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Sample to Insight
Eric Lader, Ph.D.
Eric.Lader@qiagen.com
Senior Director, Product Development
Total RNA Discovery
For RNA Biomarker Development
Sample to Insight
Supporting Sample to Insight
2
The products describedin this webinar are intended for molecular biology applications.
These products are not intended for the diagnosis, prevention, or treatmentof a disease.
Sample to Insight
Characteristic
presence of antibodies
abnormal bp, blood cells, electrolytes
distinct histological indicators
abnormal liver or kidney function markers
presence of muscle injury protein markers
gene status or gene expression status
3
What is a biomarker?
Methodology
Elisa
blood counts, pressure
microscopy
biofluid assay
biofluid assay
qPCR, NGS, Array, etc.
A characteristic that is objectively measured and evaluated as an
indicator of normal biologic processes, pathogenic processes, or
pharmacologic responses to a therapeutic intervention.
Sample to Insight
4
Nucleic Acid biomarkers
Gateway to Personalized Medicine
• Stable ‘universal’ analyte
• Universal detection technologies
• Single molecule sensitivity and specificity
What is the
prognosis
What is the
right treatment
Monitoring
effectiveness
Recurrence
or progression
What kind of
cancer is it
Predictive BRCA germline mutation
Diagnostic BCR-ABL somatic translocation
Prognostic HER2 somatic amplification
Theranostic CYP26 SNP germline variant
Sample to Insight
5
Noninvasive biomarker
In order to use a biomarker for routine diagnostics, the sample
material must be as easy to obtain as possible.
urine or saliva sample
a drop of blood
blood sample
CSF
surgical biopsy
Evaluation
Minimally
Invasive
invasive
Sample to Insight
Pubmed: gene expression as ‘biomarker’
6
>22,000 peer-reviewed publications on RNA AND biomarker…
“RNABiomarker”
Sample to Insight
RNA in body fluids
7
Exosomes and
Microvesicles
RNA
Ago
Protein-RNA
complexes
 High levels of nucleases present in plasma
 Freely circulating RNA should be rapidly degraded
 Surprisingly, RNA can be detected in serum and plasma
CTC
(in cellular compartment)
Sample to Insight
Exosomes harbor unique subsets of RNA and proteins
8
 Exosomes are small vesicles excreted by all
cells, found in all biofluids
 Exosomes contain stable nucleic acids
(mRNA, microRNA, lncRNA), DNA, and
protein, protected from degradation by a lipid
bilayer
 Contents are specifically packaged,
mechanism of local and distant cellular
communication
 Exosomes can function as remote intercellular
mediators
 Cancer cells shed large numbers of exosomes
which may be critical in disease progression
Sample to Insight
9
Total RNA isolation technologies
miRNeasy family
(total RNA from body fluids or cells)
QIAamp Circulating Nucleic Acid Kit
(larger input volumes of body fluid if required)
exoRNeasy Serum/Plasma Kit
(exosome purification)
Cells CSF Urine
Sample to Insight
miRNeasy Serum/Plasma Kit
10
RNA isolation from cells, serum, plasma, and other biofluids
 Includes synthetic RNA control assay for normalization
 1 µl to 400 µl input volume
 Optimized elution volume (14 µl)
 High-purity RNA suitable for all downstream applications
 Easy, robust procedures
 Automatable protocol
QIAzol Bind Wash Elute
Manual or automated on QIACube
Plasma, Serum, Cells
Sample to Insight
11
exoRNeasy Serum/Plasma Maxi Kit
 Microvesicle isolation
 20 minutes
 RNAisolation
 35 minutes
Separate
Serum/Plasma
Isolate
Exosomes
Isolate
RNA
Sample to Insight
What RNA species are being developed as biomarkers?
12
RNA markers 2000: mRNA
Sample to Insight
13
RNA markers 2000: mRNA
RNA markers 2015: mRNA, miRNA, lncRNA
What RNA species are being developed as biomarkers?
Sample to Insight
Human genome: 90% transcribed, BUT only 2% translated!
14
The “Total RNA Story” is one of complex interaction
of coding and non-coding RNAs with each other, with
proteins, and with the genome.
Sample to Insight
Non-coding RNA: lncRNA
 Long non-coding RNAs (long ncRNAs, lncRNA) are non-
protein coding transcripts longer than 200 nucleotides.
 There are >20,000 lncRNAs in humans. They are inter-genic,
intra-genic, and antisense to traditional mRNA loci.
