1. From Cellular to Molecular –
New Assays for miRNA Research
Samuel J. Rulli, Jr. Ph.D.
Samuel.Rulli@Qiagen.com
Sample & Assay Technologies
2. From Cellular to Molecular –
New Assays for miRNA Research
Samuel J. Rulli, Jr. Ph.D.
Samuel.Rulli@Qiagen.com
Questions, Comments, Concerns?
US Applications Support
888-503-3187
̣
Questions, Comments, Concerns?
Global Applications Support
SABio@qiagen.com
support@sabiosciences.com
Sample & Assay Technologies
4. What Is Micro RNA?
RISC
Target mRNA
5’
CDS
3’
3’
5’
miRNA
Seed region
Endogenously expressed small functional RNAs (~ 21nt -24 nt)
Regulate mRNA expression post-transcriptionally
Involves the formation of RISC (RNA induced Silencing Complex)
Translational Repression and or mRNA degradation
Only partial sequence complementarity required
A given miRNA can regulate multiple mRNAs
A given mRNA can be regulated by multiple miRNAs
Another layer of complexity for regulating gene expression
Aberrant expression of miRNAs is associated with many diseases
e.g. Many different Cancers
-4-
Sample & Assay Technologies
5. Canonical pathway of microRNA biogenesis
Transcribed by RNA Polymerase II as
a long primary transcript (pri-miRNAs),
which may contain more than one miRNA.
In the nucleus, Pri-miRNAs are processed to
hairpin-like pre-miRNAs by RNAse III-like
enzyme Drosha
Pre-miRNAs are then exported to the
Cytosol by Exportin 5
In the cytosol RNAse III-like Dicer processes
these precursors to mature miRNAs
These miRNAs are incorporated in RISC
miRNAs with high homology to the target
mRNA lead to mRNA cleavage
miRNAs with imperfect base pairing to the
target mRNA lead to translational repression
and/or mRNA degradation
-5-
Sample & Assay Technologies
6. miRNA genomic structure
Intergenic miRNA genes: either monocistronic or polycistronic with a common promoter
Intronic miRNA genes: present in the introns of protein coding or noncoding genes, can
also be in clusters, transcribed by the host gene promoter
Exonic miRNAs genes: rare and often overlap an exon and an intron of a noncoding gene
miRNAs can be transcribed from the negative strand within or near a protein coding gene
-6-
Sample & Assay Technologies
7. Multiple loci can generate the same mature miRNA
But are under different regulatory control
Stem Loop
CHR
Overlapping transcripts
CHR: Coordinates (GRCh37)
1302-1
12
intergenic
12: 113132839-113132981 [-]
1302-3
2
intergenic
2: 114340536-114340673 [-]
1302-7
8
intergenic
8: 142867603-142867674 [-]
1302-10
15
intergenic
15: 102500662-102500799 [-]
1302-11
19
intergenic
19: 71973-72110 [+]
1302-2
1
intronic
Non protein coding
1: 30366-30503 [+] sense
1302-4
2
intronic
Non protein coding
2: 208133999-208134148 [-]
1302-9
9
Non protein coding
9: 30144-30281 [+]; Sense
1302-5
20
intronic
Protein coding/FAM65C; intron4
1302-6
7
intronic
Protein coding/HDAC9; intron 1
1302-8
9
intronic
Protein coding/ch9orf174
20: 49231173-49231322 [-]; Sense
7: 18166843-18166932 [-] ; Antisense
9: 100125836-100125963 [-];
Antisense
Mature-miR-1302: UUGGGACAUACUUAUGCUAAA
www.mirbase.org
-7-
Sample & Assay Technologies
8. A growing picture of miRNA dysregulation in cancer pathways
In the last 5 years, a substantial number of studies have associated
various miRNAs with cell proliferation, resistance to apoptosis, differentiation,
immunity and cancer initiation, progression and metastasis.
.
.
For example:
.
Deletions of miRNA-regulated genes have been detected in more than 65%
of chronic lymphocytic leukemia cases, in 50% of mantle-cell lymphomas, in
16% to 40% of multiple myelomas, and in 60% of prostate cancers.
