Literature DB >> 29896296

Multimodality reporter gene imaging: Construction strategies and application.

Mengting Li1,2, Yichun Wang1,2, Mei Liu1,2, Xiaoli Lan1,2.   

Abstract

Molecular imaging has played an important role in the noninvasive exploration of multiple biological processes. Reporter gene imaging is a key part of molecular imaging. By combining with a reporter probe, a reporter protein can induce the accumulation of specific signals that are detectable by an imaging device to provide indirect information of reporter gene expression in living subjects. There are many types of reporter genes and each corresponding imaging technique has its own advantages and drawbacks. Fused reporter genes or single reporter genes with products detectable by multiple imaging modalities can compensate for the disadvantages and potentiate the advantages of each modality. Reporter gene multimodality imaging could be applied to trace implanted cells, monitor gene therapy, assess endogenous molecular events, screen drugs, etc. Although several types of multimodality imaging apparatus and multimodality reporter genes are available, more sophisticated detectors and multimodality reporter gene systems are needed.

Entities:  

Keywords:  cell tracing; drug screening; gene directed therapy; molecular imaging; multimodality imaging; reporter gene

Mesh:

Year:  2018        PMID: 29896296      PMCID: PMC5996353          DOI: 10.7150/thno.24108

Source DB:  PubMed          Journal:  Theranostics        ISSN: 1838-7640            Impact factor:   11.556


Introduction

Molecular imaging is a rapidly developing discipline combining molecular biology and medical imaging techniques 1-7. Over the last decade, advances in cell biology and molecular biology have led to an enhancement of our understanding of cancer 1 and cell behavior 8, and have stimulated progress in gene therapy 9. Molecular imaging uses this information to allow the visualization of biological processes, as well as diagnosing and managing diseases 1, 10. Compared with traditional in vitro tissue culture and in vivo animal studies, “molecular imaging is the visualization, characterization and measurement of biological processes at the molecular and cellular levels in humans and other living systems” 2, 11. It allows longitudinal, noninvasive, quantitative, and repetitive imaging of targeted biological processes at both the molecular and anatomic levels 7, 12. Remarkable advances have been made in molecular imaging by integration of many fields, such as biology, chemistry, physics, engineering, pharmacology, and medicine 13. Molecular imaging allows numerous applications, such as monitoring of endogenous transcriptional regulation, analysis of gene transfer, tracking of tumor cell survival, screening for transgenic animal phenotypes, earlier detection and characterization of disease, evaluation of treatment, and expedition of drug discovery (Figure ) 14, 15. So far, molecular imaging techniques have usually been divided into two main categories, direct imaging, or the reporter gene-based technique. The former employs contrast agents, such as luminescent dyes, radioactive tracers, or magnetic particles, whereas the latter depends on the expression of a receptor, protein, or enzyme after the temporary or permanent transfection of cells 7, 16, 17. The term “reporter gene” is used to describe a gene whose expression product is easily identified and satisfies the following characteristics: it has been cloned and the whole sequence has been determined, and the expression product does not exist in the recipient cells or its amount is insufficient for detection by imaging modalities 18-20, and can be quantified 21, 22. In living subjects the expression of a reporter gene can be indirectly reflected when the reporter protein combines with the corresponding probe and causes the accumulation of a specific imaging signal 13, detected by an imaging device 7. “Constitutive” reporter genes allow monitoring of gene activity; “inducible” expression is tied to the level of endogenous promoters and transcription factors 7, 9. In the past decades, with the development of biotechnology and imaging technology, reporter gene imaging has also been flourishing. Multimodality imaging technology has also been applied in the reporter gene imaging. Reporter gene multimodality imaging strategy could be applied to trace implanted cell, monitor gene therapy, assess endogenous molecular events and scree drugs, which shows more and more important prospects. The aim of this review is to summarize the construction methods and applications of the multimodality reporter gene, and look forward to the future progress.