 Do not contain an open reading frame – (or at least aren't
translated using standard codons).
 May contain a Poly-A or may be absent
 lncRNA expression is generally lower than mRNA. Sensitive
methods such as qPCR are needed for detection &
quantification.
 The important central roles of lncRNA in biology and
pathology are extremely diverse and currently being
elucidated.
Sample to Insight
lncRNAs: Broad functionality leads to diverse biological roles
16
1. Negatively affect expression
2. Positively affect expression
3. Hybridize to pre-mRNAresulting in an
alternatively spliced transcript
4. Hybridization of sense and antisense transcripts
allow Dicer to generate endogenous siRNAs
5. miRNA ‘sponges’
6. The complex of lncRNAand specific protein
partners can modulate the activity of the protein
7. Involved in structural and organizational roles in
the cell
8. Alters protein localization in the cell
9. Affects epigenetic process
 Imprinting
 Cancer and cancer
progression
 Development
 Signaling
Sample to Insight
Non-coding RNA: miRNAs, Master regulators of gene expression
17
 miRNAs are ~21 nucleotide, small non-coding RNAs that are conserved in all eukaryotes and
expressed in all mammalian tissues.
 Changes in miRNA expression can be correlated with gene expression changes in development,
differentiation, signal transduction,infection, aging, and disease.
 Transcribedby RNAPolymerase 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.
 Mature miRNAs are incorporated in RISC.
 miRNA guide RISC to inhibit translation of, destabilize, or
specifically cleave mRNA targets.
 ~1000-3000in humans
Sample to Insight
Tools for qRTPCR-Based gene expression profiling
18
Sample to Insight
RT2 Profiler and miScript PCR Arrays
19
Innovative content, extensive species coverage, and formats for every real-time instrument
 Biologically relevantgene content
 Not simply biochemicalpathways or kinase cascades
 Published association with the biological or disease
pathways gathered from overlapping sources,including:
 Multiple publicly accessible databases
 Text mining relevant literature
 Technically relevantgene content(mRNA)
 Use genes that are regulated at the RNA level
 Specific feedbackfrom thought leaders
 What species?
 Human, mouse, rat
 Cow, horse, dog, chicken, fruit fly, CHO, zebrafish, pig,
rabbit, rhesus macaque
 What formats?
 96-well, 384-well, Fluidigm® BioMarkTM
Sample to Insight
20
Pioneering content to accelerate your hypothesis testing
 Pathways
 Apoptosis
 Biomarkers
 Cell Cycle
 Cytokine & Inflammation
 ECM & Adhesion
 Neuroscience
 Signal Transduction
 Stem Cell & Development
 Toxicology & Drug ADME
 Diseases
 Specific Cancers
 Cardiovascular Diseases
 CNS Disorders
 Immune Disorders
 Infectious Diseases
 Metabolic Diseases
 Targeted miRNomes
 Targeted miRNomes
 miFinder 384HC: Best expressed,
best characterized miRNAs
 Serum & Plasma 384HC: Best expressed
miRNAs in serum/plasma
 Cancer PathwayFinder 384HC
 Liver miFinder 384HC
 Focused Arrays
 miFinder
 Cancer specific arrays
 Apoptosis
 Cell Differentiation & Development
 Diabetes
 Inflammatory Response & Autoimmunity
 T-Cell & B-Cell Activation
 Tumor Suppressor miRNAs
 Serum & Plasma
mRNA Arrays miRNA Arrays
Sample to Insight
RT2 mRNA and lncRNA System, miScript System
21
Quantify mRNA, lncRNA, miRNA from ANY sample on ANY real-time instrument
1. Isolate total RNA
2. Perform Reverse-transcription
3. (Optional): Perform PreAMP
4. Prepare PCR pre-mix
5. Load PCR arrays or plates
6. Perform real-time PCR
7. Analyze data
Sample to Insight
22
Profiling example: miRNAs present in biofluids
serum 20 ul urine 20ul & preamp csf 20ul & preamp
In each array, expression values normalized to mean of expressed sequences
