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TECHNOLOGIES
DRUG DISCOVERY
TODAY
Zebrafish cancer and metastasismodels for in vivo drug discoveryJennifer Tat1,2,*, Mingyao Liu2,3, Xiao-Yan Wen1,2
1Zebrafish Centre for Advanced Drug Discovery, Keenan Research Centre, Li Ka Shing Knowledge Institute, St. Michael’s Hospital, Toronto,
Ontario M5B 1T8, Canada2Department of Physiology, Faculty of Medicine, University of Toronto, Canada3Toronto General Research Institute, University Health Network, Toronto, Ontario, Canada
Drug Discovery Today: Technologies Vol. 10, No. 1 2013
Editors-in-Chief
Kelvin Lam – Simplex Pharma Advisors, Inc., Arlington, MA, USA
Henk Timmerman – Vrije Universiteit, The Netherlands
Model organisms as in vivo screens for promising therapeutic compounds
There is a great need for more efficient methods to
discover new cancer therapeutics, as traditional drug
development processes are slow and expensive. The
use of zebrafish as a whole-organism screen is a time
and cost-effective means of improving the efficiency
and efficacy of drug development. This review features
zebrafish genetic and cell transplantation models of
cancer and metastasis, and current imaging and auto-
mation technologies that, together, will significantly
advance the field of anti-cancer drug discovery.
Introduction
Cancer is a leading cause of death worldwide and there is a
substantial need for development of therapeutic agents cap-
able of targeting the processes and pathways responsible for
its genesis and progression. The classical method of new drug
development is arduous, and the low success rate of tradi-
tional cell-based screens demonstrates a need for whole-
organism screening strategies [1]. Zebrafish models have
numerous qualities that are well-suited to drug discovery
and high-throughput screening (HTS): accessibility for
manipulation and observation, high fecundity, small size,
rapid development, and physiology and pharmacology that is
analogous to other vertebrates [2]. Furthermore, the effect of
drugs, their metabolites and potential toxicities can be
assessed simultaneously. The topics featured in this review
*Corresponding author: J. Tat ([email protected])
1740-6749/$ � 2012 Elsevier Ltd. All rights reserved. http://dx.doi.org/10.1016/j.ddtec.2012
Section editor:Isabelle Draper – Tufts Medical Center, Boston, MA, USA
highlight the promising role of zebrafish in vivo screens in the
development of anti-cancer drugs.
Key technologies
Zebrafish cancer and metastasis models
In the past decade, zebrafish has emerged as a promising
experimental system for modeling human cancers through
genetic manipulation or cell transplantation [3]. Performing
drug screens using in vivo models recapitulating key processes
of cancer development can help identify new drugs that may
treat cancer more effectively.
Oncogene overexpression models
The use of forward and reverse genetic tools has produced
several transgenic human cancer models in zebrafish, includ-
ing melanoma, multiple myeloma, leukemia, pancreatic and
liver cancer [4�]. These genetically engineered models repro-
duce many key features in human tumourigenesis with high
penetrance. The first transgenic cancer model in zebrafish is a
leukemia model with overexpression of the c-Myc oncogene
under the zebrafish T-cell specific promoter rag2 [3]. While
tissue-specific oncogene overexpression permits fluorescent
tracking of tumor growth, transgenic lines are often difficult
to maintain and there is a long latency of tumor formation.
Genetic techniques have advanced considerably to allow for
tight spatial and temporal control of transgene expression.
An early onset model of melanoma has been established
.04.006 e83
Drug Discovery Today: Technologies | Model organisms as in vivo screens for promising therapeutic compounds Vol. 10, No. 1 2013
using the Gal4-UAS system expressing the oncogene HRAS in
melanocytes of zebrafish larvae [5]. This model faithfully
reproduces the phenotypes of human melanoma while its
early onset eases manipulation and large-scale screening with
zebrafish larvae [5]. Another model uses a mifepristone indu-
cible LexPR system to dose-dependently induce fluorescent
tumor growth in the liver of KRAS-transgenic embryonic and
adult zebrafish [6��]. Several known inhibitors targeting
downstream effectors of RAS were able to decrease RAS-
induced tumourigenesis in the livers of 7-day-old larvae
[6��]. Inducible systems circumvent oncogenic toxicity thus
allowing for the generation of stable transgenic lines while
maintaining high penetrance and short latency of tumor
development. Furthermore, as demonstrated in the RAS
model, oncogene-based zebrafish models of cancer can be
applied to perform disease- and pathway-specific drug screen-
ing [6��].
