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Applied Digital Pathology
in Colon and Lung Cancer Research
Viktor H. Koelzer
Pathologist and SNSF Research Fellow
Institute of Cancer and Genomic Sciences, University of Birmingham
15/12/2017, VH Koelzer (public release version)
• Whole slide analysis to inform molecular pathology
• Multiparametric tissue analysis
✓ Next-generation TMA (ngTMA)
✓ Multimodality immunoprofiling
✓ Ex vivo drug testing
215/12/2017, VH Koelzer
Content
3
Andreas Vesalius
De humani corporis fabrica
(On the fabric of the human body)
Basel, 1543
Rudolf Virchow
Die Cellularpathologie in ihrer Begründung auf physiologische und pathologische Gewebslehre
(Cellular pathology in relation to physiology and pathology)
Berlin, 1859
Understanding disease -
Different levels of information
15/12/2017, VH Koelzer
Cellular pathology –
Classification, staging, grading
Molecular pathology –
Precision medicine
415/12/2017, VH Koelzer
Understanding disease -
Different levels of information
Complex phenotypes captured on histological slides are used
for staging and grading of malignant tumours…
…but have not been sufficiently connected to the multi-
dimensional biomarkers that are driving personalized therapy.
«We only see what we know»
Johann Wolfgang von Goethe [1749-1832]
515/12/2017, VH Koelzer
615/12/2017, VH Koelzer
Consequence:
Deficits in cost efficient selection methods for molecular
testing, loss of prognostic and predictive information
Solution:
Multi-scale, multi-disciplinary, and integrative approaches
connecting pathology, computational image analysis and
clinical prediction models
Image adapted from: Emily S Boja, Henry Rodriguez; Clin Proteomics. 2014; 11(1): 22
Molecular testing Histology / image analysis
High costs of some tests Inexpensive
Limited availability of the biological material Available from standard workup
Test to result: days-weeks Test to result: hours-days
715/12/2017, VH Koelzer
Understanding disease -
Different levels of information
815/12/2017, VH Koelzer
Tumour annotation for molecular analysis
Workflow
Manual annotation
Estimation of % tumour
Surgical specimen / biopsy
Histopathology
Tumour annotation
determine cellularity
DNA/RNA extraction
Analysis, Interpretation
Integrated report
915/12/2017, VH Koelzer
Tumour annotation for molecular analysis
Problems
High interobserver variability: Two pathologists annotating a colorectal cancer section
1015/12/2017, VH Koelzer
Tumour annotation for molecular analysis
Problems
Two pathologists estimate % tumour cell content
(n=100 colorectal cancer cases)
Observer1
Observer 2
r = 0.3
15/12/2017, VH Koelzer
Tumour annotation for molecular analysis
Workflow
Manual annotation
Estimation of % tumour
Surgical specimen / biopsy
Histopathology
Tumour annotation
determine cellularity
DNA/RNA extraction
Analysis, Interpretation
Integrated report
Tissue segmentation by machine learning
Nuclear segmentation
Exact quantification of neoplastic AND
non-neoplastic elements
Extraction of cell-level features
Extraction of subcellular features
11
1. Improved NGS data analysis
2. Precise correlation of morphological and molecular data
3. Molecular pathology research
1215/12/2017, VH Koelzer
Tumour annotation for molecular analysis
Clinical relevance
Tumour annotation for molecular analysis
Pilot study
(Slides 13-26: unpublished data)
15/12/2017, VH Koelzer (public release version)
14
Digital pathology to complement NGS
Multi-region sequencing
(Slides 27-28: unpublished data)
15/12/2017, VH Koelzer (public release version)
• Whole slide analysis to inform molecular pathology
• Multiparametric tissue analysis
✓ Next-generation TMA (ngTMA)
✓ Multimodality immunoprofiling
✓ Ex vivo drug testing
1515/12/2017, VH Koelzer
Content
Translational Research Unit, Institute of Pathology, University of Bern, Switzerland
Head: Prof. Dr. Inti Zlobec, PhD
Caroline Hammer
Dr. José A. Galván, PhD
Dr. Irene Centeno, PhD
Dr. Magdalena Skowronska, PhD
Carmen Cardozo
Patricia Ney
Stefan Reinhard
Sandrine Ruppen
Liliane Schöni
www.ngtma.com
www.compath.ch
tru@pathology.unibe.ch
16
Collaboration
Aim: To address shortfalls of conventional TMA design using digital pathology.
A) To improve technical accuracy (capture of the correct histologic areas from the donor blocks).