Direct imaging strategy vs. reporter gene imaging strategy

In terms of direct imaging strategies, the chief advantage of direct cell labeling is that it needs very little cell manipulation. Although direct labeling is commonly used owing to its straightforward operation and providing strong imaging signal, the accuracy of the imaging signal produced by exogenous contrast agents might be compromised due to the contrast agents dilution with each cellular division or phagocytosis by macrophages, leading to the signal fading over time 29. Both viable and dead cells emit signals 20, 30, 31, leading to uncertainty about cell viability 32, 33. Exogenous contrast agents are not specifically targeted to certain cells. Side effects, including renal toxicity and allergic reactions, may arise when using these agents 34, 35. From this perspective, genetic techniques are superior because the reporter gene is inserted directly into the cell's DNA, thus ensuring that the reporter gene transcription and translation occur only in living cells 36 and will be passed on to the daughter cells equally 7, 37, 38. However, during reporter gene imaging, transplanted cells often undergo further spontaneous genetic modification, posing potential safety issues, such as oncogenesis or an immune response 7, 39. This raises safety issues. Although reporter gene imaging may cause extra risks for mutagenesis, it is still the predominant strategy owing to its accuracy of signal detection from living cells (Table and Figure ) 21. The reporter gene strategy is most commonly used in modern molecular imaging, namely, combining a reporter gene with the corresponding reporter probe 7. So far, an assortment of molecular imaging modalities, including the different kinds of optical imaging (OI) such as fluorescence imaging (FLI), bioluminescence imaging (BLI), photoacoustic imaging (PAI), and Cerenkov luminescence imaging (CLI); positron emission tomography (PET); single photon emission computed tomography (SPECT); and magnetic resonance imaging (MRI) can all be used for reporter gene imaging 26, 40-42. Presently, green fluorescent protein (GFP), enhanced green fluorescent protein (eGFP), red fluorescent protein (RFP), and the latest near-infrared fluorescent proteins are the most commonly used reporters in FLI 45, 46. BLI employs luciferases such as those of the American firefly Photinus pyralis, the sea pansy Renilla reniformis, or the marine copepod Gaussia princeps, as reporters 47, 48. The herpes simplex virus type-1(HSV1-tk) and its mutant HSV1-sr39tk from thymidine kinase (TK) are enzyme-based reporter genes for PET imaging with 124I-FIAU (2-fluoro-2-deoxy-1-β-D-arabinofuranosyl-5-iodouracil) or 18F-FHBG (9-(4-18F-Fluoro-3-[hydroxymethyl]butyl)guanine) 49. Human ferritin heavy chain (hFTH) is a novel gene reporter in magnetic resonance imaging 50. The overexpression of transferrin receptors (TfR) induces a significant reduction in T2-weighted signal intensity on MRI 51. Sodium-iodine symporters (NIS) can effectively accumulate 99mTc, 123I ,131I or 124I in cells for SPECT or PET imaging, respectively 52. All of these imaging techniques and reporter genes have their own advantages and disadvantages, making them more suitable for different applications 41, 53, 54. For example, radionuclide-based imaging techniques, such as PET and SPECT, have the advantage of high sensitivity, providing quantitative and tomographic information that may be used in a clinical setting. However, their shortcomings are relatively poor spatial resolution, cost, and radiation exposure 55, 56. OI using BLI or FLI is suitable for in vitro studies and frequent small animal imaging 57. It offers great sensitivity (10-15 M for bioluminescence) 42 at a lower cost and higher throughput. It also possesses the ability to exploit differential spectral properties of molecular probes for multichannel imaging 58-60, but the energies in the visible to near-infrared region of the spectrum are limited due to the intrinsic absorption and light scattering of heterogeneous tissues 61, 62, which has become a major obstacle to its clinical application 63. Optical signals have lower spatial resolution 13, and are not suitable for large imaging areas or tomography 57. These weaknesses limit the application of OI for intraoperative use, making it difficult to translate animal studies into clinical studies 64, 65. MRI has a high degree of spatial resolution 57, 66 with superb soft tissue contrast 40, a lack of ionizing radiation 67 and can image deep tissue 68, which makes preclinical findings easily translated to the clinic 61. However, it is handicapped by its inherently low sensitivity compared with OI and nuclear imaging 40, 68, 69. CLI is based on Cerenkov radiation, which is generated when a charged particle (positron or electron) traverses through a dielectric medium at a velocity greater than the phase velocity of light in the medium 70, 71. The most dramatic characteristic of CLI is combining the advantages of optical and nuclear imaging, and the availability of many PET radiopharmaceuticals already approved by the US Food and Drug Administration may push the rapid translation of CLI into clinical practice 72. PAI is a hybrid optical imaging method that detects acoustic responses in tissue by generating a transient rise in local temperature 73-75. It is capable of producing 3D imaging in vivo with high spatial resolution and contrast. Moreover, it allows mapping of deeper tissues (approximately 5 cm) beyond the optical diffusion limit 73, 76, 77. The ideal imaging platform should have the following characteristics, such as safety and biocompatibility. It ideally could be used for quantification of cell number and undergo no dilution with cell proliferation 78. All the above-described single-mode imaging techniques have their own unique applications, advantages, and limitations 53. Modalities with high sensitivity tend to have lower resolution (e.g., OI and nuclear imaging), while those with high resolution have limitations in sensitivity (e.g., MRI) 79, 80. Hence at present no imaging modality combines all these advantages, and no one imaging modality is better than the others 81. An imaginative strategy, combining cellular-level and whole-organism-level imaging, via fusing different reporter genes detectable by different imaging modalities, so-called “multimodality reporter gene imaging” is one solution 82, 83. Multimodality reporter gene imaging has the potential to harness the advantages of each modality 84-86.

Molecular biology of recombinant genes

Construction strategies for recombinant genes

For generating a multimodality reporter gene system, several strategies are available for the linkage of multiple exogenous genes. There are five frequently used strategies (Figure ). First is the use of a fusion gene vector, whereby multiple genes are linked and located downstream from a common promoter to form a single reading frame. In this case, their coding sequence will generate a single fusion protein. Second is the bicistronic strategy, which has been the most widely used. An internal ribosome entry site (IRES) element is inserted between two gene sequences, with the two connected reporter genes both under the control of a single promoter to create an “expression cassette.” This expression cassette gives rise to two different mRNAs that translate into two different proteins. The bicistronic strategy has been reported to give rise to unbalanced expression levels of the two genes; the expression of the IRES downstream gene is often lower than that of the upstream gene. A third approach is to make two exogenous genes into two vectors, which are co-transfected into the same cells. The shortcoming of this strategy is relatively low and uncontrollable transfection efficiency. Fourth, multiple reporter genes can be constructed into a single vector, but each gene is controlled by its own promoter and expresses its corresponding protein independently. This may be the best method. A fifth strategy uses bidirectional transcription. A promoter locates centrally in the vector, and is surrounded with two reporter genes, which makes it possible for co-expression of two different products in a bidirectional manner 13, 87-97.