Models of cancer-related processes
Some transgenic zebrafish lines that can be employed in anti-
cancer drug screens do not develop cancer but rather model
cancer-related pathophysiological processes, such as angio-
genesis or the inactivation of specific tumor suppressor genes
[7]. These models generate distinct phenotypes that can be
distinguished from wild-type fish. The application of these
lines has led to the identification of inhibitors of angiogen-
esis, a key feature of tumourigenesis [8�]. Tg(Flk1:EGFP) and
Tg(Fli1:EGFP) zebrafish have their entire vascular network
labeled with green fluorescence while Tg(Gata1:DsRed) zebra-
fish have red fluorescent blood cells. A comparison of fluor-
escent images of compound-treated and untreated fish allows
for assessments of vessel development and functionality.
Gene mutant models can also be employed to identify new
therapeutic agents that target genetic predispositions to can-
cer [9]. TP53 is the most common tumor suppressor gene
mutated in human cancer [9]. TP53 mutant zebrafish
embryos exhibit abnormal apoptosis and cell-cycle regula-
tion following temperature induction [9]. Screening com-
pounds using this model may lead to the identification of
small molecules that can restore TP53 function and prevent
subsequent tumourigenesis [9]. A variety of transgenic lines
such as those containing mutations in TP53 [9,10], APC [11]
and PTEN [12] will serve as tools for discovery of drugs that
affect specific features of cancer pathophysiology.
Xenotransplant models
Cell transplantation models in zebrafish have been used to
study tumor angiogenesis, cancer cell invasion and metasta-
sis by engrafting dyed or fluorescently-labeled tumor cells.
Angiogenesis is a critical feature of tumor growth and pro-
pagation while metastasis is the main cause of cancer patient
death. Therefore, targeting these processes is a valid strategy
for treating cancers. Nicoli et al. (2007) demonstrated that an
e84 www.drugdiscoverytoday.com
angiogenic response induced by the injection of human and
murine cancer cells into the yolk sac of 2-day-old zebrafish
embryos can be abrogated by the addition of chemical inhi-
bitors targeting vessel formation [13]. A typical screen using
the embryonic xenograft neovascularization model can be
completed in less than a week (Fig. 1). Variations can be used
to investigate specific processes – genetic modification of
tumor cell lines or gene-specific knockdown zebrafish can
be implemented to investigate a specific phenotype or signal-
ing pathway. For example, Marques et al. stimulated injected
cancer cells with TGF-b to model tumor invasion and metas-
tasis [14]. Nicoli et al. developed a similar but more complex
tumor angiogenesis model by injecting cells overexpressing
FGF2 into morpholino (MO)-treated zebrafish [13]. MO
knock down of the vascular cell adhesion gene VE-cadherin
abrogated tumor graft vascularization, thus demonstrating
the potential for MO-based gene identification in zebrafish
xenograft models [13]. Lee et al. devised a hypoxia model in
2-day-old embryos that permits the study of tumor cell
neovascularization, dissemination and metastasis approxi-
mately a week after engraftment in the yolk sac [15]. With
the hypoxia model, the investigators demonstrated that che-
mical and MO inhibition of VEGF significantly reduces vas-
cular-dependent metastasis [15]. Stoletov et al. investigated
extravasation, a late phase of the metastatic cascade whereby
tumor cells exit the vasculature, by injecting tumor cells
overexpressing the pro-metastatic gene Twist directly into
the circulation of Tg(Fli1:EGFP) zebrafish embryos [16].