Other miRNA abnormalities have been reported in a wide variety of
Human neoplasms, including other hematologic malignancies such as
promyelocytic leukemia
Benign tumors such as leiomyoma and pituitary adenoma
Multiple types of carcinomas, including pancreatic, esophageal,
thyroid, lung, and breast
Neuroblastomas and glioblastomas
-8-
Sample & Assay Technologies
9. Why Analyze miRNA?
Easy to profile entire miRNome with only ~1000 miRNAs
.
Complexity of miRNA/mRNA interaction makes them exciting and
unknown epigenetic mechanism of gene regulation
.
miRNA regulated genes are involved in a variety of biological
processes
Cancer
Development
Immunology
Aging
Heart Diseases
Neurological Diseases
Diabetes
.
miRNAs are promising biomarkers for early disease detection and prognosis
-9-
Sample & Assay Technologies
10. miRNA Analysis: From Cellular to Molecular
Isolation
miRNeasy
miRNA
Studies
Target Identification
Expression
miScript miRNA PCR Arrays
and PCR Assays
SureFIND Transcriptome PCR Arrays
Function
miRNA mimics & inhibitors
Cignal Reporters
- 10 -
Sample & Assay Technologies
11. miRNeasy
Purification of miRNAs
miRNA purification
Cells and tissues
miRNeasy Mini Kit
Cells and tissues (small amounts)
miRNeasy Micro Kit
Cells and tissues, 96-well format
miRNeasy 96 Kit
Formalin-fixed, paraffin-embedded tissues
miRNeasy FFPE Kit
Plasma and serum
miRNeasy Serum/Plasma Kit
Almost any sample source can yield high quality miRNA for miRNA profiling
- 11 -
Sample & Assay Technologies
12. miRNA isolation is simple from any sample
- 12 -
Sample & Assay Technologies
13. miRNA isolation is simple from any sample
Sufficient for miScript
miRNA PCR Arrays
- 13 -
Sample & Assay Technologies
14. miRNA isolation is simple from any sample
Maximize limited
sample amounts to
measure miRNA
and mRNA by PCR
arrays or individual
qPCR Assays
- 14 -
Sample & Assay Technologies
15. miRNA Analysis: From Cellular to Molecular
Isolation
miRNeasy
miRNA
Studies
Target Identification
Expression
miScript miRNA PCR Arrays
and PCR Assays
SureFIND Transcriptome PCR Arrays
Function
miRNA mimics & inhibitors
Cignal Reporters
- 15 -
Sample & Assay Technologies
16. How to Monitor miRNA Expression Levels
Northern Blot
Very low throughput
Very time consuming and complex
Specificity issue
Microarrays
Profile More Sequences
Poor Sensitivity & Dynamic Range, Complicated Protocol
Expensive equipment
Real-Time RT-PCR (qPCR)
Simpler Protocol
Better Sensitivity, Specificity & Reproducibility
No investment in equipment
Profile up to 384 miRNA in a single run (miRNome needs 3x 384 plates)
.
.
.
- 16 -
Sample & Assay Technologies
17. miScript miRNA PCR Array System
miRNeasy miRNA Isolation Kit
.
miScript miRNA 1st Strand cDNA Synthesis Kit
Preferentially reverse transcribe mature miRNA
Built-in external RNA control
One-step reaction
miScript miRNA PCR Arrays and qPCR Primers
Human, mouse, rat: Search miRNA Primers:
http://www.sabiosciences.com/mirna_pcr_assay.php
.
.
-or-
PCR Arrays: Pathways and Genomes
Cancer
Cell Differentiation & Development
Immunopathology
Inflammation
miFinder
Whole Genome (miRNome) – Sanger miRBase V14.0
Serum (or plasma)
Brain Cancer miRNA
Neurological Development & Disease
Optimized miScript SYBR® Green Master Mix
miScript miRNA Data Analysis Excel Template & Web Portal
.
.
- 17 -
Sample & Assay Technologies
18. miScript miRNA PCR Arrays
cDNA Synthesis (miScript II RT KIT)
1 hours
.
Load Plates (Preferably with 8-Channel
Pipettors)
2 minutes
.
Run 40 cycle qPCR Program
2 hours
.
Upload and Analyze Data
15 minutes
.