B) To improve analytical accuracy (concordance with the tissue of origin).
C) To facilitate the use of TMA technology for hypothesis driven analysis of tumour resections, and
expand to cell lines, explant cultures, biopsies and animal models of human disease.
1715/12/2017, VH Koelzer
TMA
Molecular analysis
Extra punches
18
Methods
Digital planning and design
www.ngTMA.com
15/12/2017, VH Koelzer
TMA Grandmaster (3DHistech)
Zlobec I, Suter G, Perren A, Lugli A. J Vis Exp, 2014
19
Methods
Digital slide and tissue block alignment
15/12/2017, VH Koelzer
Strong technical and analytical accuracy
20
Digital TMA analysis
Virtual grids, high throughput, direct link to
clinical data
15/12/2017, VH Koelzer
Manual
1-2 markers at a time
Standardisation is difficult
Reproducibility is variable
Digital
Many markers simultaneously
Standardisation is easy  CE-IVD/FDA certification
Excellent reproducibility  better data and study quality
21
Digital TMA analysis
Better data quality and improved
reproducibility
15/12/2017, VH Koelzer
• Whole slide analysis to inform molecular pathology
• Multiparametric tissue analysis
✓ Next-generation TMA (ngTMA)
✓ Multimodality immunoprofiling
✓ Ex vivo drug testing
2215/12/2017, VH Koelzer
Content
23
Multiparametric tissue analysis
Decoding the immune contexture
Adapted from Galon, et al. Immunity, 2013
Signature of
rejection
Immune-contexture
Effector
molecules
Cytokines
Immuno-
genomics
Adhesion and
migration
Molecular
markers
Epigenetics
Cellular composition
Immunoscore
Type
Density
Location
T-effector
cells
15/12/2017, VH Koelzer
Study design
T-effector cell infiltration
Cytotoxic effector molecules
Interferon signaling gene
expression
Cell adhesion
Epigenetic regulation
(miRNA profiling)
15/12/2017, VH Koelzer 24
Koelzer VH, Sokol L, et al. OncoImmunology, 2017
Multiparametric tissue analysis
Decoding the immune contexture
Multiparametric tissue analysis
Digital immunoprofiling using IHC and miRNA ISH
Definition of an “activated” or “quiescent”
immune contexture based on digital
scoring of interferon signalling gene (ISG)
expression by HALO™.
Correlation with digital analysis for
• T-effector cell infiltration
• Cytotoxic effector molecules
• Cell adhesion markers 25
STAT1
IRF-1
IRF-5
PanCK
/CD8
Perf
GzmB
Normal
colonic tissue
Activated
phenotype
Quiescent
phenotype
100 µm
15/12/2017, VH Koelzer
Koelzer VH, Sokol L, et al. OncoImmunology, 2017
Multiparametric tissue analysis
Digital immunoprofiling using IHC and miRNA ISH
Patients with a high ISG score:
• Strong CD8 and CD3
infiltration into tumours
• Increased expression of
granzyme B and perforin
• Increased expression of T-cell
adhesion molecules (ICAM-1)
• 10-fold lower chance of distant
metastasis.
15/12/2017, VH Koelzer
Koelzer VH, Sokol L, et al. OncoImmunology, 2017
100 µm
miR-34a and STAT1
Tissue
classification
Cell
detection
miRNA
ISH
miR-93 and IRF-1
Protein IHC
Low protein
High miRNA
Low protein
High miRNA
High protein
Low miRNA
High protein
Low miRNA
Multiparametric tissue analysis
Digital immunoprofiling using IHC and miRNA ISH
miRNA
quantification
Epigenetic control:
miR-34a and miR-93 in the
CRC microenvironment are
negatively correlated with the
interferon signaling genes
STAT1 (HR=0.39, p=0.006) and
IRF-1 (HR=0.48, p=0.051).
15/12/2017, VH Koelzer
Koelzer VH, Sokol L, et al. OncoImmunology, 2017
A) Immune activated phenotype B) Immune quiescent phenotype
TumourStroma TumourStroma
recognition recognitionCTL CTL
STAT1
IRF-1
IRF5
miR-34a
miR-93
STAT1
IRF-1
IRF5
miR-34a
miR-93
ICAM-1
GzmB
Perf
ICAM-1
GzmB
Perf
MSI MSS
Distant metastasisNo distant metastasis
15/12/2017, VH Koelzer 28
Koelzer VH, Sokol L, et al. OncoImmunology, 2017
Conclusions (II)
• Whole slide analysis to inform molecular pathology
• Multiparametric tissue analysis
✓ Next-generation TMA (ngTMA)
✓ Multimodality immunoprofiling
✓ Ex vivo drug testing
2915/12/2017, VH Koelzer
Content
30
Project examples
Ex vivo drug testing
(Slides 30-37: unpublished data)
15/12/2017, VH Koelzer (public release version)
• ngTMA coupled to digital pathology is a powerful
platform for high throughput tissue analysis and pre-
clinical drug testing.