Vectors of recombinant genes

Although reporter gene imaging has been extensively studied in vivo, a critical issue in these molecular imaging strategies is to choose a safe transduction pathway to transfer exogenous genes into the cells of interest 98. The expressed genes, targeted cell types, the phase of transfection and expression vectors are all the factors that affect the infection efficacy. In terms of transfection vectors, viral infection method is the most effective. Vande Velde G et al. showed that adeno-associated viral vectors system seemed to be the most promising vector system for in vivo MRI reporter gene imaging for its low background signal interference and high transgene expression levels 99. Wu et al. transiently transduced a single reporter gene into embryonic rat H9c2 cardiomyoblasts with E1-deleted adenovirus 100. Although the E1 region was deleted, there still was a host immune response against the transduced H9c2 cells expressing small amounts of immunogenic adenoviral proteins 101. Because the adenoviral transduction approach cannot integrate the exogenous gene into the chromatin of recipient cells, the expression of reporter protein will decrease with cell division and proliferation, which makes it difficult to track cell survival and proliferation over time 102. Retroviral-mediated gene transfer is an efficient method for inserting transgenes into actively dividing primary cells 103. Recent data suggest that a retrovirus transfection system can accomplish the integration of foreign DNA into the chromosome of the host cell, which may simplify monitoring of cell proliferation, although it is accompanied by an increased risk of mutagenesis 104. However, retroviruses are incapable of integrating a transgene into non-dividing cells 105. They also suffer from the phenomenon of silencing by DNA methylation and histone deacetylation during extended cell division 106. Lentivirus, on the other hand, possesses the unique ability to insert a transgene into the cell chromatin with minimal cytotoxicity, infect cells in the stationary phase as well as the mitotic phase, and is not vulnerable to gene silencing 107-110. The use of self-inactivating long terminal repeats (LTRs) in the lentivirus allows incorporation of the internal promoters into the transfer vector. Thus, the reporter genes can be expressed in a tissue- or lineage-specific manner, or in an inducible system 111, 112. Also, the virus glycoprotein pseudotyped lentivirus can be concentrated to achieve a high titer that is several orders of magnitude greater than the retrovirus. Titers as high as 109 transducing units/mL (TU/mL) have been reported 109. Compared with all of the above vectors, baculovirus has recently caught researchers' attention as a multipurpose and robust vector system for protein production, development of vaccines, in vitro and in vivo gene delivery, drug development, and cancer treatment 113-115. Baculovirus can transduce mammalian cells efficiently with minimal cytotoxicity. Although it possesses some distinct advantages, it is still incapable of replicating in mammalian cells, so the viral genome gradually dilutes with cell division. In recent years, baculoviruses with steady transgene expression have been developed, which may optimize this vector system for use in long-term monitoring of cell behavior 116, 117. This novel vector can also infect dividing and nondividing cells and boasts a large packaging capacity of > 100 kb 118. As it never randomly integrates into the host genome, unwanted mutations can be avoided 119, 120. Furthermore, recombinant baculovirus can be easily constructed and achieves high titers 121. Although viral-mediated methods are widespread in the application of reporter gene transduction, the possibility of uninhibited infection and stochastic genomic insertion of exogenous reporter genes limits their clinical application 88. In contrast, in clinical practice, non-viral gene delivery is more acceptable due to the use of some biocompatible materials, and its safety is easily assessed by pharmacokinetic and pharmacodynamics studies 122. The piggyBac transposon system, a non-viral gene-delivery arrangement, permits a “cut and paste”-mediated transposition of exogenous genes into the genome at “TTAA” sequences 123. It features mammalian compatibility, large cargo capacity with higher transposase activity, and stable reporter gene expression. It can integrate multiple transposons simultaneously, and it can maintain the DNA sequence when removed from the integration site. Compared with Sleeping Beauty, which presents a significant reduction in efficiency with larger transgenes, piggyBac is able to deliver large (9.1-14.3 kb) transposable elements without significant loss of transposition efficiency 124, 125. It requires an auxiliary plasmid that encodes the piggyBac transposase gene to facilitate the transposition of exogenous genes 126. Though its application has been less frequently reported in multimodality reporter gene imaging, its advantages still make it a great tool for potential therapeutic and biological applications such as cancer research, induced pluripotent stem cells, and immunotherapy without using viral vectors 127, 128.

Linker length of recombinant genes

As described before, joining two or more reporter genes together with short linkers under control of a single promoter is a useful approach for the multimodality reporter gene technique 129. Studies have shown that the maintenance of each protein's function is strongly related to the length of the linker amino acid (aa) sequence 130, as sometimes one or more reporter proteins may lose enzymatic activity when fused together 131. Ray et al. were the first to build an optical-PET fusion reporter and demonstrated its validity in cell culture and tumor-xenograft-bearing mice with bioluminescence and microPET imaging. They explored three linkers (10 aa, 18 aa, and 20 aa) with different lengths and compositions, and found that the 20 aa linker was optimal to maintain sufficient activities for both reporters. In addition, with the positive control (pCDNA3.1-HSV1-sr39tk) as a reference, each group of all the fusion constructs showed decreased TK enzyme activity and the shorter length of the linker indicated the lower TK activity. In addition, the RL activity of each construct was relatively higher (approximately 6-8 fold) in comparison to the positive control (pCDNA3.1-rl) and its activity correlated positively with spacer length 9.

Order of recombinant genes

Due to the functional importance of the position of crucial amino acids in the protein backbones, the order of the fusion genetic construct is a crucial factor in maintaining the activities of each protein. Studies have demonstrated that even a few changes in several critical amino acids at the COOH-terminal end of HSV1-tk will render TK protein vulnerable to loss of activity 132, 133, indicating that caution with the COOH terminus in the fusion process is necessary. The tk20rl fusion gene constructed with partial loss of TK activity might be improved by inserting a longer linker between the two genes or positioning TK as the downstream gene 9.

Preclinical applications of multimodality reporter gene imaging

Advances in multimodality reporter gene imaging strategies have been important for exploring biological processes. Typically, there are two imaging strategies. One is the reporter gene strategy, which is based on using a stand-alone reporter gene or combining two or more reporter genes together to serve as multimodality reporters. The other is a combined labeling strategy, involving reporter genes (e.g., luciferase and eGFP) and physical labeling with contrast agents (e.g., micron-sized particles of iron oxide (MPIO) and superparamagnetic iron oxide (SPIO)) together (Figure ). The former can objectively provide accurate data on cell viability or engraftment since the reporter signal will only be produced by viable cells. PET reporter gene substrates (e.g., 18F-FHBG) cannot cross the intact blood-brain barrier. However, the MRI agents make up for this shortcoming.134.