Sample to Insight
RNAexpression distinguishesthyroid cancer frombenign nodules
23
Sample to Insight
Thyroid nodules and thyroid cancer
24
 Thyroid nodules are very common
 525,000 U.S. patients each year undergo
fine needle aspiration (FNA) biopsies to rule
out cancer in thyroid nodules
 Some commercial malignancy classifier
assays are available but their performance
requires further evaluation
Sample to Insight
Profiling workflow
25
 Samples: Frozen thyroid tissue
 Benign: Nodular hyperplasia (NH) and follicular adenoma (FA)
 Cancer: Papillary thyroid cancer (PTC) and follicularvariant of papillary thyroid
carcinoma (FVPTC)
 Sample prep: miRNeasy Mini Kit
 Real-time PCR Assays:
 mRNAand lncRNA: RT2 Expression System
 mRNA: Thyroidcancer-related mRNAs
 lncRNA: Cancer PathwayFinder
 miRNA: miScript PCR System
 miRNA: miFinder 384HC
 Data analysis: GeneGlobeData Analysis Center
 Further interpretation: Ingenuity Pathway Analysis
Sample to Insight
mRNA profiling of thyroid nodules and thyroid cancer
26
68 mRNAs up-regulated
 CHI3L1 (Jarzab et al., Cancer
Res, 2005)
46 mRNAs down-regulated
 cKIT (Marini et al., Journal of
Thyroid Research, 2011)
Thyroid cancer-focusedarray
Sample to Insight
miRNA profiling of thyroid nodules and thyroid cancer
27
17 miRNAs up-regulated
 hsa-miR-146b-5p & hsa-miR-221-3p
(Chen et al., Mod Pathol, 2008)
 hsa-miR-31-5p and hsa-miR-31-3p
~100X up-regulated
4 miRNAs down-regulated
 hsa-miR-211-3p (down-regulatedin
breast cancer)
miFinder 384HC (core miRNome)
Sample to Insight
lncRNA profiling of thyroid nodules and thyroid cancer
28
 PTCSC1, papillary thyroid carcinoma susceptibility
candidate 1
 A susceptibility locus for papillary thyroid
carcinoma on chromosome 8q24
 SNHG16 (ncRAN) disregulated in colorectal cancer
and bladder cancer
 Down-regulation of ncRAN contributes to cell
migration and invasion
 BANCR, BRAF-activated non-protein coding RNA
 Down-regulation of BANCR promotes metastasis in
NSCLC
8 lncRNAs up-regulated
 PCA3 (oncogene)
 MIR31HG (114-fold upregulated)
8 lncRNAs down-regulated
 LINC00261 and PTCSC1 (tumor-suppressor genes)
lncRNA Cancer PathwayFinder
Sample to Insight
An lncRNA expression panel can distinguish thyroid cancer
29
TPR FPR SPC PPV NPV ACC AUC
16-gene 1.00 0.08 0.92 0.90 1.00 0.96 0.99
An unsupervised hierarchical clustering with
selected lncRNAs showed expression
discrimination pattern of the known groups.
Class probability plot when using a16-gene signature
panel. Red bar: benign; Blue bar: cancer. X: class
probability, >0.5 means classified as cancer.
Cross-verification of classifier
HAND2-AS1 LINC00963 SNHG16 NBR2 PTCSC1 RMRP MALAT1 HEIH
TUG1 LINC00261 CAHM BANCR LINC00538 LINC00312 IPW XIST
Sample to Insight
Can integration of mRNA, miRNA and ncRNAdata improve signatures?
30
MicroRNA and messenger RNA profiling reveals new biomarkers and mechanisms for RDX induced
neurotoxicity.
Deng Y, Ai J, Guan X, Wang Z, Yan B, Zhang D, Liu C, Wilbanks MS, Escalon BL, Meyers SA, Yang MQ, Perkins EJ.
Integrating microRNA and mRNA expression profiles in response to radiation-induced injury in rat lung.
Xie L, Zhou J, Zhang S, Chen Q, Lai R, Ding W, Song C, Meng X, Wu J.
Integration of mRNA expression profile, copy number alterations, and microRNA expression levels in breast
cancer to improve grade definition.
Cava C, Bertoli G, Ripamonti M, Mauri G, Zoppis I, Della Rosa PA, Gilardi MC, Castiglioni I.
Screening biomarkers of prostate cancer by integrating microRNA and mRNA signatures.
Feng J, Huang C, Diao X, Fan M, Wang P, Xiao Y, Zhong X, Wu R.
A Systems Biology Approach to Characterize Biomarkers for Blood Stasis Syndrome of Unstable Angina
Patients by Integrating MicroRNA and Messenger RNAExpression Profiling.
Wang J, Yu G.
