune destruction of pancreatic β-cells by self-reactive T cells. The etiology of this disease is complex and difficult to study due to a lack of disease-relevant tissues from pre-diabetic individuals. In this study, we performed gene expression analysis on human pancreas tissues obtained from the Network of Pancreatic Organ Donors with Diabetes (nPOD), and showed that 155 genes were differentially expressed by ≥2-fold in the pancreata of autoantibody-positive (AA+) at-risk individuals compared to healthy controls. Only 48 of these genes remained changed by ≥2-fold in the pancreata of established T1D patients. Pathway analysis of these genes showed a significant association with various immune pathways. We were able to validate the differential expression of eight disease-relevant genes by QPCR analysis: A significant upregulation of CADM2, and downregulation of TRPM5, CRH, PDK4, ANGPL4, CLEC4D, RSG16, and FCGR2B was confirmed in the pancreata of AA+ individuals versus controls. Studies have already implicated FCGR2B in the pathogenesis of disease in non-obese diabetic (NOD) mice. Here we showed that CADM2, TRPM5, PDK4, and ANGPL4 were similarly changed in the pancreata of pre-diabetic 12-week-old NOD mice compared to NOD.B10 controls, suggesting a possible role for these genes in the pathogenesis of both T1D and NOD disease. The loss of the leukocyte-specific gene, FCGR2B, in the pancreata of AA+ individuals, is particularly interesting, as it may serve as a potential whole blood biomarker of disease progression. To test this, we quantified FCGR2B expression in peripheral blood samples of T1D patients, and AA+ and AA- first-degree relatives of T1D patients enrolled in the TrialNet Pathway to Prevention study. We showed that FCGR2B was significantly reduced in the peripheral blood of AA+ individuals compared to AA- controls. Together, these findings demonstrate that gene expression analysis of pancreatic tissue and peripheral blood samples can be used to identify disease-relevant genes and pathways and potential biomarkers of disease progression in T1D.
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Craciun L, Spinette SA, Rassy M, Salgado R, de Wind A, Demetter P, Verset L, Gomez-Galdon M, Chintinne M, Sirtaine N, de St Aubain N, Laios I, Roy F, Larsimont D. Tumor Banks: A Quality Control Scheme Proposal. Front Med (Lausanne) 2019; 6:225. [PMID: 31681781 PMCID: PMC6811598 DOI: 10.3389/fmed.2019.00225] [Citation(s) in RCA: 5] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/21/2019] [Accepted: 09/30/2019] [Indexed: 01/09/2023] Open
Abstract
Introduction: Tumor banks make a considerable contribution to translational research. Using emerging molecular tests on frozen material facilitates the development of new diagnostic and therapeutic strategies, especially in rare cases. However, standard quality control schemes are lacking in the current literature. Methods: In 2017, we have conducted a robust quality control test on 100 of 15,000 fresh frozen samples collected between 2000 and 2013 at the Jules Bordet Tumor Bank (Brussels). RNA and DNA extraction was done. The quality of RNA, DNA and proteins were evaluated, respectively by measuring RNA Integrity Number (RIN), by checking Electrophoretic Integrity (EI) and by performing Immunohistochemistry staining (IHC). A score, ranging from poor (1) to excellent (4), was attributed based on technical analysis. Results: RNA purity was scored 4 in 97% of the cases, 3 in 2%, and 2 in 1%. RIN scores were similarly 4 in 89%, 3 in 10%, and 2 in 1% of the cases. DNA purity was scored 4 in 94% and 3 in 6%, EI was scored 4 in 100% of the cases. Despite morphology loss after freezing, HER2, ER, and Ki67 IHC stainings yielded a score of 4 in the majority of samples. Furthermore, participating in the ISBER Proficiency Testing helped us validate our techniques and the technician's work. Seven processing schemes were carried out, the scores obtained were very satisfactory (20/27) or satisfactory (7/27). Conclusion: Tumor Banks can be precious for translational research. Nevertheless, firm quality controls should be applied to ensure high quality material delivery. Only then can biobanks contribute to diagnostics, biomarkers discovery and reliable molecular test development.