• Multimodality profiling of ex-vivo samples can stratify
drug responsive vs. non-responsive tumours.
• Broad applicability of digital pathology to clinical and
pre-clinical research.
3115/12/2017, VH Koelzer
Conclusions (III)
Institute of Cancer and Genomic Sciences
University of Birmingham, UK
Prof. Dr. Ian Tomlinson
Dr. Claire Palles
Dr. Roland Arnold
Wellcome Centre for Human Genetics
University of Oxford, UK
Prof. Dr. Simon Leedham, Dr. David Church
Dr. Martijn Koppens
Dr. Hayley Davis
CRUK/MRC Oxford Institute for Radiation Oncology,
University of Oxford, UK
Prof. Dr. Tim Maughan
Dr. Enric Domingo
Andrew Blake
Barts Cancer Institute,
University of Oxford, UK
Prof. Dr. Trevor Graham
Dr. William Cross
32
Oxford University Hospitals
NHS Trust, UK
Prof. Dr. Clare Verrill
Department of Engineering Science, University of Oxford
Prof. Dr. Jens Rittscher
Dr. Korsuk Sirinukunwattana
Institute of Pathology, University of Bern, Switzerland
Prof. Dr. Aurel Perren
Prof. Dr. Alessandro Lugli
Prof. Dr. Inti Zlobec and all members of the TRU
Dr. Heather Dawson
Dr. Lena Sokol (now EPFL Lausanne)
The Netherlands Cancer Institute (NKI)
Dr. Daniela Thommen
Institute of Pathology, Kantonsspital Baselland, Switzerland
Prof. Dr. Gieri Cathomas
PD Dr. Kirsten Mertz
Jonathan Hanhart
Department of Oncology, University Hospital Basel
Prof. Dr. Alfred Zippelius
Petra Herzig
33
Thank you
vkoelzer@well.ox.ac.uk
34

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Applied Digital Pathology in Colon and Lung Cancer Research

  • 1. Applied Digital Pathology in Colon and Lung Cancer Research Viktor H. Koelzer Pathologist and SNSF Research Fellow Institute of Cancer and Genomic Sciences, University of Birmingham 15/12/2017, VH Koelzer (public release version)
  • 2. • Whole slide analysis to inform molecular pathology • Multiparametric tissue analysis ✓ Next-generation TMA (ngTMA) ✓ Multimodality immunoprofiling ✓ Ex vivo drug testing 215/12/2017, VH Koelzer Content
  • 3. 3 Andreas Vesalius De humani corporis fabrica (On the fabric of the human body) Basel, 1543 Rudolf Virchow Die Cellularpathologie in ihrer Begründung auf physiologische und pathologische Gewebslehre (Cellular pathology in relation to physiology and pathology) Berlin, 1859 Understanding disease - Different levels of information 15/12/2017, VH Koelzer
  • 4. Cellular pathology – Classification, staging, grading Molecular pathology – Precision medicine 415/12/2017, VH Koelzer Understanding disease - Different levels of information
  • 5. Complex phenotypes captured on histological slides are used for staging and grading of malignant tumours… …but have not been sufficiently connected to the multi- dimensional biomarkers that are driving personalized therapy. «We only see what we know» Johann Wolfgang von Goethe [1749-1832] 515/12/2017, VH Koelzer
  • 6. 615/12/2017, VH Koelzer Consequence: Deficits in cost efficient selection methods for molecular testing, loss of prognostic and predictive information Solution: Multi-scale, multi-disciplinary, and integrative approaches connecting pathology, computational image analysis and clinical prediction models
  • 7. Image adapted from: Emily S Boja, Henry Rodriguez; Clin Proteomics. 2014; 11(1): 22 Molecular testing Histology / image analysis High costs of some tests Inexpensive Limited availability of the biological material Available from standard workup Test to result: days-weeks Test to result: hours-days 715/12/2017, VH Koelzer Understanding disease - Different levels of information
  • 8. 815/12/2017, VH Koelzer Tumour annotation for molecular analysis Workflow Manual annotation Estimation of % tumour Surgical specimen / biopsy Histopathology Tumour annotation determine cellularity DNA/RNA extraction Analysis, Interpretation Integrated report
