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In This Article

  • Summary
  • Abstract
  • Introduction
  • Protocol
  • Results
  • Discussion
  • Disclosures
  • Acknowledgements
  • Materials
  • References
  • Reprints and Permissions

Summary

Zebrafish were recently used as an in vivo model system to study DNA replication timing during development. Here is detailed the protocols for using zebrafish embryos to profile replication timing. This protocol can be easily adapted to study replication timing in mutants, individual cell types, disease models, and other species.

Abstract

DNA replication timing is an important cellular characteristic, exhibiting significant relationships with chromatin structure, transcription, and DNA mutation rates. Changes in replication timing occur during development and in cancer, but the role replication timing plays in development and disease is not known. Zebrafish were recently established as an in vivo model system to study replication timing. Here is detailed the protocols for using the zebrafish to determine DNA replication timing. After sorting cells from embryos and adult zebrafish, high-resolution genome-wide DNA replication timing patterns can be constructed by determining changes in DNA copy number through analysis of next generation sequencing data. The zebrafish model system allows for evaluation of the replication timing changes that occur in vivo throughout development, and can also be used to assess changes in individual cell types, disease models, or mutant lines. These methods will enable studies investigating the mechanisms and determinants of replication timing establishment and maintenance during development, the role replication timing plays in mutations and tumorigenesis, and the effects of perturbing replication timing on development and disease.

Introduction

For cells to successfully divide, they must first accurately and faithfully replicate their entire genome. Genome duplication occurs in a reproducible pattern, known as the DNA replication timing program1. DNA replication timing is correlated with chromatin organization, epigenetic marks, and gene expression2,3. Changes in replication timing occur throughout development, and are significantly related to transcriptional programs and alterations to chromatin marks and organization4,5. Furthermore, replication timing is correlated with mutational frequencies, and changes in timing are observed in various types of cancer6,7,8. Despite these observations, the mechanisms and determinants of replication timing establishment and regulation are still largely unknown, and the role it plays in development and disease is undetermined. In addition, until recently the genome-wide replication timing changes that occur throughout vertebrate development had only been examined in cell culture models.

Zebrafish, Danio rerio, are well suited to study replication timing in vivo during development, as a single mating pair can yield of hundreds of embryos that develop rapidly with many similarities to mammalian development9,10. Furthermore, throughout zebrafish development, there are changes to the cell cycle, chromatin organization, and transcriptional programs that share relationships with DNA replication timing11. Zebrafish are also an excellent genetic model, as they are particularly amenable to manipulation by transgenesis, mutagenesis, and targeted mutations, and genetic screens have identified many genes required for vertebrate development12. Therefore, zebrafish can be used to identify genes involved in replication timing establishment and maintenance and to observe the effects of deregulating replication timing on vertebrate development. Transgenic lines can also be used to assess replication timing from individual cell types isolated at different developmental timepoints or in disease conditions. Importantly, there are various zebrafish models of human disease that can be used to investigate the role of replication timing in disease formation and progression9,13,14.

Recently, the first replication timing profiles were generated from zebrafish, establishing it as a model system to study replication timing in vivo15. To accomplish this, cells were collected from zebrafish embryos at multiple stages of development and in a cell type isolated from adult zebrafish. Cells were then sorted by FACS (fluorescence-activated cell sorting) based on DNA content to isolate G1 and S phase populations. Using the G1 sample as a copy number control, copy number variations in S phase populations were determined and used to infer relative replication timing16. Changes in replication timing can then be directly compared between different developmental samples and cell types and this was used to determine changes in replication timing that occur in vivo throughout vertebrate development. This method offers several advantages over other genomic methods, chiefly that it does not require labeling with thymidine analogs or immunoprecipitation of DNA4,6.

Here is detailed the protocols to profile genome-wide DNA replication timing at high-resolution in zebrafish. These protocols have been used to determine relationships with genomic and epigenetic features in the zebrafish genome, as well as profiling changes in these relationships that occur throughout development. These protocols are also easily adapted to study changes in replication timing in mutant strains of zebrafish and in disease models. Additionally, these methods provide a foundation that can be expanded upon to study replication timing in specific cell types, by first sorting out the individual cell types from the zebrafish. The zebrafish can serve as an excellent in vivo model system to study replication timing and to ultimately reveal the biological functions of this important epigenetic trait.

Protocol

All animals were handled in strict accordance with protocols approved by the Oklahoma Medical Research Foundation Institutional Animal Care and Use Committee.