Reporter gene strategy

*Fusion reporter genes for multimodality imaging

A widespread strategy is to form a recombinant DNA construct (e.g., HSV-tk1-eGFP-Fluc) by assembling several reporter genes together, allowing the expression product to be detected by multiple imaging instruments 89, 135-138. To ensure authenticity, the expression of each component of the recombinant gene should be consistent with its independent reporting genes; also, the recombinant construct should be stable 139. However, after combining different reporter genes, the protein expression of one or more genes may decrease because of some reasons, such as the steric hindrance 57, 140. OI and nuclear medicine imaging (NMI) Combining these two technologies with a single vector would bring each modality's superiority into full play at the small animal level and in turn has the potential to translate the application to humans 9. PET/BLI seems to be the most sensible combination. PET allows tomographic and three-dimensional imaging and quantitative analysis, In addition, BLI can easily and economically produce bi-dimensional images with high sensitivity 25. Also, the combination of fluorescent protein with NM reporter genes allows quantitative assessment of reporter gene expression at the macroscopic and microscopic levels 141. Tian et al. established a transgenic mouse model using a knock-in gene targeting approach with a fused reporter gene structure for exploring acute liver injury and diethylnitrosamine-induced hepatocellular carcinoma (HCC). In this multimodality reporter gene system, Fluc and HSV1-tk were controlled by the mouse alpha fetoprotein promoter (Figure ). Alpha fetoprotein gene expression is highly specific in certain pathological conditions such as acute liver injury and liver tumors such as HCC. The authors successfully demonstrated that the expression of these two reporter markers could be detected in the injured hepatocytes and induced HCC tumors with BLI and PET (Figure ). The combination of this model with currently available tracers offers a potential new means for monitoring liver injury 142. Lin et al. 141 transduced a fusion reporter gene (eGFP-tk) into a breast tumor model in ZR75-1 cells, which allowed noninvasive imaging of tumor growth using fluorescence and nuclear imaging platforms (Figure ). The green fluorescence emitted by the tumor model bearing eGFP-tk was measured and found to be 15-fold higher than that by the wild-type tumor. In addition to imaging, HSV1-tk can be also treated as a therapeutic gene. By using ganciclovir (GCV), HSV1-tk showed therapeutic potential in treating tumors; decreased 123I-FIAU uptake in eGFP-tk tumor by GCV treatment as well as significant decrease in eGFP-tk tumor volume have been proven (Figure ). In this report, the feasibility of eGFP and HSV1-tk expressed in breast tumor cell lines to achieve the goal of treating tumor and monitoring tumor growth or therapeutic effects in vivo simultaneously was demonstrated. However, the application of HSV1-tk as a PET marker within the central nervous system is limited by the fact that marker/reporter probes for this system do not significantly penetrate the blood-brain barrier (BBB) 143. Waerzeggers et al. demonstrated that to be able to detect C17.2 cells within the brain by specific accumulation of 18F-FHBG, these cells have to be localized in regions where the BBB is disrupted 134. To overcome the problem of limited BBB penetration, several research groups have explored methods to improve the transport rates of these marker/reporter probes across the BBB, for example, by creating new radiolabeled HSVl-tk substrates with increased lipophilicity, which facilitates passive diffusion of the radiotracer across the BBB 144, or by creating new reporter gene/reporter substrate systems, such as the xanthine phosphoribosyl transferase reporter enzyme. The feasibility, sensitivity, and specificity of this system have already been successfully tested in an intracranial glioma modal with almost intact BBB using 14C-xanthine and quantitative autoradiography 145. Oncolytic viruses have shown great promise in the treatment of cancer. Therefore, noninvasive imaging modalities are needed to monitor therapeutic effect and assess potential toxicity. Haddad D et al. 146 modified GLV-1h68 to prepare GLV-1h153, in which hNIS gene and GFP gene were encoded. A time-dependent enhanced uptake of 131I was demonstrated in GLV-1h153 infected human pancreatic carcinoma cells PANC-1. Viral mediated PANC-1 subcutaneous xenografts uptake was detected and easily visualized via 99mTc-scintigraphy and 124I-PET. These findings indicated that GLV-1h153 is a promising agent for the noninvasive imaging of virotherapy and deserves further investigation of long-term monitoring of virotherapy and potential radionuclide-based integrated approach of diagnosis and treatment. FLI and BLI Stem cell therapy is an exciting area of research. To investigate the differentiation, survival, and function of embryonic stem cell-derived endothelial cells (ESC-ECs) for ischemic heart disease, Li et al. 147 used a dual-fused reporter gene consisting of Fluc-mRFP to track transplanted ESC-ECs. VE-cadherin (late EC marker) and eGFP double-positive cells (ES cells electroporated with pVE-eGFP-IE plasmid) were isolated using fluorescence-activated cell sorting. Bioluminescence imaging was performed for 8 weeks to assess the engraftment of ESC-ECs; cell signal was most robust immediately after transplantation. A drastic decrease in cell signal activity was observed over time, indicating significant donor cell loss. Although relatively few cells survived, the ESC-EC group had significantly higher fractional shortening compared with the control group and enhanced neo-angiogenesis at the 8th week after left anterior descending artery ligation 147. Murine macrophage Raw264.7 cells transduced with enhanced firefly luciferase (Raw/effluc) and murine colon cancer CT26 cells co-expressing Rluc and mCherry (CT26/Rluc-mCherry, CT26/RM) were established in a study 148 that successfully imaged the migration of tumor-associated macrophages to tumors and demonstrated significantly higher tumor growth rates in the CT26/RM+Raw/effluc group, suggesting tumor-associated macrophages can be an important module in the tumor microenvironment. After intraperitoneally transferring dexamethasone (DEX), effective blockade of Raw/effluc migration followed by almost complete suppression of tumor growth in the DEX-treated group was confirmed. In another study, BLI was used to track the survival and homing capacity of dual-reporter gene (eGFP/Luciferase)-expressing bone marrow-derived stromal cells in a peripheral tissue ischemia mouse model in the presence and absence of cyclosporine A immunosuppression. The cells were followed for 2 weeks in vivo using BLI. The signal appeared to be stable throughout the first week but then displayed a rapid and steep drop in bone marrow-derived stromal cell number and density during the second week. Massive pulmonary infarction, which led to respiretory failure and death, was the consequence of central venous injection of bone marrow-derived stromal cells, but intra-arterial injection proved to be a feasible and safe strategy to bypass the pulmonary circulation. Allogeneic bone marrow-derived stromal cells transplant survival was limited in an immune-competent host and cyclosporine A immunosuppression alone was not able to sustain long-term survival of the allograft, even at high doses. All above the findings were monitored with by BLI 149. OI and MRI Kim et al. 150 developed a bimodal lentiviral vector to monitor deep tissue events using MRI by myc-tagged human ferritin heavy chain (myc-hFTH) expression and FLI by GFP expression (Figure ). MCF-7 and F-98 cells were stably transfected with the transgene construct (Figure ) and then were transplanted by subcutaneous injection into mice or rats. No differences in cell viability and growth owing to the overexpression of exogenous reporter genes were observed in MTT and trypan blue exclusion assays. Compared with mock-transfected controls, iron accumulation was demonstrated in myc-hFTH cells and tumors, as well as significantly shorter relaxation times on T2-weighted MRI (Figure ), thus directly confirming that myc-hFTH expression can be visualized noninvasively with a 1.5 T clinical MR scanner. MRI and optical imaging with the fusion reporter genes can provide an extra level of quantitative and high-resolution information about biological processes, such as tumor growth, metastasis, and regression and gene-based therapy occurring in deep tissues 150 (Figure ). Rossi et al. 151 constructed a lentiviral vector combining OI and MRI together, then successfully monitored the specific biological pathway activity (Wnt pathway) in glioblastoma cells responding to LiCl treatment. After LiCl administration, the luminescence signal increased significantly and lower T2 values were observed. This multi-reporter system introduced a new way to monitor the effect of a specific treatment for tumors. By synthesizing complementary information and then offering synergistic advantages over any modality alone, this system has the potential to be extended to other pathways and other diseases. NMI and MR spectroscopy Gene-directed enzyme prodrug therapy has shown promise in clinical practice. Xing et al. 152 designed a triple-suicide-gene (TK, cytosine deaminase [CD] and uracil phosphoribosyltransferase [UPRT]). As an effector, TK converts the prodrug GCV into toxic products. Similarly, CD and UPRT function as effector genes, with CD converting the prodrug 5-fluorocytosine (5-FC) to the chemotherapeutic drug 5-fluorouracil (5-FU) and UPRT converting 5-FU to cytotoxic compounds (fluoronucleotides). All three genes function simultaneously as effectors for gene-directed enzyme prodrug therapy and markers for multimodality molecular imaging using PET and magnetic resonance spectroscopy (Figure ). The expression of TK and CD both in the TKCD and TKCDUPRT cells enhances the cellular sensitivity to GCV and 5-FC relative to that of the parental cells. Correspondingly, the existing UPRT in the TKCDUPRT cells enhanced their drug sensitivity to 5-FU and 5-FC compared with that of the TKCD cells. This preclinical study demonstrated that the concomitant expression of these genes significantly enhances prodrug radiosensitivity and cytotoxicity in vitro and in vivo (Figure ). This triple-suicide-gene approach improves the therapeutic efficacy compared with previous methods, and that multimodality molecular imaging can be used to monitor the delivery and evaluate the distribution and function/activity of the triple-suicide-gene. FLI, BLI and NMI Since adult cardiomyocytes have little capacity for self-regeneration 153, a method of transplanting stem cells to regenerate heart tissue and enhance cardiac function is under investigation in myocardial infarction patients 154. Our group 27 explored multimodality molecular imaging to monitor transplanted bone marrow-derived stem cells with a triple-fused reporter gene [TGF; HSV1-tk, eGFP, and Fluc] in acute MI rat models. In the heart, high signal was observed in infarcted rats injected with Ad5-TGF-transfected bone marrow-derived stem cells, whereas no signals were detected in the negative controls (Figure ). The heart/lung ratio of 18F-FHBG uptake of the experimental group was 31-fold higher than that of the control group (p = 0.043). It is interesting to note that all three imaging techniques in this study of the semi-quantitative analysis of TGF expression showed the same trend with gradual decrease of signals with time (Figure ). This study suggests that TGF reporter gene imaging may provide a practical multipurpose approach for in vivo monitoring of transplanted stem cells for the treatment of ischemic heart disease. By using tri-modal reporter imaging, another team 155 monitored bone marrow-derived dendritic cells' (BMDCs) migration and demonstrated a noticeable tumor protection phenomenon in the group immunized with BMDCs induced by mouse cervical cancer cell line TC-1 cells with no adverse effects. These findings provide a possible platform to image the location, migration, and antitumor immune responses of BMDCs. BLI, NMI and CLI Wolfs et al. 156 optimized a lentiviral vector carrying dual-reporter genes, Fluc and hNIS, transducing in murine MSCs. When healthy C57BL/6 mice were injected in the tail vein with varying numbers of cells carrying the vector, the in vivo imaging information captured by BLI or small animal PET offered proof-of-principle for cell visualization. The injected amounts of cells correlated significantly with total photon flux. In addition, the Cerenkov signal obtained by 124I accumulation was monitored over 8 days in the xenograft expressing Fluc-hNIS. The results of this study indicated that hNIS is an appropriate tool for PET and CLI reporter gene imaging, and that CLI has the potential to form a translational bridge between the information acquired from nuclear and optical imaging.