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Affiliation(s)
- Ligia Craciun
- Tumor Bank, Institut Jules Bordet, Brussels, Belgium.,Department of Anatomical Pathology, Jules Bordet Institute, Brussels, Belgium
| | - Selim Alex Spinette
- Tumor Bank, Institut Jules Bordet, Brussels, Belgium.,Department of Anatomical Pathology, Jules Bordet Institute, Brussels, Belgium
| | - Marc Rassy
- Department of Anatomical Pathology, Jules Bordet Institute, Brussels, Belgium
| | - Roberto Salgado
- Department of Anatomical Pathology, Jules Bordet Institute, Brussels, Belgium
| | - Alexandre de Wind
- Department of Anatomical Pathology, Jules Bordet Institute, Brussels, Belgium
| | - Pieter Demetter
- Department of Anatomical Pathology, Jules Bordet Institute, Brussels, Belgium
| | - Laurine Verset
- Department of Anatomical Pathology, Jules Bordet Institute, Brussels, Belgium
| | - Maria Gomez-Galdon
- Department of Anatomical Pathology, Jules Bordet Institute, Brussels, Belgium
| | - Marie Chintinne
- Department of Anatomical Pathology, Jules Bordet Institute, Brussels, Belgium
| | - Nicolas Sirtaine
- Department of Anatomical Pathology, Jules Bordet Institute, Brussels, Belgium
| | | | - Ioanna Laios
- Department of Anatomical Pathology, Jules Bordet Institute, Brussels, Belgium
| | - Francoise Roy
- Department of Anatomical Pathology, Jules Bordet Institute, Brussels, Belgium
| | - Denis Larsimont
- Tumor Bank, Institut Jules Bordet, Brussels, Belgium.,Department of Anatomical Pathology, Jules Bordet Institute, Brussels, Belgium
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Donohue DE, Gautam A, Miller SA, Srinivasan S, Abu-Amara D, Campbell R, Marmar CR, Hammamieh R, Jett M. Gene expression profiling of whole blood: A comparative assessment of RNA-stabilizing collection methods. PLoS One 2019; 14:e0223065. [PMID: 31600258 PMCID: PMC6786555 DOI: 10.1371/journal.pone.0223065] [Citation(s) in RCA: 17] [Impact Index Per Article: 2.8] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/09/2019] [Accepted: 09/12/2019] [Indexed: 11/18/2022] Open
Abstract
Peripheral Blood gene expression is widely used in the discovery of biomarkers and development of therapeutics. Recently, a spate of commercial blood collection and preservation systems have been introduced with proprietary variations that may differentially impact the transcriptomic profiles. Comparative analysis of these collection platforms will help optimize protocols to detect, identify, and reproducibly validate true biological variance among subjects. In the current study, we tested two recently introduced whole blood collection methods, RNAgard® and PAXgene® RNA, in addition to the traditional method of peripheral blood mononuclear cells (PBMCs) separated from whole blood and preserved in Trizol reagent. Study results revealed striking differences in the transcriptomic profiles from the three different methods that imply ex vivo changes in gene expression occurred during the blood collection, preservation, and mRNA extraction processes. When comparing the ability of the three preservation methods to accurately capture individuals’ expression differences, RNAgard® outperformed PAXgene® RNA, and both showed better individual separation of transcriptomic profiles than PBMCs. Hence, our study recommends using a single blood collection platform, and strongly cautions against combining methods during the course of a defined study.
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Affiliation(s)
- Duncan E. Donohue
- Integrative Systems Biology Program, U.S. Army Center for Environmental Health Research, Fort Detrick, MD, United States of America
- The Geneva Foundation, Fort Detrick, MD, United States of America
| | - Aarti Gautam
- Integrative Systems Biology Program, U.S. Army Center for Environmental Health Research, Fort Detrick, MD, United States of America
| | - Stacy-Ann Miller
- Integrative Systems Biology Program, U.S. Army Center for Environmental Health Research, Fort Detrick, MD, United States of America
- The Geneva Foundation, Fort Detrick, MD, United States of America
| | - Seshamalini Srinivasan
- Integrative Systems Biology Program, U.S. Army Center for Environmental Health Research, Fort Detrick, MD, United States of America
- The Geneva Foundation, Fort Detrick, MD, United States of America
| | - Duna Abu-Amara
- Steven and Alexandra Cohen Veterans Center for the Study of Posttraumatic Stress and Traumatic Brain Injury, Department of Psychiatry, NYU School of Medicine, New York, NY, United States of America
| | - Ross Campbell
- Integrative Systems Biology Program, U.S. Army Center for Environmental Health Research, Fort Detrick, MD, United States of America
- Advanced Biomedical Computing Center, Frederick, MD, United States of America
| | - Charles R. Marmar
- Steven and Alexandra Cohen Veterans Center for the Study of Posttraumatic Stress and Traumatic Brain Injury, Department of Psychiatry, NYU School of Medicine, New York, NY, United States of America
| | - Rasha Hammamieh
- Integrative Systems Biology Program, U.S. Army Center for Environmental Health Research, Fort Detrick, MD, United States of America
| | - Marti Jett
- Integrative Systems Biology Program, U.S. Army Center for Environmental Health Research, Fort Detrick, MD, United States of America
- * E-mail:
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50
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Wang K, Donnarumma F, Herke SW, Dong C, Herke PF, Murray KK. RNA sampling from tissue sections using infrared laser ablation. Anal Chim Acta 2019; 1063:91-98. [PMID: 30967191 DOI: 10.1016/j.aca.2019.02.054] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/17/2018] [Revised: 02/17/2019] [Accepted: 02/24/2019] [Indexed: 10/27/2022]
Abstract
RNA was obtained from discrete locations of frozen rat brain tissue sections through infrared (IR) laser ablation using a 3-μm wavelength in transmission geometry. The ablated plume was captured in a microcentrifuge tube containing RNAse-free buffer and processed using a commercial RNA purification kit. RNA transfer efficiency and integrity were evaluated based on automated electrophoresis in microfluidic chips. Reproducible IR-laser ablation of intact RNA was demonstrated with purified RNA at laser fluences of 3-5 kJ/m2 (72 ± 12% transfer efficiency) and with tissue sections at a laser fluence of 13 kJ/m2 (79 ± 14% transfer efficiency); laser energies were attenuated ∼20% by the soda-lime glass slides used to support the samples. RNA integrity from tissue ablation was >90% of its original RIN value (∼7) and the purified RNA was sufficiently intact for conversion to cDNA and subsequent qPCR assay.
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Affiliation(s)
- Kelin Wang
- Department of Chemistry, Louisiana State University, Baton Rouge, LA, 70803, United States
| | - Fabrizio Donnarumma
- Department of Chemistry, Louisiana State University, Baton Rouge, LA, 70803, United States
| | - Scott W Herke
- Genomics Facility, College of Science, Louisiana State University, Baton Rouge, LA, 70803, United States
| | - Chao Dong
- Department of Chemistry, Louisiana State University, Baton Rouge, LA, 70803, United States
| | - Patrick F Herke
- Genomics Facility, College of Science, Louisiana State University, Baton Rouge, LA, 70803, United States
| | - Kermit K Murray
- Department of Chemistry, Louisiana State University, Baton Rouge, LA, 70803, United States.
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