The limitation of embryo xenograft experiments is that
they can only be studied for up to a week due to the devel-
opment and activation of the immune system, subsequent
tumor cell death and embryo lethality [17]. Adult zebrafish
permit longer-term evaluation of tumor development. White
et al. have established a transparent adult zebrafish line that
permits in vivo assessment of tumor grafts for up to 5 weeks
post-transplant [18]. However, adults must be immunosup-
pressed and are not as amenable to high-throughput proces-
sing due to their size. Overcoming one of these drawbacks,
Smith et al. demonstrate an allograft leukemia model in
syngeneic zebrafish that does not require immune suppres-
sion and leukemia develops as early as 30 days after injection
in juveniles [19]. Transplant models allow for flexible study of
various aspects of tumourigenesis and metastasis, and
increasingly sophisticated equipment will facilitate drug
screening in these models of cancer.
Drug screening
Regarding the use of genetic and transplant models of cancer
in drug screening, it is critical to assess the advantages and
limitations of each model as well as the amenability to high-
throughput screening. HTS requires simple phenotypic read-
outs such as optical scoring to identify hits among the
thousands of pharmacological agents being tested. For
Vol. 10, No. 1 2013 Drug Discovery Today: Technologies | Model organisms as in vivo screens for promising therapeutic compounds
Imag
e
Micr
oinj
ect c
ance
r cel
ls an
d ad
d dr
ug
Trea
t em
bryo
s with
PTUCol
lect
egg
s
0 hpf
12 hpf
2-3 dpf
2 dpi
SIVs
Array and dose
Analyze SIV
Drug Discovery Today: Technologies
Figure 1. Workflow of drug screening using embryonic tumor xenograft model. Newly fertilized eggs are collected following natural breeding of
Tg(Fli1:nEGFP) fish [2]. At 12 hpf, PTU may be added to inhibit the development of embryonic pigmentation. At 2–3 dpf, embryos are microinjected with
cancer cells and dispensed into 96-well plates. Drugs, compounds or controls are then added into the water within the wells. After 2 dpi, the embryos are
imaged using fluorescence microscopy and the SIVs/endothelial cell numbers are counted to assess tumor angiogenesis. hpf: hours post fertilization. PTU:
propylthiouracil, dpf: days post fertilization, dpi: days post injection, SIV: sub intestinal vessels.
instance, the readout for tumor burden in a transplant model
may be complicated by variations in injected cell number and
multiple sites of tumor growth. Comparatively, models such
as the mifepristone KRAS model and the Tg(Flk1:EGFP) angio-
genesis model generate precise and reproducible readouts (i.e.
tumor growth in the liver and vessel number in the trunk,
respectively). All of these models involve zebrafish embryos,
which are advantageous compared to mammalian models for
their small size, transparency and immature immune system
but must be considered for differences in developmental
physiology and time course. Currently, no immunocompro-
mised zebrafish lines exist though immune suppression is
routinely achieved in adults using sub-lethal doses of radia-
tion [19]. The aforementioned models represent only a few of
the numerous zebrafish cancer models available. Several
reviews cover zebrafish genetic [3,7] and transplant models
[17,20] in greater detail.
Imaging technologies
One of the strengths of the zebrafish model is its tissue trans-
parency, which facilitates in vivo visualization of the stages of
cancer progression: proliferation, neovascularization, intra
and extravasation, dissemination and growth at secondary
sites. The natural transparency of zebrafish embryos can be
extended to several weeks by adding propylthiouracil (PTU) to
the water to prevent pigment production [21], while the crea-
tion of a non-pigmented zebrafish line prolongs transparency
throughout adulthood [18]. Transparent and transgenic zebra-
fish can be easily visualized using widely available brightfield
and fluorescence stereo- and confocal microscopy. Many alter-
native imaging modalities have been developed to provide
additional levels of analysis. Here we discuss a few key tech-
nologies, while a more detailed review of imaging modalities
relevant to HTS has recently been covered elsewhere [22,23].