*Single reporter gene for multimodality imaging

Some of single reporter genes can also be used in multimodality imaging. The single reporter gene system is more simple, stable, and convenient than the fused reporter gene, which requires complicated construction and verification 57, 157, 158. NMI and MRI A variety of imageable small molecules can be transported across the plasma membrane by Oatp1. It also serves as a reporter gene by transferring MRI contrast agent (e.g., gadolinium ethoxybenzyl-DTPA [Gd-EOB-DTPA]) to produce a reversible, intense, and positive contrast in T1-weighted MR imaging 159, 160. The oatp1-based reporters have a wide range of applications in tracking implanted stem cells and monitoring expression of gene therapy vectors with maximum signal enhancement. The Gd3+-based contrast agent has the ability to be detected with MRI. And SPECT imaging can be achieved by exchanging Gd3+ for 111In 160. Photoacoustic imaging (PAI), MRI and NMI Tyrosinase (TYR) is the key enzyme in melanin production 161. Melanin production is induced by introducing the TYR gene into non-melanin-expressing tissues (Figure ) 26, 162. Melanin is an outstanding contrast that can be imaged with three different modalities including PET, MRI, and PAI (Figure ). PET imaging can be achieved with benzamide and its analogues such as N-[2-(diethylamino) ethy1]-6-18F-fluoropicolinamide (18F-MEL050) or N-(2-(diethylamino)ethyl)-18F-5-fluoropicolinamide (18F-P3BZA) 75, 163. Because of its affinity for metal ions, MRI T1-weighted images are possible 164. Melanin's significant absorption at near-infrared wavelengths enables its use in PAI 165-167. Our group first explored TYR as a stand-alone reporter gene for in vitro and in vivo PAI/MRI/PET imaging 26. In this study, MCF-7 human breast cancer cells transfected with a plasmid that encodes TYR (named MCF-7-TYR), B16F10 (a mouse melanoma cell line), and non-transfected MCF-7 (a breast cancer cell line) cells were used as positive and negative control cells, respectively (Figure ). Experimental results verified that photoacoustic signal increased with increasing concentrations of melanin in cells. For MRI, T1-weighted images of MCF-7-TYR tumors displayed significantly higher signal compared with control tumors (Figure ). This TYR system enjoyed high sensitivity for both PAI and PET (Figure ); moreover, MCF-7-TYR tumors were clearly visualized with satisfactory tumor-to-background ratios at all time points, whereas for MCF-7 tumors, uptake was hardly detected (Figure ). MRI compensates for the low spatial resolution of PET and also features good contrast on T1-weighted images (Figure ). Our study successfully validated the feasibility of using a stand-alone reporter TYR for multimodality imaging and suggests the possibility of using a single reporter gene for multimodality molecular imaging 26. In another study 162, a novel TYR tracer, 18F-5-fluoro-N-(2-[diethylamino]ethyl)picolinamide (18F-5-FPN) was developed and tested. We demonstrated that transfected TYR can be accurately regulated by the Tet-on system and subsequently can induce the production of melanin. This positron probe showed specific targeted ability to melanin with favourable pharmacokinetics and high affinity in vitro PET, MRI and PAI study. The above experiment indicated that this TYR - 18F-5-FPN system has a great application prospect.