- 18 -
Sample & Assay Technologies
19. Universal miRNA RT-PCR used by
miScript miRNA PCR Arrays and Assays
Same cDNA preparation can assay ANY miRNA now or in the future (think miRBase 24)
miRNA
Poly(A) Polymerase
AAAAAAAA
NNTTTTTTTT
Universal RT Primer site
Reverse Transcriptase
TTTTTTTT
Real-Time PCR
miRNA-Specific Primer
TTTTTTTT
Universal Primer
- 19 -
Sample & Assay Technologies
20. Performance: Universal RT Advantages
Benefit of universal RT reaction
Simpler setup, without primer interaction issues
Less sample necessary for analyses
Equal RT reaction for each miRNA, to ensure reproducible
expression analysis
.
Comprehensive miRNA coverage
cDNA can be saved for new analyses when additional miRNA
sequences are discovered
.
Similar potential specificity, & additional flexibility for future discveries
- 20 -
Sample & Assay Technologies
21. miScript miRNA PCR Arrays
cDNA Synthesis (miScript II RT KIT)
1 hours
.
Load Plates (Preferably with 8-Channel
Pipettors)
2 minutes
.
Run 40 cycle qPCR Program
2 hours
.
Upload and Analyze Data
15 minutes
.
- 21 -
Sample & Assay Technologies
22. miScript miRNA PCR Arrays
Pathway-Focused: 84 miRNAs + 12 Controls
84 miRNAs
Cel-miR-39
SNORD61; SNORD68; SNORD72
SNORD95; SNORD96A; RNU6-2
miRTC
PPC
Spike in
Control
miScript PCR Controls for
Normalization
RT
Control
PCR
Control
Cel-miR-39
Alternative data normalization using exogenously spiked Syn-cel-miR-39 miScript miRNA Mimic
miScript PCR Controls
Data normalization using the ∆∆CT method of relative quantification
miRNA reverse-transcription control (miRTC)
Assessment of reverse transcription performance
Positive PCR control (PPC)
Assessment of PCR performance
- 22 -
Sample & Assay Technologies
23. miScript miRNA PCR Arrays
Available in 96-well, 384-well, and Rotor-Disc 100 Formats
96-well
384-well
384-well (4 x 96)
Rotor-Disc 100
- 23 -
Sample & Assay Technologies
24. miScript miRNA PCR Arrays
Redefining miRNA expression profiling
Complete miRNome Arrays
Pathway and Disease -Focused Arrays
Human, Mouse, Rat:
miFinder (Dog and Rhesus macaque)
miFinder 384 HC (high content)
Human
Mouse
Rat
Dog
New! Rhesus macaque
Species
Cancer PathwayFinder
Brain Cancer
Breast Cancer
Cancer PathwayFinder
Ovarian Cancer
Prostate Cancer
Assays
Immunopathology
T cell & B cell Activation
Inflammatory Response & Autoimmunity
Neurological Development & Disease
(miRBase V16)
Human
1066
Mouse
940
Rat
653
Dog
277
Rhesus macaque
469 (V18)
Cell Differentiation & Development (Stem
Cell)
Serum & Plasma
Fully customizable!
- 24 -
Sample & Assay Technologies
25. miScript miRNA PCR Arrays
cDNA Synthesis (miScript II RT KIT)
1 hours
.
Load Plates (Preferably with 8-Channel
Pipettors)
2 minutes
.
Run 40 cycle qPCR Program
2 hours
.
Upload and Analyze Data
15 minutes
.
- 25 -
Sample & Assay Technologies
26. miScript miRNA PCR Arrays
Compatible with a wide range of instruments
96-Well: 7000, 7300, 7500, 7700, 7900HT, ViiA 7
FAST 96-Well: 7500, 7900HT, Step One Plus, ViiA 7
FAST 384-Well: 7900HT, ViiA 7
iCycler, MyiQ, MyiQ2, iQ5, CFX96, CFX384
Opticon, Opticon 2, Chromo 4
Mastercycler ep realplex 2/2S/4/4S
LightCycler 480
Mx3000p, Mx3005p, Mx4000p
TP-800
RotorGene Q
- 26 -
Sample & Assay Technologies
27. miScript miRNA PCR Arrays
cDNA Synthesis (miScript II RT KIT)
1 hours
.
Load Plates (Preferably with 8-Channel
Pipettors)
2 minutes
.
Run 40 cycle qPCR Program
2 hours
.
Upload and Analyze Data
15 minutes
.