1. Setting up adult zebrafish for breeding

  1. Use a large cohort of adult male and female zebrafish of a single strain for breeding. There are small differences in the genetic makeup of zebrafish of even a single strain, use a large cohort to ensure results are representative of the genetic variability of the population and not restricted to a small subset of the population.
  2. The night before embryos will be collected, place dozens of breeding adults into breeding tanks, use approximately equal numbers of males and females. Depending on the experiment, use one of the following breeding strategies.
    1. Breeding strategy 1: Place a few male and female zebrafish in individual breeding tanks, separate the males from the females with a divider. If this approach is used, setup many different breeding tanks and pool the embryos from each to ensure the biological variability is representative of the population.
    2. Breeding strategy 2: Combine dozens of male and female zebrafish in a large breeding tank. Use this strategy as long as there are a sufficiently large number of embryos, it is reasonable to assume they came from a variety of founders and are therefore genetically representative of the population.

2. Timed matings - collecting, sorting, and housing zebrafish embryos for experiments

  1. Perform timed matings, beginning as soon as the light cycles being in the morning. Discard any embryos generated overnight.
  2. Allow fish to breed in shallow water (3-5 cm) for a period of 10 min, with a false bottom for embryos to escape through.
  3. After 10 min, collect embryos by pouring through a strainer and rinsing into a 10-cm plate with a wash bottle. Pool all embryos collected at the same time point, mark them with time of collection, and place immediately in an incubator at 28.5 °C.
  4. Hundreds of embryos can be expected from a single mating pair in a day. Allow adults to breed in 10 min cycles until the number of embryos obtained is less than twenty.
  5. Approximately 1-1.5 h after collection, sort embryos to remove dead and unfertilized embryos. To sort embryos, remove from incubator and observe under a dissecting microscope.
    1. Count embryos and place at a density of 100 embryos per 10 cm plate.
    2. Add fresh E3 medium (5 mM NaCl, 0.17 mM KCl, 0.33 mM CaCl2, 0.33 mM MgSO4) and return embryos to the 28.5 °C incubator.

3. Dechorionate, deyolk, and fix zebrafish embryos

NOTE: This section of the protocol is designed for embryos prior to 48 h post fertilization (hpf). There is no need to remove the chorions of embryos at later stages of development (after 48 hpf), as they often naturally fall off. There is no need to deyolk or remove the chorions of fish older the 5 days post fertilization (dpf).

  1. When embryos reach desired developmental age, verify appropriate stage of development morphologically under a light microscope according to "Stages of Embryonic Development of the Zebrafish"17.
  2. Transfer up to 1500 staged embryos to a 15-mL conical tube and wash several times with E3.
    1. Add 1 mL of E3 and 20 µL of Pronase solution (30 mg/mL) for every 100 embryos and gently swirl. Up to 1500 embryos can be dechorionated in a single tube with 15 mL of E3.
    2. Lay tube on its side and arrange embryos in an even layer to ensure maximum surface to volume ratio. Gently agitate tube every 2-3 min until all chorions have fallen off of the embryos. The total dechorionation time will vary depending on the Pronase activity.
  3. Remove supernatant and gently rinse embryos 3 times with 10 mL of E3. Place embryos on ice for the remainder of this section of the protocol.
  4. Remove E3 and wash embryos with freshly prepared ice-cold deyolking buffer (0.5x Ginzburg Fish Ringer's solution, without calcium: 55 mM NaCl, 1.8 mM KCl, 1.25 mM NaHCO3).
    1. Add 1 mL of ice-cold deyolking buffer for up to 500 embryos.
    2. Using a P1000, gently pipette embryos up and down 5-10 times to disrupt yolk sack.
    3. Transfer 1 mL to a 1.5 mL microfuge tube and centrifuge at 4 °C and 500 x g for 5 min.
  5. Remove supernatant and wash pellet with 1 mL of ice-cold 1x PBS (phosphate buffered saline, pH 7.0) to remove Ringer's solution. Centrifuge at 4 °C and 500 x g for 5 min.
  6. Carefully remove supernatant and resuspend cells in 1 mL of 1x PBS. Place tube on ice.
  7. Add 3 mL of ice-cold ethanol (EtOH) to a 15-mL conical tube. Vortex tube of EtOH gently on low setting.
    1. Using a P1000, slowly (1 drop per second) drip zebrafish embryo cell suspension into EtOH while vortexing gently.
    2. Add a total of 1 mL of the embryo cell suspension, for a final fixation solution of 75% EtOH.
  8. After 1 mL of cell suspension has been added, gently swirl tube to mix and place at -20 °C for at least 1 h. It is recommended to place the tubes on their side to ensure maximum surface to volume ratio and reduce the number of embryos and cells that stick together. Store embryo cells at -20 °C for 2-3 weeks.