Reporter gene and contrast agent combination strategy

This strategy combines reporter genes with contrast agents for multimodality imaging. It also allows visualization of cellular processes in individual cells and tissues by two or more modalities, more conveniently than pure fusion reporter genes. However, target cells cannot be tracked longitudinally via this strategy vs. single gene and fusion gene multimodality imaging systems, because the concentration of the contrast agents will decrease quickly with subsequent cell death and phagocytosis 13, 150, 168. For example, in stem cell transplantation therapy, De Vocht et al. established a combined labeling strategy for bone marrow-derived stem cells based on physical labeling with blue fluorescent micron-sized iron oxide particles (GB MPIO) and genetic modification with the reporter genes luciferase and eGFP (BMSC-Luc/eGFP) for the purpose of unambiguously identify bone marrow-derived stem cell survival, localization, and differentiation following engraftment in the central nervous system of mice by using in vivo BLI/MRI 66. As compared with unlabeled bone marrow-derived stem cell-Luc/eGFP, the results demonstrated a significantly higher in vitro BLI signal intensity (ratio 1.4-1.5) from GB MPIO-labeled bone marrow-derived stem cell-Luc/eGFP. In addition, they concluded that the internalization of particles by cells is the necessary condition to increase the BLI signal in vitro. Moreover, both at weeks 1 and 2 post-implantation, the results showed a 2.9 ratio of in vivo BLI signal amplification due to GB MPIO labeling of bone marrow-derived stem cell-Luc/eGFP. Daadi et al. demonstrated that animals receiving human neural stem cell (hNSC) grafts (labeled with SPIO) showed less hyperintensity in stroke size on T2-weighted images 169; also, the current evidence tends to suggest that SPIO does not alter the physiological properties of the NSCs either in vitro or in vivo 169-174. Higuchi et al. retrovirally transduced the sodium iodide symporter (NIS) gene into human endothelial progenitor cells for reporter gene imaging with 124I-PET and labeled them with iron oxides for visualization on MRI 158. Owing to the dilution of MRI contrast agents, it can only offer cell biology information soon after transplantation. However, the signal intensity generated by the NIS reporter gene did not decrease with time, thus confirming that it is a good complement to MRI. Thus, versatile imaging of transplanted cells in vivo by this multimodality imaging strategy would offer comprehensive information about cell biology behavior and therapeutic effects.

Clinical applications of reporter gene imaging

One expectation of reporter gene imaging is its straightforward translation from laboratory animal models to human clinical practice 175. The advantages of PET imaging make it a suitable modality for use in translational research 176. Recently, some clinical studies have incorporated nuclear-based reporter genes to monitor cancer gene therapy. Yaghoubi et al. 177 reported a study to measure the pharmacokinetics, stability, and safety of 18F- FHBG in healthy volunteers. The results indicated that FHBG exhibited low background signal, rapid clearance, and biosafety suitable for applications in humans. Penuelas et al. 178, 179 demonstrated that 18F-FHBG PET may be used to monitor HSV1-tk gene expression in patients with hepatocellular carcinoma after intratumoral injection of recombinant adenovirus (AdCMVtk) (Figure ). Transgene expression was detectable in all patients with doses > 1012 viral particles 179. These findings indicate that 18F-FHBG PET may be used to monitor viral vector-mediated transgene expression in clinical trials of cancer patients, and also could be a useful tool to predict the efficacy of gene-therapy strategies. Jacobs et al. 180 demonstrated liposomal-mediated HSV1-tk gene delivery in five patients with recurrent glioblastoma. Specific 124I-FIAU uptake was only observed in one patient. This may be due to the relatively poor gene transduction efficiency of liposomes. In another study, Dempsey et al. 181 attempted to image herpes simplex virus 1716 expression during oncolytic viral therapy in human malignant glioma. Regrettably, no increased 123I-FIAU accumulation was detected in any of the eight patients by SPECT imaging. The authors discussed the possible reasons for this result, including the impermeability and inconsistent disruption of the BBB, the use of weak promoters, and the short half-life of 123I. Moreover, these suicide genes can be regarded as reporter genes without showing significant defect if imaging is performed before treatment, and can be used to determine the best time point to initiate treatment. During treatment, due to the pharmacological competition from the therapy prodrugs, sometimes it may be difficult to image suicide gene expression with the same reporter gene 182. In addition to gene therapy, cell-mediated immunotherapy 183 or stem cells 184 can also be imaged via reporter genes. Yaghoubi et al. 185 demonstrated the first clinical use of reporter gene-based cell therapy imaging in patients with glioma. This study showed higher 18F-FHBG signal at the site of HSV1-tk-transduced autologous cytolytic T lymphocytes. Although several studies have been performed in patients with brain tumors, the radiotracer-based molecular probes for the HSV1-tk enzyme barely penetrate the intact BBB 186, hence they may not be suitable to monitor the kinetics of therapeutic transgenes or stem cells targeted to the central nervous system 187. LeMay et al. 188 showed that the vasodilatory bradykinin analog RMP-7 successfully enhanced the permeability of the BBB to ganciclovir. This study suggests it may be an important adjunctive treatment for suicide gene therapy and chemotherapeutic drug delivery to brain tumors. A limitation of non-human reporter genes like HSV1-tk and its mutants is their potential immunogenicity. One approach to reduce this risk is to use mammalian species reporter gene constructs 187, 189. These include sodium iodide symporter (NIS) 176, 189-191, human norepinephrine transporter (hNET) 189, 192, 193, human type 2 somatostatin receptor (hSSTr2) 194, 195, dopamine type 2 receptor (D2R) 196, 197, recombinant carcinoembryonic antigen (CEA) 198, mutant deoxycytidine kinases 199, human mitochondrial thymidine kinase type 2 (hmtk2) 200, 201, anti-polyethylene glycol (anti-PEG) 202, and human estrogen receptor ligand binding domain (hERL) 203, 204. However, the use of such endogenous human genes has two potential problems: first, the imaging probes can also accumulate in tissues that express the endogenous gene. Salivary glands, stomach and thyroid gland may obstacles for NIS-based imaging or treatment 176. Organs or tissues that express endogenous SSTrs may produce elevated background signal, reducing diagnostic efficiency 189. Second, in turn, these reporter genes would mimic the function of endogenous genes and thus interfere with the cells in which they are transduced. Moreover, whether these PET reporter genes are immunogenic or not it is still unknown. Lee et al. 205 demonstrated that their sensitivity and selectivity of each in vivo imaging are not identical even if they all belong to human nucleoside kinase reporter systems, such as human deoxycytidine kinase, deoxycytidine kinase mutant (dCKDM), hTK2-N93D/L109F (TK2DM) and dCK-R104Q/D133N (dCKep16A). This study indicated the necessity for careful and rigorous verification in order to select the most suitable candidate for clinical study. Since MRI is already a widespread imaging technology used in clinical diagnosis and progression monitoring, the application of MRI reporter genes would greatly promote the development of translational medicine. Compared with genes used in optical imaging, MRI reporter genes, including Oatp1, Lysine Rich-protein (LRP), LacZ, and β-Galactosidase are more likely to be converted into clinical applications 206. However, they suffer from modest sensitivity, making them slightly inferior to genes used in nuclear imaging. In recent years, newer hybrid cross-platform PET/MRI technology has emerged. It combines the superb soft tissue characterization of MRI and the metabolic characterization of PET 207, 208. Since the first whole body PET/MRI system was installed in 2010 209, PET/MRI dual-imaging systems have been widely applied in clinical studies and trials of brain tumors 210, 211, head and neck carcinoma 212, breast diseases 208, 213, lymphoma 214, ovarian cancer 215, and prostate cancer 216. These encouraging results indicate a future direction for clinical applications of multimodality reporter genes. We have predicted a bright future for the use of reporter genes in clinical research. To date, no clinical studies using multimodality reporter genes have emerged. Several issues must be resolved to optimize the use of reporter genes in clinical protocols: (1) Is gene transduction or transfection successful? (2) Is the transduced or transfected gene distributed to the target organ (or tissue), and is it the best distribution? (3) Is the level of gene expression sufficient for imaging or treating the target organ or tissue? (4) What is the best time to quantify reporter gene expression? (5) How long does the reporter gene expression last in the target tissue? 189. The clinical application of reporter genes is still in its infancy, and there are still many aspects to be perfected. However, once we solve the abovementioned problems, the development and approval of a multimodality reporter gene-reporter probe system for human studies will progress. This reporter gene system can be applied in many different fields, and will play an important role in exploring human physiology and pathology 217.