- 27 -
Sample & Assay Technologies
34. Application Examples
Cancer
Identify miRNA biomarkers
Development & Differentiation
Regulation of Cell Type by miRNAs
Genome-Wide Discovery
Profile downstream miRNA expression
- 34 -
Sample & Assay Technologies
35. Application Data:
Which Cancer-related miRNAs are expressed in a specific tumor?
Human miScript CancerFinder miRNA PCR Array:
Identified miRNA dysregulated in a Colon Tumor.
- 35 -
Sample & Assay Technologies
36. Application Data: Cell Differentiation & Development
26 Brain-Specific miRNA
20 Muscle-Specific miRNA
Human Cell Differentiation & Development miScript miRNA PCR
Array: Identifies 26 Brain- and 20 Muscle-Specific miRNAs
- 36 -
Sample & Assay Technologies
37. Application Data: Genome-Wide Screening
40
Ct Adeno-p53
35
30
203
551a
25
34a
940
20
15
15
20
25
30
35
40
Ct Control
Human miScript miRNome PCR Array: Identifies Known and
Novel miRNA Targets of the p53 Signaling Pathway
- 37 -
Sample & Assay Technologies
38. miRNA expression profiling using FFPE samples
40
One 5 µM FFPE section used per FFPE isolation
RT: 125 ng total RNA, HiSpec Buffer
qPCR: Human miFinder miScript miRNA PCR Array
–
0.5 ng cDNA per well, Human miFinder PCR Array
∆CT (miRTC – PPC) is used to assess reverse transcription
efficiency
32
28
CT Value
RT and qPCR
Normal Lung
36
Each isolation is from a different section
On average, each isolation provided enough total RNA for:
–
Two full human miRNome profiles
–
Ten pathway-focused PCR arrays
24
20
16
12
FFPE Isolation 1
FFPE Isolation 2
8
FFPE Isolation 3
20
∆CT < 7 indicates no inhibition
of reverse-transcription
18
16
1
40
32
10
28
CT Value
12
7 13 19 25 31 37 43 49 55 61 67 73
Lung Tumor
36
14
8
6
24
20
63
T:
61
T:
52
T:
43
T:
T:
41
32
T:
T:
T:
T:
N
:2
N
:1
23
8
21
0
12
12
-2
2
-3
16
-1
4
N
:1
∆CT (miRTC - PPC)
4
FFPE Isolation 1
FFPE Isolation 2
FFPE Isolation 3
4
1
Sample
7 13 19 25 31 37 43 49 55 61 67 73
Human miFinder miRNA Assay
- 38 -
Sample & Assay Technologies
39. miRNA expression profiling using FFPE samples (cont.)
2-∆CT: Tumor vs. Normal
Fold-Regulation: Tumor vs. Normal
14
Log2 Fold-Regulation (Tumor vs. Normal)
2
-∆CT
: Tumor Lung FFPE Tissue
1.E+04
1.E+03
1.E+02
1.E+01
1.E+00
1.E-01
1.E-02
1.E-03
1.E-04
1.E+04
1.E+03
1.E+02
1.E+01
1.E+00
-∆CT
1.E-01
1.E-02
1.E-03
1.E-04
2
: Normal Lung FFPE Tissue
10
6
2
-2
-6
-10
-14
Significant differences exist between the mature miRNA
expression levels of the two tissue types
± 2-fold [red lines] used as a arbitrary cutoff
- 39 -
Sample & Assay Technologies
40. miRNA expression profiling using serum samples
2-∆CT: Breast Cancer vs. Normal
Normal Serum
1.E+01
: Breast Cancer Serum
38
30
26
-∆CT
22
Serum Isolation 1
18
Serum Isolation 2
Serum Isolation 3
1.E-01
1.E-02
miR-34a
1.E-03
1.E-04
1.E-05
1.E+01
200 µl serum
50 µl total RNA 5 µl total RNA, HiSpec Buffer
miFinder miScript miRNA PCR Array
1.E+00
Workflow
-∆CT
1.E-01
2
1.E-02
miRNA
1.E-03
6 11 16 21 26 31 36 41 46 51 56 61
1.E-04
1.E-05
14
1
1.E+00
2
CT Value
34
: Normal Serum
one-half of cDNA used for 96-well
High reproducibility can be achieved using the miRNeasy Supplementary Protocol
Each isolation was from a different normal serum donor
Significant differences exist between the mature miRNA expression levels of the two tissue
types
± 2-fold [red lines] used as a cutoff for significance
- 40 -
Sample & Assay Technologies
41. miRNA Analysis: From Cellular to Molecular
Isolation
miRNeasy
miRNA
Studies
Target Identification
Expression
miScript miRNA PCR Arrays
and PCR Assays
SureFIND Transcriptome PCR Arrays
Function
miRNA mimics & inhibitors
Cignal Reporters
- 41 -
Sample & Assay Technologies
42. Cignal Reporter System: Measure Pathway Activity in Cells
Cignal Reporter Assays enable researchers to monitor transcription factor activation
Flexible system allows monitoring of different reporter assays
(GFP or Luciferase)
Available as single assays or grouped by biology or pathway
Validated assays for high signal to noise ratios
- 42 -
Sample & Assay Technologies
43. What Cignal Reporter Assays Provide
Functionally validated dual-reporter formulation
.