4. Staining DNA and FACS sorting embryos

NOTE: This section of the protocol is designed for embryos at 1 dpf.

  1. Remove EtOH-fixed embryo cells from -20 °C and centrifuge at 4 °C 1500 x g for 5 min.
    1. Place tube on ice and carefully remove supernatant. Using a P1000, gently resuspend cells in 1 mL of freshly prepared cold PBS-BSA (1x PBS, 1% bovine serum albumin).
    2. Centrifuge cells at 4 °C and 1500 x g for 5 min and place on ice.
  2. Remove supernatant and resuspend cells in propidium iodide (PI) staining solution (50 µg/mL PI, 100 µg/mL RNase A, PBS, pH 7.0), using 200 µL for every 1000 embryos.
    1. Allow cells to incubate in PI solution for 30 min on ice, gently mixing every 5 min.
    2. Place a 40 µm nylon cell strainer on a 50-mL conical tube on ice. Gently pipette cells to mix and filter through the mesh.
      NOTE: If multiple tubes of embryos from the same timepoint were collected in section 3 of the protocol, combine these embryos at this point so that they are all sorted together.
    3. Using the flat inside end of a syringe plunger, gently disrupt any remaining clumps of cells on the mesh.
    4. Rinse cells through the filter with 500 µL of cold PBS-BSA for every 1000 embryos.
    5. Place a 40-µm mesh over a 15-mL conical tube on ice and filter the cell suspension from the 50-mL conical tube a second time into the 15-mL tube.
  3. Using an appropriate cell sorting instrument, set the laser excitation to 561-nm and emission detection to 610/20 to detect propidium iodide.
    1. Mix 15 mL tube of stained cells briefly by vortexing and place in instrument at 4 °C.
    2. Run cells at a slow flow rate, ideally 1.0 mL/min, in order to obtain a clean cell cycle profile and avoid mixing G1 or G2/M cells with the S phase population.
    3. First, gate for FSC-A x SSC-A (forward scatter area by side scatter area) to remove debris (Figure 1A).
      NOTE: Cells from the embryos can be varying sizes depending on the stage and cell type. The neutral density (ND) filter may need to be switched between 1.0 and 1.5 depending on the size of cells present. Gate a large area to collect most cells and remove debris.
    4. Second, gate for SSC-area (SSC-A) by PI-area (PI-A), to remove debris and cell doublets (Figure 1B).
    5. Third, gate for SSC-A by SSC-W (width) to remove any remaining cell doublets (Figure 1C).
  4. Display the gated populations on a histogram with cell number (count) on the y-axis and propidium iodide area (PI-A) on the x-axis. For 24 hpf embryos, this should give a stereotypical cell cycle profile as in Figure 1D.
    1. To sort the S phase population, set the gate from the right side of the G1 peak to the left side of the G2 peak, including only a minimal amount of the G1 and G2 populations. For 24 hpf embryos, this will typically comprise about 10-15% of the gated population (see Figure 1D).
    2. To sort the G1 population, set the gate on the left side of the G1 peak, not to pass the top of the peak. Adjust the width of the G1 gate as narrow as possible (see Figure 1D).
    3. Back gate the G1 and S phase populations to ensure proper initial gating (Figure 1E).
  5. Sort the G1 and S phase populations into 15 mL conical tubes with 3 mL of PBS-BSA. The goal should be to obtain between 500,000 and 1 million or more sorted cells per fraction (G1 and S phase).
  6. After sorting is complete, centrifuge tubes at 1500 x g and 4 °C for 10 min.
    NOTE: The small cell pellet will be difficult to see and it is important to avoid disrupting it, so use preferably a swinging bucket rotor over a fixed-angle rotor.
  7. Carefully remove supernatant and resuspend pellet with 1 mL of 1x PBS. Transfer cells to a 1.5 mL microfuge tube and centrifuge at 6,000 x g and 4 °C for 5 min.
  8. Carefully remove all liquid from tube and freeze dry pellet at -20 °C. Store the pellet at -20 °C for 2-3 weeks.