Conclusions and perspectives

The use of imaging reporter genes has developed rapidly in the past few decades, and is being set to play a leading role in molecular imaging. The main applications such as tracking cells, monitoring gene therapy, imaging endogenous gene expression, visualization of specific biological process, imaging interaction between proteins, and drug screening have been widely used in preclinical and clinical studies 1, 8-10. With the development of various imaging modalities, remarkable achievements are being made in monitoring metastasis 66, immune cell trafficking 103, 218, the biological behavior of transgenic mouse models 82, 142, 219, and stem cell therapy 102. Although numerous molecular and cellular behaviors can be demonstrated noninvasively and objectively in vivo, there are still many events that cannot be imaged by existing methodologies. Changes in intracellular pH, electrical impulses from nerve cells, and reactive oxygen species generation are some examples of molecular events that still require dedicated probes and advanced imaging approaches to be imaged in the condition of intact cells in vivo 131. The limitations of reporter genes include immunogenicity and gene mutation, uncertainty of timing of the reporter gene expression, the success rate of gene transduction or transfection, and probe targeting performance. Subsequent exploration and optimization research of reporter modality genes will concentrate on these limitations. Since multimodality reporter gene imaging integrates the strengths from two or more imaging modalities while minimizing their limitations, it can provide overall structural, functional, and molecular information to monitor complex biological processes both spatially and temporally and also offers the prospect of improved diagnostic and therapeutic monitoring abilities 4, 14. Through continuous improvement in instrumentation, development of new reporter genes and probes, identification of novel targets, and advances in software tools, multimodality reporter gene imaging can become an indispensable tool for biomedical research.
Table 1

Comparison of molecular imaging strategies.

ImagingStrategyLabelingMethodLabelingObjectAdvantagesDisadvantagesReferences
DirectImagingStrategyPhysicalContrast agents1. Relatively simple and direct operation.2. Minimal cell manipulation, no mutation.3. A variety of targets1. Different aims need different probes.2. Specific probe should be made for a special target.3. Limited binding sites, receptor affinity.4. Low accuracy.29, 43, 44
ReporterImagingStrategyGeneticGene1. Only exist in viable cells.2. Reliable and accurate data.3. Monitoring gene expression changes.1. More complex in design and operation.2. DNA modification may cause mutation.4, 16
  216 in total

Review 1.  Molecular imaging in vivo with PET and SPECT.

Authors:  G D Luker; D Piwnica-Worms
Journal:  Acad Radiol       Date:  2001-01       Impact factor: 3.173

Review 2.  Molecular imaging of cell-mediated cancer immunotherapy.

Authors:  Giovanni Lucignani; Luisa Ottobrini; Cristina Martelli; Maria Rescigno; Mario Clerici
Journal:  Trends Biotechnol       Date:  2006-07-25       Impact factor: 19.536

Review 3.  Development of 2A peptide-based strategies in the design of multicistronic vectors.

Authors:  Andrea L Szymczak; Dario A A Vignali
Journal:  Expert Opin Biol Ther       Date:  2005-05       Impact factor: 4.388

4.  MRI using ferumoxytol improves the visualization of central nervous system vascular malformations.

Authors:  Edit Dósa; Suchita Tuladhar; Leslie L Muldoon; Bronwyn E Hamilton; William D Rooney; Edward A Neuwelt
Journal:  Stroke       Date:  2011-04-14       Impact factor: 7.914

Review 5.  Recent patents on the baculovirus systems.

Authors:  Shih-Yeh Lin; Guan-Yu Chen; Yu-Chen Hu
Journal:  Recent Pat Biotechnol       Date:  2011-04

Review 6.  Atherosclerotic plaque rupture: local or systemic process?

Authors:  Esther Lutgens; Robert-Jan van Suylen; Birgit C Faber; Marion J Gijbels; Petra M Eurlings; Ann-Pascale Bijnens; Kitty B Cleutjens; Sylvia Heeneman; Mat J A P Daemen
Journal:  Arterioscler Thromb Vasc Biol       Date:  2003-09-25       Impact factor: 8.311

7.  In vivo imaging of beta-galactosidase activity using far red fluorescent switch.

Authors:  Ching-Hsuan Tung; Qing Zeng; Khalid Shah; Dong-Eog Kim; Dawid Schellingerhout; Ralph Weissleder
Journal:  Cancer Res       Date:  2004-03-01       Impact factor: 12.701

8.  Cytotoxicity and cellular uptake of pyrimidine nucleosides for imaging herpes simplex type-1 thymidine kinase (HSV-1 TK) expression in mammalian cells.