Minimizes variability, increasing the biological relevance of each
experiment
Ready-to-use reporters and controls, coupled with a transient reporter system
Enables simple and rapid analysis of the regulation of 45 signal
transduction pathways
Combination of custom-engineered transcriptional regulatory elements (TREs)
and destabilized, codon-optimized firefly luciferase
Increases the signal to noise ratio and maximizes assay sensitivity and
specificity
- 43 -
Sample & Assay Technologies
44. Cignal Reporter Assays: Complete Solution
How Cignal Reporter Assays Work
Pathway-targeted Transcriptional Regulatory Elements
(TRE), which establish the
pathway specificity of each reporter
TATA
box
Reporter Construct
firefly luciferase
Tandem repeats of
TRE
TF
FL
Upstream Signaling
Events
- 44 -
Sample & Assay Technologies
45. Reporter Design: Dual-Luciferase Assays
The Transcriptional Regulatory Elements
(TREs) are what establish the
pathway specificity of each reporter!
Pathway-targeted transcriptional
regulatory elements (45)
Reporter Construct
TRE
TATA
box
Firefly luciferase
Normalization Construct
CMV
TATA
box
Renilla luciferase
Constitutive transcriptional
regulatory element (1)
- 45 -
Sample & Assay Technologies
47. Cignal Pathway Reporter System Products
Primary cells, stem cells,
and difficult to transfect cell lines
Easy to
transfect cell lines
Endpoint
Assays
Cignal Dual-Luciferase
Reporter Assays
Single Pathway
Assays
10-Pathway
Arrays
Dynamic
Live Cell Assays
Dynamic
Live Cell Assays
Endpoint
Assays
Cignal GFP
Reporter Assays
Cignal Lenti
Luciferase Reporters
Single Pathway
Assays
Single Pathway
Assays
- 47 -
10-Pathway
Arrays
Cignal Lenti
GFP Reporters
Single Pathway
Assays
Sample & Assay Technologies
48. Cignal Reporters: What You Need
Cignal Reporter Assay
Reliable transfection reagent and
protocol (Attractene, HiPerFect)
Biological Test
miRNA mimics & Inhibitors
Detection Instrument and
Luciferase Substrates
- 48 -
Sample & Assay Technologies
49. Solutions for microRNA Function
QIAGEN miRNA Mimics and Inhibitors
For functional analysis of miRNA
QIAGEN Target Protectors
Disrupt Specific miRNA-Target Interactions
- 49 -
Sample & Assay Technologies
50. miRNA Mimics & Inhibitors: How do they work?
Transfection of
Mimics
Transfection of
Inhibitors
RISC
Target
Expression
Level
- 50 -
Sample & Assay Technologies
51. miRNA Mimics & Inhibitors: How do they work?
Transfection of
Mimics
Transfection of
Inhibitors
Mimics
increase
miRNA
activity
RISC
Target
Expression
Level
- 51 -
Sample & Assay Technologies
52. miRNA Mimics & Inhibitors: How do they work?
Transfection of
Mimics
Transfection of
Inhibitors
Inhibitor decrease
miRNA activity
RISC
Target
Expression
Level
- 52 -
Sample & Assay Technologies
53. Application Example: miRNA & Pathway Activity
The let-7 family of miRNAs is widely viewed as playing a role in tumor suppression.
.
Expression of let-7 family members is downregulated in many cancer types and during tumor
progression in comparison to normal tissue.
.