Confocal microscopy is capable of high resolution cellular
imaging with well-developed software analysis tools, but its
application is limited by tissue penetration and the transpar-
ency and size of the zebrafish being analyzed (only larvae or
adult sections) [22,24��]. The light-emitting diode (LED)
fluorescence macroscope allows imaging of a whole Petri dish
of up to 30 live adult zebrafish, with the capacity to detect up
to five fluorophores at once [19]. Using LED lights and
webcams equipped with optical filters, the macroscope pro-
vides a cost, labor and time efficient means of identifying
fluorescently-labeled tumors at the expense of resolution.
MicroMRI has been applied to detect and characterize mel-
anomas in adult zebrafish [25], and microscopic ultrasound
has been utilized to assess liver tumors in adult zebrafish in
response to chemotherapeutic treatment [26]. Live imaging
technologies can be employed for effective longitudinal and
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Drug Discovery Today: Technologies | Model organisms as in vivo screens for promising therapeutic compounds Vol. 10, No. 1 2013
real-time assessment of tumor development following phar-
macotherapy. While valuable, the technical demands (e.g.
special equipment and personnel) and time scale of image
acquisition and processing (ranging from minutes to hours
per sample) for these technologies results in poor throughput
potential. Thus, these are likely modes of secondary analyses
rather than components of the screening process. Synchro-
tron micron-scale tomography (microCT) is capable of rapid,
whole animal imaging at a cellular resolution not possible
with light microscopy [22]. Histological arrays are available
for rapid scoring of phenotypic analyses of adults, larvae and
embryos [22]. However, samples must be fixed in both
microCT and histology. While these imaging technologies
are becoming increasingly efficient, substantial resources are
required in terms of robotics and computer directed screens
to reach its full potential [22].
An ideal imaging technique would have high resolution
and sensitivity, allowing accurate in vivo analysis of complex
(a)Zebrafish model
Drug treatment
Sort, array and dose
Imaging preparation
Imaging
Phenotypicanalysis
Autom
Flu
Acquisition and scoring
(d)
(e)
(g)
Figure 2. New technologies developed to increase the throughput of drug scr
[Sciclone G3] and (C) fluorescence sorting by flow cytometry [Copas XL] can fac
be improved using (D) microfluidics [21] and (E) specialized multiwell plates [2
software such as MetaMorph and CNT [Definiens] can greatly accelerate imag
e86 www.drugdiscoverytoday.com
developmental and physiological processes. Speed, field of
view, resolution, cost and ease of use must all be considered
when selecting an imaging modality to employ. Although
existing light-based imaging of larval or transparent models
of zebrafish are effective for rapid, simple analysis, alternative
imaging modalities like microMRI and CT are available for
more detailed characterization of cancer pathophysiology.
The key to HTS: automation
Drug discovery can be greatly streamlined by automating the
laborious phases of drug screening; sorting, sample proces-
sing, loading, image acquisition, analysis and interpretation
(Fig. 2). The COPAS XL (Union Biometrica) is a large particle
flow cytometer that is capable of sorting embryos and hatchl-
ings based on optical light and fluorescence (up to three
fluorophores at once) and dispensing them into multiwell
plates [23]. This device can significantly accelerate embryo
selection and sorting for drug treatment in genetic and
HTS Technologies
Microfluidic capillary systemSpecialized multiwell plates
ated microinjectionLiquid handlingorescence sorting
High-content microscopyAnalysis software
(c)
(f)
(h)
(b)
Sciclone
LEDs Steppermotor
Steppermotor
Capillary
Photodetector
Computerizedsyringe
Drug Discovery Today: Technologies
eens in zebrafish. (A) Automated microinjection [26], (B) liquid handling
ilitate embryo preparation, sorting and drug dosing. Image preparation can
9]. Lastly, (G) high-content microscopy [ImageXpress] and (H) analysis
e acquisition and scoring.
Vol. 10, No. 1 2013 Drug Discovery Today: Technologies | Model organisms as in vivo screens for promising therapeutic compounds
transplant models by identifying embryos positive for cell
fluorescence. Throughput can be further increased by auto-
mating slow and tedious tasks, like drug dosing and micro-
injection. Liquid handling robots such as Sciclone G3
(Caliper Life Sciences) can dispense reagents and/or zebrafish
embryos in series or in parallel into multiwell plates [27].