  • 9. 915/12/2017, VH Koelzer Tumour annotation for molecular analysis Problems High interobserver variability: Two pathologists annotating a colorectal cancer section
  • 10. 1015/12/2017, VH Koelzer Tumour annotation for molecular analysis Problems Two pathologists estimate % tumour cell content (n=100 colorectal cancer cases) Observer1 Observer 2 r = 0.3
  • 11. 15/12/2017, VH Koelzer Tumour annotation for molecular analysis Workflow Manual annotation Estimation of % tumour Surgical specimen / biopsy Histopathology Tumour annotation determine cellularity DNA/RNA extraction Analysis, Interpretation Integrated report Tissue segmentation by machine learning Nuclear segmentation Exact quantification of neoplastic AND non-neoplastic elements Extraction of cell-level features Extraction of subcellular features 11
  • 12. 1. Improved NGS data analysis 2. Precise correlation of morphological and molecular data 3. Molecular pathology research 1215/12/2017, VH Koelzer Tumour annotation for molecular analysis Clinical relevance
  • 13. Tumour annotation for molecular analysis Pilot study (Slides 13-26: unpublished data) 15/12/2017, VH Koelzer (public release version)
  • 14. 14 Digital pathology to complement NGS Multi-region sequencing (Slides 27-28: unpublished data) 15/12/2017, VH Koelzer (public release version)
  • 15. • Whole slide analysis to inform molecular pathology • Multiparametric tissue analysis ✓ Next-generation TMA (ngTMA) ✓ Multimodality immunoprofiling ✓ Ex vivo drug testing 1515/12/2017, VH Koelzer Content
  • 16. Translational Research Unit, Institute of Pathology, University of Bern, Switzerland Head: Prof. Dr. Inti Zlobec, PhD Caroline Hammer Dr. José A. Galván, PhD Dr. Irene Centeno, PhD Dr. Magdalena Skowronska, PhD Carmen Cardozo Patricia Ney Stefan Reinhard Sandrine Ruppen Liliane Schöni www.ngtma.com www.compath.ch tru@pathology.unibe.ch 16 Collaboration
  • 17. Aim: To address shortfalls of conventional TMA design using digital pathology. A) To improve technical accuracy (capture of the correct histologic areas from the donor blocks). B) To improve analytical accuracy (concordance with the tissue of origin). C) To facilitate the use of TMA technology for hypothesis driven analysis of tumour resections, and expand to cell lines, explant cultures, biopsies and animal models of human disease. 1715/12/2017, VH Koelzer
  • 18. TMA Molecular analysis Extra punches 18 Methods Digital planning and design www.ngTMA.com 15/12/2017, VH Koelzer
  • 19. TMA Grandmaster (3DHistech) Zlobec I, Suter G, Perren A, Lugli A. J Vis Exp, 2014 19 Methods Digital slide and tissue block alignment 15/12/2017, VH Koelzer Strong technical and analytical accuracy
  • 20. 20 Digital TMA analysis Virtual grids, high throughput, direct link to clinical data 15/12/2017, VH Koelzer
  • 21. Manual 1-2 markers at a time Standardisation is difficult Reproducibility is variable Digital Many markers simultaneously Standardisation is easy  CE-IVD/FDA certification Excellent reproducibility  better data and study quality 21 Digital TMA analysis Better data quality and improved reproducibility 15/12/2017, VH Koelzer
  • 22. • Whole slide analysis to inform molecular pathology • Multiparametric tissue analysis ✓ Next-generation TMA (ngTMA) ✓ Multimodality immunoprofiling ✓ Ex vivo drug testing 2215/12/2017, VH Koelzer Content
  • 23. 23 Multiparametric tissue analysis Decoding the immune contexture Adapted from Galon, et al. Immunity, 2013 Signature of rejection Immune-contexture Effector molecules Cytokines Immuno- genomics Adhesion and migration Molecular markers Epigenetics Cellular composition Immunoscore Type Density Location T-effector cells 15/12/2017, VH Koelzer
  • 24. Study design T-effector cell infiltration Cytotoxic effector molecules Interferon signaling gene expression Cell adhesion Epigenetic regulation (miRNA profiling) 15/12/2017, VH Koelzer 24 Koelzer VH, Sokol L, et al. OncoImmunology, 2017 Multiparametric tissue analysis Decoding the immune contexture