Sample to Insight
Ingenuity Pathway Analysis (IPA)
31
Asking “what’s next?” by modeling, analyzing, and understanding complex 'omics data
 Integrate gene expression/miRNA/genomics data
 Identification of upstream regulators, downstream targets
 Insight into molecular interactions and cellular phenotypes
 Discoveries about disease processes
 5 million relationships in IPA database
http://www.ingenuity.com/products/ipa
Sample to Insight
Understanding miRNA regulation of mRNAs in thyroid carcinoma
32
microRNA Target Filter: Searched for mRNA targets that were differentially expressed
in papillary thyroid carcinoma (PTC) and follicular variant of papillary thyroid
carcinoma (FVPTC):
 Example: 7 aberrantly expressed miRNAs known to target 7 mRNAs
 Filters employed:
 Inverse relationship between miRNA & mRNA expression
 Relationships reported in Cancer and/or Endocrine Disorders
 Thyroid gland expression and selected signaling pathways
http://www.ingenuity.com/products/ipa
Sample to Insight
Differentiallyexpressed miRNAs & mRNAs affect invasiveness
33
Importance of miRNA regulation is shown here by targeting genes involved in
invasion of cells necessary for tumor progression and metastasis
http://www.ingenuity.com/products/ipa
Sample to Insight
miRNA-mRNA-lncRNAexpression patternsaffect metastasis progression
34
Using MAP (Molecule Activity Predictor): Metastasis is predicted to be increased based on
observed expression pattern of miRNA, mRNA and lncRNA
http://www.ingenuity.com/products/ipa
Sample to Insight
Total RNA Discovery with QIAGEN Sample to Insight Workflows
35
 Complex interaction of coding and non-coding RNAs
 Engaging in Total RNA Discovery can result in a deeper understanding of
the functional relationships of different RNAmolecules
 QIAGEN offers Sample to Insight solutions for Total RNADiscovery
 Sample prep: any and all samples
 Real-time PCR assays and arrays: miRNA, mRNA, lncRNA
 Primary data analysis:onlinetools
 Interpretation:IngenuitySystems IPA
 Choose QIAGEN and turn your hypotheses into actionable insights!
Sample to Insight
All RNAresources at www.qiagen.com/geneglobe
Questions to: qiawebinars@qiagen.com
Sample to Insight
AACR 2015, QIAGEN 2015.4 37

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Total RNA Discovery for RNA Biomarker Development Webinar

  • 1. Sample to Insight Eric Lader, Ph.D. Eric.Lader@qiagen.com Senior Director, Product Development Total RNA Discovery For RNA Biomarker Development
  • 2. Sample to Insight Supporting Sample to Insight 2 The products describedin this webinar are intended for molecular biology applications. These products are not intended for the diagnosis, prevention, or treatmentof a disease.
  • 3. Sample to Insight Characteristic presence of antibodies abnormal bp, blood cells, electrolytes distinct histological indicators abnormal liver or kidney function markers presence of muscle injury protein markers gene status or gene expression status 3 What is a biomarker? Methodology Elisa blood counts, pressure microscopy biofluid assay biofluid assay qPCR, NGS, Array, etc. A characteristic that is objectively measured and evaluated as an indicator of normal biologic processes, pathogenic processes, or pharmacologic responses to a therapeutic intervention.