With automated batch microinjection, up to 15 embryos can
be injected per minute with genetic material such as MO
[28,29]. Automated microinjection reduces the variability
between injections and errors due to operator fatigue [28].
Most zebrafish screenings are performed using multiwell
plates, and phenotypic analysis within the plates is possible
using Confocal Laser Scanning Microscopy (CLSM or LSCM),
such as the ImageXpress Ultra (Molecular Devices), with
point-by-point image acquisition allowing for three-dimen-
sional reconstructions. Several methods have been devised to
expedite image processing outside of multiwell plates to
overcome the problems caused by the large working distance
and random movement and orientation of zebrafish [23].
Capillaries [30], agarose-coated plates [31], round-bottom
plates (Corning COSTAR) and rectangular microplates with
prisms (Physical Sciences Inc) are several strategies that have
been conceived to manage embryo orientation for quick
image capture. High-throughput histology is possible for
larval and adult zebrafish using several methods to accelerate
sample handling: agarose arrays, automated tissue processors,
rotary microtomes and automated slide stainers [32]. An
automated imaging system developed by Gehrig et al. com-
bines embryo recognition software with a high-content
microscope such that fluorescent gene expression patterns
in up to 2000 embryos may be acquired within 4 h [31].
Analysis programs have been built to handle the quantity
of data produced by rapid image acquisition technologies
while also reducing the burden of visual scoring and elim-
inating observation bias [33]. Image analysis software such as
Cognitive Network Technology (Definiens) and MetaMorph
software application modules (Molecular Devices) can be
custom-designed to detect and quantify specific structures
such as intersegmental vessel number in Tg(fli1:EGFP) zebra-
fish [33]. The development of these technologies has greatly
increased the efficiency of screening. However, in most zebra-
fish screenings reported thus far, automation is not contin-
uous and embryos must be manually manipulated at several
steps.
The next step to increase throughput is to integrate these
automated components into a highly efficient HTS platform.
Pardo-Martin et al. have developed such a system using glass
capillaries and microfluidics to transport embryos out of
multiwell plates to a correct orientation beneath a high-speed
confocal microscope for subsequent imaging and analysis
[24��]. The entire process of loading, positioning, imaging
and dispensing lasts 16 s compared to the manual average of
10 min per embryo [24��]. A total of approximately 30 min is
required to screen a 96-well plate [24��]. Although this system
is designed for screening retinal mutants and performing
neuronal regeneration assays, it is expected that such a fully
automated HTS system will be adapted to zebrafish cancer
model screens.
Recent drug discoveries using zebrafish for in vivo cancer drug
screening
Although complete automation has yet to be developed for
cancer drug screening in zebrafish, existing technologies have
been quite successful. Zebrafish embryos were used as a
secondary screen of small-molecule inhibitors of the Wnt
pathway, a critical therapeutic target that is implicated in
liver, colon and breast cancer [34]. While only simple wild-
type embryos were employed, this study illustrates the power
of zebrafish for effective in vivo screens; of the 306 hits
identified from the primary screen of a library with 63,040
compounds performed on a reporter cell line, one novel
compound CCT036477 demonstrated in vivo activity against
Wnt target genes [34].
Structure–activity relationships frequently surface from
chemical screens and zebrafish can be used to test analogues
of hits that have been modified to reduce specific side effects
or improve bioactivity [35]. Analogues of dorsomorphin, a
selective inhibitor for bone morphogenic protein (BMP), were
tested in zebrafish embryos in this manner, resulting in the
identification of several selective inhibitors of BMP and VEGF
[35].
The angiogenesis model using vasculature-labeled trans-
genic zebrafish has been widely used by several investigators
to identify small molecules inhibiting angiogenesis. Craw-
ford et al. combined this zebrafish bioassay with analytic
chromatography to isolate angiogenesis inhibitors found in
East African medicinal plants [36]. Wang et al. used this
model to screen the Spectrum Collection library and identi-
fied seven compounds inhibiting zebrafish angiogenesis [8].