Humans have 10 mature let-7 family sequences (let-7a, 7b, 7c, 7d, 7e, 7f, 7g, 7i, miR-98, and
miR-202)
.
Interestingly, certain let-7 species are also known to be upregulated in some cancer types.
These data on the expression of let-7 in various cancers indicate that individual let-7 family
members can have different activities.
.
Question: Which let-7 family members effect cell cycle progression and
how?
.
- 53 -
Sample & Assay Technologies
54. Cignal Reporters: What You Need
• Cignal Cell Cycle Pathway Reporter
Measures E2F/DP1 Activity
• Transfection of HEK293 cells
• Biological Test
•Let-7 family mimics
• Dual-Luciferase Assay
- 54 -
Sample & Assay Technologies
61. Transcriptome cDNA panels
Transcriptome PCR Arrays are ready-to-use cDNA panels for discovering the
miRNAs, Pathways or Transcription Factors that regulate the expression of any
gene.
.
Each Transcriptome PCR Array is a panel of Transcriptomes or cDNAs:
90 Experimental cDNA samples
4 Vehicle Control cDNA samples
2 PCR Controls (only for SYBR green reactions)
.
Each experimental cDNA sample is derived from cells treated with a different
treatment.
.
- 61 -
Sample & Assay Technologies
63. Materials needed for miRNA discovery
.
.
.
Transcriptome PCR Array (1 for each GOI or HKG)
The Research Also Needs:
qPCR Thermocycler
Micropipettor
qPCR Master Mix
qPCR Assay (either SYBR® green or Probe-based Assays)
Computer with Microsoft Excel for Data Analysis
- 63 -
Sample & Assay Technologies
65. Application Example: miRNA regulation of INPPL1
INPPL1, also known as SHIP2, is a SH2-containing 5'-inositol phosphatase
.
Converts PIP3 to PtdIns(3,4)P2, which negatively regulates PI3K signaling
.
Linked to Carcinogenesis
.
- 65 -
Sample & Assay Technologies
66. Site Predictions for INPPL1
TargetScan
PicTar
miRANDA
miR-10
miR-184
miR-18a
miR-135
miR-205
miR-18b
miR-146
miR-342-3p
miR-184
miR-642
miR-18ab
miR-671-3p
miR-205
miR-27ab
miR-29abc
- 66 -
Sample & Assay Technologies
68. Site Predictions for INPPL1
TargetScan
PicTar
miRANDA
miR-10
miR-184
miR-18a
miR-135
miR-205
miR-18b
miR-146
miR-342-3p
miR-184
miR-642
miR-18ab
miR-671-3p
miR-205
miR-27ab
miR-29abc
- 68 -
Sample & Assay Technologies
69. Compare Results with Research Community
What’s really exciting….
Three new miRNAs that play a role in INPPL1 expression
mir-193b
mir-138
mir-373
- 69 -
Sample & Assay Technologies
70. Now what?............. Suggestions to Validate your “Hits”
miRNA-based Discovery
Perform a miScript miRNA mimic experiment
Identical Gain-Of-Function experiment
Perform a miScript miRNA inhibitor experiment
Loss-of-Function Experiment
Peform a miScript Target Protector experiment
ssRNA that disrupt a specific Target-miRNA interaction
.
- 70 -
Sample & Assay Technologies
71. Summary: miRNA Analysis: From Cellular to Molecular
Isolation
miRNeasy
miRNA
Studies
Target Identification
Expression
miScript miRNA PCR Arrays
and PCR Assays
SureFIND Transcriptome PCR Arrays
Function
miRNA mimics & inhibitors
Cignal Reporters
- 71 -
Sample & Assay Technologies
72. Questions, Comments, Concerns or Suggestions?
*SURVEY?
Answers to your technical and biological questions:
Questions, Comments, Concerns?
US Applications Support
Questions, Comments, Concerns?
Global Applications Support
SABio@qiagen.com
888-503-3187
̣
support@sabiosciences.com
Samuel Rulli
Samuel.Rulli@QIAGEN.com
Copy of slides? Type slides into questions box or fill out survey on exit
Want someone to call you? Type contact me into questions box
Want to try something? Request demos in the questions box
miRneasy isolation; -miScript miRNA Arrays; miRNA mimics/inhibitors;
target protectors; Cignal Reporter assays; etc.
- 72 -
Sample & Assay Technologies