5. DNA isolation, RNase treatment, and DNA purification

  1. Remove cell pellet from -20 °C and place on ice.
    1. Add 400 µL of SDS buffer (50 mM Tris-HCl (pH 8.0), 10 mM EDTA, 1 M NaCl, 0.5% SDS) to pellet and resuspend.
    2. Add proteinase K to a final concentration of 0.2 mg/mL and mix by vortexing briefly.
    3. Incubate samples at 56 °C for 2 h, vortex every 15 min.
  2. After 2 h, perform phenol-chloroform extraction by adding 400 µL of phenol-chloroform (Phenol:Chloroform:Isoamyl Alcohol 25:24:1, saturated with 10 mM Tris, pH 8.0, 1mM EDTA).
    1. Vortex for 20 s and centrifuge sample at 16,000 x g for 5 min to separate phases.
    2. Carefully remove the upper aqueous phase (400 µL) and transfer to a 1.5 mL tube.
  3. Perform EtOH precipitation by adding 40 µL of 3M sodium acetate (pH 5.2), 2 µL of glycogen, and 1 mL of EtOH.
    1. Vortex to mix thoroughly and place at -20 °C overnight to precipitate DNA. Sample can also be precipitated at -80 °C or on dry ice for 1 h.
    2. Centrifuge sample at 4 °C and 16,000 x g for 30 min to pellet DNA.
    3. Discard supernatant and wash pellet with 1 mL 70% EtOH. Centrifuge at 4 °C and 16,000 x g for 5 min.
    4. Discard supernatant and air-dry pellet at ambient temperature for 2-3 min.
  4. Dissolve pellet in 96 µL of autoclaved water, and add 4 µL of RNase A (2 mg/mL).
    1. Mix well by vortexing and incubate at 37 °C for 1 h.
  5. Perform phenol-chloroform extraction by adding 100 µL of phenol-chloroform and following procedure in steps 5.2.1 - 5.2.2.
  6. Perform EtOH precipitation by adding 10 µL of 3M sodium acetate, 1 µL glycogen, and 250 µL of EtOH and following the procedure in steps 5.3.1 - 5.3.5.
  7. Resuspend pellet in 60 µL of TE buffer (10 mM Tris-HCl (pH 8.0), 10 mM EDTA (pH8.0)) and determine DNA concentration using a quantitative fluorescence-based method. Store DNA at -20 °C.
    NOTE: It is important to quantify DNA using fluorescence-based DNA binding dyes, or other means more reliable than UV spectrometer-based methods.

6. Preparation of DNA libraries and next generation sequencing

NOTE: A G1 copy number reference sample for each biological source is required for each sequencing run (i.e. WT, mutant, transgenic, cell line, etc). Compare all S phase samples from the same biological source in the same sequencing run to the same G1 reference. Run at least two biological replicates of each sample to ensure consistency between samples.

  1. Dilute 1 µg of DNA to a final volume of 50 µL and transfer to a specialized tube for sonication.
  2. Shear genomic DNA for a target of 250-300 bp in a focused ultrasonicator, according to manufacturer's specifications and protocol.
  3. Verify quality and size of sheared genomic DNA using an automated electrophoresis machine, according to manufacturer's specifications and protocol. Ensure there is a large peak of ~250-300 bp for the sheared genomic DNA.
  4. Prepare sequencing libraries using a DNA library preparation kit with multiplex oligos for sequencing on Illumina platform, according to manufacturer's protocol.
  5. Verify quality of library prep using automated electrophoresis machine, according to manufacturer's protocol. Ensure there is a large peak of ~400-450 bp, and there are minimal peaks for primer dimers (80-85 bp) and adapter dimers (~120 bp).
  6. Quantify libraries using a DNA library quantification kit for next-generation DNA sequencing, according to manufacturer's protocol.
  7. Dilute 15 µL of library to a concentration of 5 nM and combine multiplexed libraries as required to achieve desired uniquely mapping read counts per sample.
    NOTE: The number of uniquely mapping reads per sample will determine the resolution. Use as few as 5 million mapped reads to assess replication timing for the zebrafish genome. It is recommended to start with 10-20 million reads.
  8. Perform paired-end 100 bp whole genome DNA sequencing of samples on a next generation sequencing platform, according to manufacturer's instructions.

7. Analysis of sequencing data

NOTE: The instructions in this section are intended as a guideline for analysis. Use additional methods for sequencing alignment, filtering, processing, etc. This section of the protocol will deal with the preferred method of analysis in this work. If additional methods are used, adjust the parameters and functions to suit those purposes. The commands below are entered in Ubutnu or Mac terminal, with the appropriate packages installed.