One of these compounds, rosuvastatin, is a commonly pre-
scribed statin used to treat high cholesterol. Rosuvastatin was
shown to inhibit angiogenesis and suppressed the growth of
xenografted prostate tumors in mice [8]. Discovering new
applications for existing drugs saves a considerable amount of
time and cost [37]. The compound SKLB1002 was developed
using a de novo design method to target VEGFR2 signaling
[38]. SKLB1002 was demonstrated to inhibit zebrafish angio-
genesis and the growth of xenografted tumors [38].
Nanotechnology has also been tested in zebrafish for drug
delivery applications. Cheng et al. developed carbon nano-
tubes to deliver anti-angiogenic agents and used zebrafish to
assess the biodistribution, biocompatibility and efficacy of
these agents in embryo models of angiogenesis and tumor
xenograft neovascularization [39]. Similarly, Gou et al. used
zebrafish and mice to test the efficacy of biodegradable poly-
meric nanoparticles loaded with curcumin, an anti-cancer
www.drugdiscoverytoday.com e87
Drug Discovery Today: Technologies | Model organisms as in vivo screens for promising therapeutic compounds Vol. 10, No. 1 2013
agent found in the spice turmeric [40]. Nano-therapeutics
opens up possibilities for the improved delivery of drugs with
poor water solubility (such as curcumin) and targeted cell or
tissue-specific delivery among many other applications [41].
Nanotechnology has great potential and further implemen-
tation of zebrafish into the screening process will rapidly
accelerate its application to drug development.
Conclusion
Chemical genetic screening in live zebrafish embryos repre-
sents a technological advancement in developmental biology
as well as in the drug discovery industry. In contrast to
traditional in vitro cell culture-based screening, the zebrafish
provides a whole vertebrate system for drug discovery that
combines the biological complexity of in vivo models with the
capability of high-throughput screening. As this is performed
in vivo, drug toxicity can be evaluated at the same time as drug
efficacy (including those attributes of drug metabolites),
allowing for a higher success rate compared to in vitro drug
screens.
Many transgenic or mutant zebrafish models have been
developed for cancer research that either recapitulate human
cancers or its critical processes, such as angiogenesis and
metastasis. These models can be used to screen compounds
for the development of anti-cancer drugs. The increasing
popularity of zebrafish screening has led to the development
of numerous technologies to improve zebrafish handling,
imaging and data processing. The transparency and small
size of zebrafish embryos allow ease of light-based imaging.
Stereo- and confocal microscopies have been widely used in
zebrafish studies. However, several additional imaging mod-
alities, such as microCT, microMRI and ultrasound are also
available as complementary methods.
Novel automation technologies have been developed to
improve the speed and precision of the slow, labor-intensive
steps of the screening processes. These include zebrafish
embryo sorting and dispensing, automated microinjection,
liquid handling and drug dosing, image acquisition and
analysis. Fully automated HTS platforms represent the pin-
nacle of efficiency for drug screening. While they have not yet
been applied for anti-cancer drug discovery, the technologi-
cal foundation is now laid out.
Many compound libraries have been screened in zebrafish
models, leading to the identification of compounds targeting
cancer cells, its metastasis, molecular pathways or cancer
angiogenesis. Efficacy of some lead compounds has been
confirmed in mouse and other models and it is expected that
clinical trials will be initiated for several compounds.
Systematic investigation of potential cancer therapeutics
using zebrafish in a coordinated joint research effort will
further improve the efficiency of anti-cancer drug discovery.
This initiative is already underway in Europe in a consortium
titled ZF-CANCER [42]. Considering the potential of zebrafish
e88 www.drugdiscoverytoday.com
screening and the tools developed to improve its execution,
we envision a promising future for zebrafish pharmacoge-
nomic research in the drug development industry.
Acknowledgement
We would like to thank Mr. David Spillane for critical reading
of the paper. This work is supported by grants from Heart and
Stroke Foundation of Ontario (X.Y.W.) and Canada Founda-
tion for Innovation (X.Y.W.).
References and recommended reading
Papers of particular interest, published within the period of
review, have been highlighted as:
� of special interest
�� of outstanding interest
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