  • 4. Sample to Insight 4 Nucleic Acid biomarkers Gateway to Personalized Medicine • Stable ‘universal’ analyte • Universal detection technologies • Single molecule sensitivity and specificity What is the prognosis What is the right treatment Monitoring effectiveness Recurrence or progression What kind of cancer is it Predictive BRCA germline mutation Diagnostic BCR-ABL somatic translocation Prognostic HER2 somatic amplification Theranostic CYP26 SNP germline variant
  • 5. Sample to Insight 5 Noninvasive biomarker In order to use a biomarker for routine diagnostics, the sample material must be as easy to obtain as possible. urine or saliva sample a drop of blood blood sample CSF surgical biopsy Evaluation Minimally Invasive invasive
  • 6. Sample to Insight Pubmed: gene expression as ‘biomarker’ 6 >22,000 peer-reviewed publications on RNA AND biomarker… “RNABiomarker”
  • 7. Sample to Insight RNA in body fluids 7 Exosomes and Microvesicles RNA Ago Protein-RNA complexes  High levels of nucleases present in plasma  Freely circulating RNA should be rapidly degraded  Surprisingly, RNA can be detected in serum and plasma CTC (in cellular compartment)
  • 8. Sample to Insight Exosomes harbor unique subsets of RNA and proteins 8  Exosomes are small vesicles excreted by all cells, found in all biofluids  Exosomes contain stable nucleic acids (mRNA, microRNA, lncRNA), DNA, and protein, protected from degradation by a lipid bilayer  Contents are specifically packaged, mechanism of local and distant cellular communication  Exosomes can function as remote intercellular mediators  Cancer cells shed large numbers of exosomes which may be critical in disease progression
  • 9. Sample to Insight 9 Total RNA isolation technologies miRNeasy family (total RNA from body fluids or cells) QIAamp Circulating Nucleic Acid Kit (larger input volumes of body fluid if required) exoRNeasy Serum/Plasma Kit (exosome purification) Cells CSF Urine
  • 10. Sample to Insight miRNeasy Serum/Plasma Kit 10 RNA isolation from cells, serum, plasma, and other biofluids  Includes synthetic RNA control assay for normalization  1 µl to 400 µl input volume  Optimized elution volume (14 µl)  High-purity RNA suitable for all downstream applications  Easy, robust procedures  Automatable protocol QIAzol Bind Wash Elute Manual or automated on QIACube Plasma, Serum, Cells
  • 11. Sample to Insight 11 exoRNeasy Serum/Plasma Maxi Kit  Microvesicle isolation  20 minutes  RNAisolation  35 minutes Separate Serum/Plasma Isolate Exosomes Isolate RNA
  • 12. Sample to Insight What RNA species are being developed as biomarkers? 12 RNA markers 2000: mRNA
  • 13. Sample to Insight 13 RNA markers 2000: mRNA RNA markers 2015: mRNA, miRNA, lncRNA What RNA species are being developed as biomarkers?
  • 14. Sample to Insight Human genome: 90% transcribed, BUT only 2% translated! 14 The “Total RNA Story” is one of complex interaction of coding and non-coding RNAs with each other, with proteins, and with the genome.
  • 15. Sample to Insight Non-coding RNA: lncRNA  Long non-coding RNAs (long ncRNAs, lncRNA) are non- protein coding transcripts longer than 200 nucleotides.  There are >20,000 lncRNAs in humans. They are inter-genic, intra-genic, and antisense to traditional mRNA loci.  Do not contain an open reading frame – (or at least aren't translated using standard codons).  May contain a Poly-A or may be absent  lncRNA expression is generally lower than mRNA. Sensitive methods such as qPCR are needed for detection & quantification.  The important central roles of lncRNA in biology and pathology are extremely diverse and currently being elucidated.
  • 16. Sample to Insight lncRNAs: Broad functionality leads to diverse biological roles 16 1. Negatively affect expression 2. Positively affect expression 3. Hybridize to pre-mRNAresulting in an alternatively spliced transcript 4. Hybridization of sense and antisense transcripts allow Dicer to generate endogenous siRNAs 5. miRNA ‘sponges’ 6. The complex of lncRNAand specific protein partners can modulate the activity of the protein 7. Involved in structural and organizational roles in the cell 8. Alters protein localization in the cell 9. Affects epigenetic process  Imprinting  Cancer and cancer progression  Development  Signaling