  1. Obtain the most recent versions of the zebrafish genome (danRer10, as of when this protocol was written) from UCSC genome browser using the following commands:
    wget ftp://hgdownload.cse.ucsc.edu/goldenPath/danRer10/bigZips/danRer10.fa.gz-O danRer10.fa.gz
    1. Uncompress the fa.gz file with the following command:
      gunzip danRer10.fa.gz
    2. Align sequencing data to genome using BWA-mem using the following commands:
      bwa mem -t 8 danRer10.fa read_1.fastq read_2.fastq > output.sam
  2. Convert .sam file to .bam file using samtools with the following command:
    samtools view -bS input.sam > output.bam
    1. Sort the aligned sequencing files using samtools with the following command:
      samtools sort output.bam > output_sorted.bam
    2. Index the .bam file using samtools with the following command:
      samtools index output.bam
  3. Mark PCR duplicates with Picard using the following commands:
    java -Xmx2g -jar picard.jar MarkDuplicates \
    INPUT=input.bam
    OUTPUT=output.bam
    REMOVE_DUPLICATES=false
    METRICS_FILE=output_metrics.txt
  4. Generate text (.txt) files of reads for each chromosome using the following command:
    for i in {1.25}; do CHROM="chr"$i; echo $CHROM; samtools view input.bam $CHROM | cut -f 2,4,5,7,8,9 > readsChr${i}.txt; done
    NOTE: The columns in the resulting .txt file are Flag, Location, mapQ, pair chr, pair location, and fragment size, respectively.
  5. Read .txt files into Matlab (or any other similar software) using the textscan function.
    1. Filter out low mapping quality reads by setting a mapQ threshold of 30.
    2. Remove reads with flags for not primary alignment, PCR duplicates, or pair mapping to a different chromosome.
    3. Filter out any reads with their pair beyond a distance threshold of 2000 bp.
    4. Evaluate statistics of resulting reads to determine number of read statistics, coverage, insert size, and quality (Figure 2).
  6. Determine read coverage in 100 bp fixed windows for each sample by counting the number of reads in 100 bp intervals across the length of each chromosome.
    1. Calculate the median read count for all windows.
    2. Filter out regions of high coverage by removing windows greater than 5 standard deviations from the median.
  7. Define regions for analysis in the G1 reference samples by finding segments along each chromosome with 200 reads using sliding windows.
    1. Determine read depth in each S phase sample by counting the number of S phase reads in the 200-read count windows defined for the accompanying G1 reference.
  8. Smooth the raw data using the csaps function in the software, with an interpolation factor (p) of 10-16.
  9. Normalize smoothed data to z-score with a mean of 0 and standard deviation of 1.

Results

Using published replication timing data, representative replication timing profiles and quality control measures are provided15. The initial steps of processing involve aligning the sequencing data to the genome, calculating read length and genome coverage statistics, and filtering low quality, unpaired, and PCR duplicate reads. Read statistics for a typical zebrafish sequencing sample are shown in Figure 2. After filtering, read count...

Discussion

Zebrafish provide a new and unique in vivo model system to study DNA replication timing. When timed matings are performed as detailed in this experimental protocol, thousands of embryos can be collected in a single day for experiments. These embryos develop synchronously through precisely timed and distinctly characterized stages of development. Zebrafish can be easily and accurately staged by morphology using a stereomicroscope, as zebrafish embryos develop externally and are optically clear. This protocol deta...

Disclosures

The authors have nothing to disclose.

Acknowledgements

This work was supported by National Institute of General Medical Sciences of the National Institutes of Health through grants 5P20GM103636-02 (including Flow Cytometry core support) and 1R01GM121703, as well as awards from the Oklahoma Center for Adult Stem Cell Research.