Authors:  Kevin W Morin; Weili Duan; Lihua Xu; Aihua Zhou; Sameh Moharram; Edward E Knaus; Alexander J B McEwan; Leonard I Wiebe
Journal:  Nucl Med Biol       Date:  2004-07       Impact factor: 2.408

9.  A transgenic tri-modality reporter mouse.

Authors:  Xinrui Yan; Pritha Ray; Ramasamy Paulmurugan; Ricky Tong; Yongquan Gong; Ataya Sathirachinda; Joseph C Wu; Sanjiv S Gambhir
Journal:  PLoS One       Date:  2013-08-09       Impact factor: 3.240

10.  Tyrosinase as a multifunctional reporter gene for Photoacoustic/MRI/PET triple modality molecular imaging.

Authors:  Chunxia Qin; Kai Cheng; Kai Chen; Xiang Hu; Yang Liu; Xiaoli Lan; Yongxue Zhang; Hongguang Liu; Yingding Xu; Lihong Bu; Xinhui Su; Xiaohua Zhu; Shuxian Meng; Zhen Cheng
Journal:  Sci Rep       Date:  2013       Impact factor: 4.379

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  13 in total

1.  Development of a Human Photoacoustic Imaging Reporter Gene Using the Clinical Dye Indocyanine Green.

Authors:  Nivin N Nyström; Lawrence C M Yip; Jeffrey J L Carson; Timothy J Scholl; John A Ronald
Journal:  Radiol Imaging Cancer       Date:  2019-11-29

2.  Validation of Enhancing Effects of Curcumin on Radiotherapy with F98/FGT Glioblastoma-Bearing Rat Model.

Authors:  Wei-Hsun Wang; Chao-Yu Shen; Yi-Chun Chien; Wen-Shin Chang; Chia-Wen Tsai; Yi-Hsien Lin; Jeng-Jong Hwang
Journal:  Int J Mol Sci       Date:  2020-06-19       Impact factor: 5.923

3.  Genetically Engineered Lung Cancer Cells for Analyzing Epithelial-Mesenchymal Transition.

Authors:  Michał Kiełbus; Jakub Czapiński; Joanna Kałafut; Justyna Woś; Andrzej Stepulak; Adolfo Rivero-Müller
Journal:  Cells       Date:  2019-12-15       Impact factor: 6.600

4.  Safe harbor-targeted CRISPR-Cas9 homology-independent targeted integration for multimodality reporter gene-based cell tracking.

Authors:  John J Kelly; Moe Saee-Marand; Nivin N Nyström; Melissa M Evans; Yuanxin Chen; Francisco M Martinez; Amanda M Hamilton; John A Ronald
Journal:  Sci Adv       Date:  2021-01-20       Impact factor: 14.136

5.  Sialic acid-engineered mesoporous polydopamine dual loaded with ferritin gene and SPIO for achieving endogenous and exogenous synergistic T2-weighted magnetic resonance imaging of HCC.

Authors:  Kai Fan; Chengying Lu; Gaofeng Shu; Xiu-Ling Lv; Enqi Qiao; Nannan Zhang; Minjiang Chen; Jingjing Song; Fazong Wu; Zhongwei Zhao; Xiaoling Xu; Min Xu; Chunmiao Chen; Weibin Yang; Jihong Sun; Yongzhong Du; Jiansong Ji
Journal:  J Nanobiotechnology       Date:  2021-03-17       Impact factor: 10.435

Review 6.  A brief review of reporter gene imaging in oncolytic virotherapy and gene therapy.

Authors:  Susanna C Concilio; Stephen J Russell; Kah-Whye Peng
Journal:  Mol Ther Oncolytics       Date:  2021-03-10       Impact factor: 7.200

7.  The sustained PGE2 release matrix improves neovascularization and skeletal muscle regeneration in a hindlimb ischemia model.

Authors:  Haoyan Huang; Shang Chen; Hui Cheng; Jiasong Cao; Wei Du; Jun Zhang; Yuqiao Chang; Xiaohong Shen; Zhikun Guo; Zhibo Han; Guoqiang Hua; Zhong-Chao Han; Nadia Benkirane-Jessel; Ying Chang; Zongjin Li
Journal:  J Nanobiotechnology       Date:  2022-02-24       Impact factor: 10.435

8.  Radionuclide-based molecular imaging allows CAR-T cellular visualization and therapeutic monitoring.

Authors:  Fuqiang Shao; Yu Long; Hao Ji; Dawei Jiang; Ping Lei; Xiaoli Lan
Journal:  Theranostics       Date:  2021-05-03       Impact factor: 11.556

9.  Proangiogenic Effect of 2A-Peptide Based Multicistronic Recombinant Constructs Encoding VEGF and FGF2 Growth Factors.

Authors:  Dilara Z Gatina; Ekaterina E Garanina; Margarita N Zhuravleva; Gulnaz E Synbulatova; Adelya F Mullakhmetova; Valeriya V Solovyeva; Andrey P Kiyasov; Catrin S Rutland; Albert A Rizvanov; Ilnur I Salafutdinov
Journal:  Int J Mol Sci       Date:  2021-05-31       Impact factor: 5.923

10.  Droplet digital PCR allows vector copy number assessment and monitoring of experimental CAR T cells in murine xenograft models or approved CD19 CAR T cell-treated patients.

Authors:  Rafik Haderbache; Walid Warda; Eric Hervouet; Mathieu Neto da Rocha; Rim Trad; Vincent Allain; Clementine Nicod; Catherine Thieblemeont; Nicolas Boissel; Pauline Varlet; Ibrahim Yakoub Agha; Lucie Bouquet; Melanie Guiot; Fabienne Venet; Pierre Sujobert; Xavier Roussel; Paul-Oliver Rouzaire; Denis Caillot; Olivier Casasnovas; Jean Christophe Bories; Emmanuel Bachy; Sophie Caillat-Zucman; Marina Deschamps; Christophe Ferrand
Journal:  J Transl Med       Date:  2021-06-21       Impact factor: 5.531

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