  • 17. Sample to Insight Non-coding RNA: miRNAs, Master regulators of gene expression 17  miRNAs are ~21 nucleotide, small non-coding RNAs that are conserved in all eukaryotes and expressed in all mammalian tissues.  Changes in miRNA expression can be correlated with gene expression changes in development, differentiation, signal transduction,infection, aging, and disease.  Transcribedby RNAPolymerase 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.  Mature miRNAs are incorporated in RISC.  miRNA guide RISC to inhibit translation of, destabilize, or specifically cleave mRNA targets.  ~1000-3000in humans
  • 18. Sample to Insight Tools for qRTPCR-Based gene expression profiling 18
  • 19. Sample to Insight RT2 Profiler and miScript PCR Arrays 19 Innovative content, extensive species coverage, and formats for every real-time instrument  Biologically relevantgene content  Not simply biochemicalpathways or kinase cascades  Published association with the biological or disease pathways gathered from overlapping sources,including:  Multiple publicly accessible databases  Text mining relevant literature  Technically relevantgene content(mRNA)  Use genes that are regulated at the RNA level  Specific feedbackfrom thought leaders  What species?  Human, mouse, rat  Cow, horse, dog, chicken, fruit fly, CHO, zebrafish, pig, rabbit, rhesus macaque  What formats?  96-well, 384-well, Fluidigm® BioMarkTM
  • 20. Sample to Insight 20 Pioneering content to accelerate your hypothesis testing  Pathways  Apoptosis  Biomarkers  Cell Cycle  Cytokine & Inflammation  ECM & Adhesion  Neuroscience  Signal Transduction  Stem Cell & Development  Toxicology & Drug ADME  Diseases  Specific Cancers  Cardiovascular Diseases  CNS Disorders  Immune Disorders  Infectious Diseases  Metabolic Diseases  Targeted miRNomes  Targeted miRNomes  miFinder 384HC: Best expressed, best characterized miRNAs  Serum & Plasma 384HC: Best expressed miRNAs in serum/plasma  Cancer PathwayFinder 384HC  Liver miFinder 384HC  Focused Arrays  miFinder  Cancer specific arrays  Apoptosis  Cell Differentiation & Development  Diabetes  Inflammatory Response & Autoimmunity  T-Cell & B-Cell Activation  Tumor Suppressor miRNAs  Serum & Plasma mRNA Arrays miRNA Arrays
  • 21. Sample to Insight RT2 mRNA and lncRNA System, miScript System 21 Quantify mRNA, lncRNA, miRNA from ANY sample on ANY real-time instrument 1. Isolate total RNA 2. Perform Reverse-transcription 3. (Optional): Perform PreAMP 4. Prepare PCR pre-mix 5. Load PCR arrays or plates 6. Perform real-time PCR 7. Analyze data
  • 22. Sample to Insight 22 Profiling example: miRNAs present in biofluids serum 20 ul urine 20ul & preamp csf 20ul & preamp In each array, expression values normalized to mean of expressed sequences
  • 23. Sample to Insight RNAexpression distinguishesthyroid cancer frombenign nodules 23
  • 24. Sample to Insight Thyroid nodules and thyroid cancer 24  Thyroid nodules are very common  525,000 U.S. patients each year undergo fine needle aspiration (FNA) biopsies to rule out cancer in thyroid nodules  Some commercial malignancy classifier assays are available but their performance requires further evaluation
  • 25. Sample to Insight Profiling workflow 25  Samples: Frozen thyroid tissue  Benign: Nodular hyperplasia (NH) and follicular adenoma (FA)  Cancer: Papillary thyroid cancer (PTC) and follicularvariant of papillary thyroid carcinoma (FVPTC)  Sample prep: miRNeasy Mini Kit  Real-time PCR Assays:  mRNAand lncRNA: RT2 Expression System  mRNA: Thyroidcancer-related mRNAs  lncRNA: Cancer PathwayFinder  miRNA: miScript PCR System  miRNA: miFinder 384HC  Data analysis: GeneGlobeData Analysis Center  Further interpretation: Ingenuity Pathway Analysis
  • 26. Sample to Insight mRNA profiling of thyroid nodules and thyroid cancer 26 68 mRNAs up-regulated  CHI3L1 (Jarzab et al., Cancer Res, 2005) 46 mRNAs down-regulated  cKIT (Marini et al., Journal of Thyroid Research, 2011) Thyroid cancer-focusedarray
  • 27. Sample to Insight miRNA profiling of thyroid nodules and thyroid cancer 27 17 miRNAs up-regulated  hsa-miR-146b-5p & hsa-miR-221-3p (Chen et al., Mod Pathol, 2008)  hsa-miR-31-5p and hsa-miR-31-3p ~100X up-regulated 4 miRNAs down-regulated  hsa-miR-211-3p (down-regulatedin breast cancer) miFinder 384HC (core miRNome)