Materials

NameCompanyCatalog NumberComments
NaClFisher ScientificBP358-10
KClFisher ScientificP217-500
CaCl2Fisher ScientificC79-500
MgSO4EMD MilliporeMMX00701
NaHCO3Fisher ScientificBP328-500
PronaseSigma10165921001protease solution
Phosphate buffered saline (PBS)SigmaD1408
Ethanol (EtOH)KOPTECV1016
Bovine serum albumin (BSA)SigmaA9647-100G
Propidium Iodide (PI)InvitrogenP3566
Tris-HClFisher ScientificBP153-500
EDTASigmaE9844
SDSSanta Cruzsc-24950
Proteinase KNEBP8107S
Phenol:ChloroformSigmaP3803-100ML
Sodium acetateJ.T.Baker3470
GlycogenAmbionAM9510
RNase AThermo ScientificEN0531
Quanit-iTInvitrogenQ33130Reagents for fluorescence-based DNA quantification
Covaris AFA microTUBECovaris520045specialized tube for sonication
Covaris E220 SonicatorCovarisE220focused ultrasonicator
Agilent 4200 TapestationAgilentG2991AAautomated electrophoresis machine
D1000 ScreenTapeAgilent5067-5582Reagents for automated electrophoresis machine
NEBNext Ultra DNA Library Prep Kit for IlluminaNEBCat#E7370LDNA library preparation kit
NEBNext Multiplex Oligos Kit for Illumina (Index Primers Set 1)NEBCat#E7335Smultiplex oligos for DNA library preparation kit
NEBNext Multiplex Oligos Kit for Illumina (Index Primers Set 2)NEBCat#E7500Sadditional multiplex oligos for DNA library preparation kit
NEBNext Library Quant Kit for IlluminaNEBE7630Lquantification kit for library preparation
Agencourt AMPure XP beadsBeckman CoulterA63882magnetic beads
Illumina HiSeq 2500IlluminaSY–401–2501next generation DNA sequencing platform
40 µm Falcon Nylon Cell StrainerFisher Scientific08-771-1
VWR Disposable Petri Dish 100 x 25 mmVWR89107-632
6.0 mL Syringe for Nichiryo Model 8100VWR89078-446
Posi-Click Tubes, 1.7 mL, Natural ColorDenville ScientificC2170 (1001002)Dnase/Rnase free
Vortex Genie 2Scientific IndustriesSI-0236
Wash BottlesVWR16650-022Low-Density Polyethylene, Wide Mouth
StrainerVWR470092-4406.9 cm, fine mesh
Corssing tankAquaneeringZHCT100individual breeding tank
iSpawnTechniplastN/Alarge breeding tank
FACSAria IIBD biosciencesN/Acell sorting machine
Wild M5a steromicroscopeWild HeerbruggN/Adissecting microscope
Qubit 3 FluorometerThermo ScientificQ33216quantitative fluorescence-based method for determining DNA concentration
MatlabMathworksversion 2017a
Matlab Statistics ToolboxMathworksversion 11.1
Matlab Curve Fitting ToolboxMathworksversion 3.5.5

References

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  2. Pope, B. D., et al. Topologically associating domains are stable units of replication-timing regulation. Nature. 515 (7527), 402-405 (2014).
  3. Rivera-Mulia, J. C., et al. Dynamic changes in replication timing and gene expression during lineage specification of human pluripotent stem cells. Genome Res. 25 (8), 1091-1103 (2015).
  4. Hiratani, I., et al. Global reorganization of replication domains during embryonic stem cell differentiation. PLoS Biol. 6 (10), e245 (2008).
  5. Hiratani, I., et al. Genome-wide dynamics of replication timing revealed by in vitro models of mouse embryogenesis. Genome Res. 20 (2), 155-169 (2010).
  6. Koren, A., et al. Differential relationship of DNA replication timing to different forms of human mutation and variation. Am J Hum Genet. 91 (6), 1033-1040 (2012).
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  11. Siefert, J. C., Clowdus, E. A., Sansam, C. L. Cell cycle control in the early embryonic development of aquatic animal species. Comp Biochem Physiol C Toxicol Pharmacol. 178, 8-15 (2015).
  12. Hill, A. J., Teraoka, H., Heideman, W., Peterson, R. E. Zebrafish as a model vertebrate for investigating chemical toxicity. Toxicol Sci. 86 (1), 6-19 (2005).
  13. Dooley, K., Zon, L. I. Zebrafish: a model system for the study of human disease. Curr Opin Genet Dev. 10 (3), 252-256 (2000).
  14. Santoriello, C., Zon, L. I. Hooked! Modeling human disease in zebrafish. J Clin Invest. 122 (7), 2337-2343 (2012).
  15. Siefert, J. C., Georgescu, C., Wren, J. D., Koren, A., Sansam, C. L. DNA replication timing during development anticipates transcriptional programs and parallels enhancer activation. Genome Res. 27 (8), 1406-1416 (2017).
  16. Koren, A., et al. Genetic variation in human DNA replication timing. Cell. 159 (5), 1015-1026 (2014).
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