  • 25. Multiparametric tissue analysis Digital immunoprofiling using IHC and miRNA ISH Definition of an “activated” or “quiescent” immune contexture based on digital scoring of interferon signalling gene (ISG) expression by HALO™. Correlation with digital analysis for • T-effector cell infiltration • Cytotoxic effector molecules • Cell adhesion markers 25 STAT1 IRF-1 IRF-5 PanCK /CD8 Perf GzmB Normal colonic tissue Activated phenotype Quiescent phenotype 100 µm 15/12/2017, VH Koelzer Koelzer VH, Sokol L, et al. OncoImmunology, 2017
  • 26. Multiparametric tissue analysis Digital immunoprofiling using IHC and miRNA ISH Patients with a high ISG score: • Strong CD8 and CD3 infiltration into tumours • Increased expression of granzyme B and perforin • Increased expression of T-cell adhesion molecules (ICAM-1) • 10-fold lower chance of distant metastasis. 15/12/2017, VH Koelzer Koelzer VH, Sokol L, et al. OncoImmunology, 2017
  • 27. 100 µm miR-34a and STAT1 Tissue classification Cell detection miRNA ISH miR-93 and IRF-1 Protein IHC Low protein High miRNA Low protein High miRNA High protein Low miRNA High protein Low miRNA Multiparametric tissue analysis Digital immunoprofiling using IHC and miRNA ISH miRNA quantification Epigenetic control: miR-34a and miR-93 in the CRC microenvironment are negatively correlated with the interferon signaling genes STAT1 (HR=0.39, p=0.006) and IRF-1 (HR=0.48, p=0.051). 15/12/2017, VH Koelzer Koelzer VH, Sokol L, et al. OncoImmunology, 2017
  • 28. A) Immune activated phenotype B) Immune quiescent phenotype TumourStroma TumourStroma recognition recognitionCTL CTL STAT1 IRF-1 IRF5 miR-34a miR-93 STAT1 IRF-1 IRF5 miR-34a miR-93 ICAM-1 GzmB Perf ICAM-1 GzmB Perf MSI MSS Distant metastasisNo distant metastasis 15/12/2017, VH Koelzer 28 Koelzer VH, Sokol L, et al. OncoImmunology, 2017 Conclusions (II)
  • 29. • Whole slide analysis to inform molecular pathology • Multiparametric tissue analysis ✓ Next-generation TMA (ngTMA) ✓ Multimodality immunoprofiling ✓ Ex vivo drug testing 2915/12/2017, VH Koelzer Content
  • 30. 30 Project examples Ex vivo drug testing (Slides 30-37: unpublished data) 15/12/2017, VH Koelzer (public release version)
  • 31. • ngTMA coupled to digital pathology is a powerful platform for high throughput tissue analysis and pre- clinical drug testing. • Multimodality profiling of ex-vivo samples can stratify drug responsive vs. non-responsive tumours. • Broad applicability of digital pathology to clinical and pre-clinical research. 3115/12/2017, VH Koelzer Conclusions (III)
  • 32. Institute of Cancer and Genomic Sciences University of Birmingham, UK Prof. Dr. Ian Tomlinson Dr. Claire Palles Dr. Roland Arnold Wellcome Centre for Human Genetics University of Oxford, UK Prof. Dr. Simon Leedham, Dr. David Church Dr. Martijn Koppens Dr. Hayley Davis CRUK/MRC Oxford Institute for Radiation Oncology, University of Oxford, UK Prof. Dr. Tim Maughan Dr. Enric Domingo Andrew Blake Barts Cancer Institute, University of Oxford, UK Prof. Dr. Trevor Graham Dr. William Cross 32 Oxford University Hospitals NHS Trust, UK Prof. Dr. Clare Verrill Department of Engineering Science, University of Oxford Prof. Dr. Jens Rittscher Dr. Korsuk Sirinukunwattana
  • 33. Institute of Pathology, University of Bern, Switzerland Prof. Dr. Aurel Perren Prof. Dr. Alessandro Lugli Prof. Dr. Inti Zlobec and all members of the TRU Dr. Heather Dawson Dr. Lena Sokol (now EPFL Lausanne) The Netherlands Cancer Institute (NKI) Dr. Daniela Thommen Institute of Pathology, Kantonsspital Baselland, Switzerland Prof. Dr. Gieri Cathomas PD Dr. Kirsten Mertz Jonathan Hanhart Department of Oncology, University Hospital Basel Prof. Dr. Alfred Zippelius Petra Herzig 33