  • 28. Sample to Insight lncRNA profiling of thyroid nodules and thyroid cancer 28  PTCSC1, papillary thyroid carcinoma susceptibility candidate 1  A susceptibility locus for papillary thyroid carcinoma on chromosome 8q24  SNHG16 (ncRAN) disregulated in colorectal cancer and bladder cancer  Down-regulation of ncRAN contributes to cell migration and invasion  BANCR, BRAF-activated non-protein coding RNA  Down-regulation of BANCR promotes metastasis in NSCLC 8 lncRNAs up-regulated  PCA3 (oncogene)  MIR31HG (114-fold upregulated) 8 lncRNAs down-regulated  LINC00261 and PTCSC1 (tumor-suppressor genes) lncRNA Cancer PathwayFinder
  • 29. Sample to Insight An lncRNA expression panel can distinguish thyroid cancer 29 TPR FPR SPC PPV NPV ACC AUC 16-gene 1.00 0.08 0.92 0.90 1.00 0.96 0.99 An unsupervised hierarchical clustering with selected lncRNAs showed expression discrimination pattern of the known groups. Class probability plot when using a16-gene signature panel. Red bar: benign; Blue bar: cancer. X: class probability, >0.5 means classified as cancer. Cross-verification of classifier HAND2-AS1 LINC00963 SNHG16 NBR2 PTCSC1 RMRP MALAT1 HEIH TUG1 LINC00261 CAHM BANCR LINC00538 LINC00312 IPW XIST
  • 30. Sample to Insight Can integration of mRNA, miRNA and ncRNAdata improve signatures? 30 MicroRNA and messenger RNA profiling reveals new biomarkers and mechanisms for RDX induced neurotoxicity. Deng Y, Ai J, Guan X, Wang Z, Yan B, Zhang D, Liu C, Wilbanks MS, Escalon BL, Meyers SA, Yang MQ, Perkins EJ. Integrating microRNA and mRNA expression profiles in response to radiation-induced injury in rat lung. Xie L, Zhou J, Zhang S, Chen Q, Lai R, Ding W, Song C, Meng X, Wu J. Integration of mRNA expression profile, copy number alterations, and microRNA expression levels in breast cancer to improve grade definition. Cava C, Bertoli G, Ripamonti M, Mauri G, Zoppis I, Della Rosa PA, Gilardi MC, Castiglioni I. Screening biomarkers of prostate cancer by integrating microRNA and mRNA signatures. Feng J, Huang C, Diao X, Fan M, Wang P, Xiao Y, Zhong X, Wu R. A Systems Biology Approach to Characterize Biomarkers for Blood Stasis Syndrome of Unstable Angina Patients by Integrating MicroRNA and Messenger RNAExpression Profiling. Wang J, Yu G.
  • 31. Sample to Insight Ingenuity Pathway Analysis (IPA) 31 Asking “what’s next?” by modeling, analyzing, and understanding complex 'omics data  Integrate gene expression/miRNA/genomics data  Identification of upstream regulators, downstream targets  Insight into molecular interactions and cellular phenotypes  Discoveries about disease processes  5 million relationships in IPA database http://www.ingenuity.com/products/ipa
  • 32. Sample to Insight Understanding miRNA regulation of mRNAs in thyroid carcinoma 32 microRNA Target Filter: Searched for mRNA targets that were differentially expressed in papillary thyroid carcinoma (PTC) and follicular variant of papillary thyroid carcinoma (FVPTC):  Example: 7 aberrantly expressed miRNAs known to target 7 mRNAs  Filters employed:  Inverse relationship between miRNA & mRNA expression  Relationships reported in Cancer and/or Endocrine Disorders  Thyroid gland expression and selected signaling pathways http://www.ingenuity.com/products/ipa
  • 33. Sample to Insight Differentiallyexpressed miRNAs & mRNAs affect invasiveness 33 Importance of miRNA regulation is shown here by targeting genes involved in invasion of cells necessary for tumor progression and metastasis http://www.ingenuity.com/products/ipa
  • 34. Sample to Insight miRNA-mRNA-lncRNAexpression patternsaffect metastasis progression 34 Using MAP (Molecule Activity Predictor): Metastasis is predicted to be increased based on observed expression pattern of miRNA, mRNA and lncRNA http://www.ingenuity.com/products/ipa
  • 35. Sample to Insight Total RNA Discovery with QIAGEN Sample to Insight Workflows 35  Complex interaction of coding and non-coding RNAs  Engaging in Total RNA Discovery can result in a deeper understanding of the functional relationships of different RNAmolecules  QIAGEN offers Sample to Insight solutions for Total RNADiscovery  Sample prep: any and all samples  Real-time PCR assays and arrays: miRNA, mRNA, lncRNA  Primary data analysis:onlinetools  Interpretation:IngenuitySystems IPA  Choose QIAGEN and turn your hypotheses into actionable insights!
  • 36. Sample to Insight All RNAresources at www.qiagen.com/geneglobe Questions to: qiawebinars@qiagen.com
  • 37. Sample to Insight AACR 2015, QIAGEN 2015.4 37