preliminary validation of a multispectral image analysis application for confirmation of isolated...

60
Preliminary Validation of a Multispectral Image Analysis Application for Confirmation of Isolated Tumor Cells in Axillary Lymph Nodes from Breast Cancer Patients Jeffrey Fine MD, K McManus, A Luketich, D Dabbs MD University of Pittsburgh

Upload: oliver-robinson

Post on 12-Jan-2016

226 views

Category:

Documents


4 download

TRANSCRIPT

Page 1: Preliminary Validation of a Multispectral Image Analysis Application for Confirmation of Isolated Tumor Cells in Axillary Lymph Nodes from Breast Cancer

Preliminary Validation of a Multispectral Image Analysis Application for Confirmation

of Isolated Tumor Cells in Axillary Lymph Nodes from Breast Cancer Patients

Jeffrey Fine MD, K McManus, A Luketich, D Dabbs MD

University of Pittsburgh

Page 2: Preliminary Validation of a Multispectral Image Analysis Application for Confirmation of Isolated Tumor Cells in Axillary Lymph Nodes from Breast Cancer

Objectives

• Background– Hard to Stain Breast Cancer Metastases– Multispectral Image Analysis

• Clinical Application & Validation

• Path Forward

Page 3: Preliminary Validation of a Multispectral Image Analysis Application for Confirmation of Isolated Tumor Cells in Axillary Lymph Nodes from Breast Cancer

Sentinel Lymph Node Biopsy(Breast Cancer)

• Surgeon identifies axillary nodes most likely to contain metastatic disease

• If negative, no further biopsy needed– Low probability of unsampled disease

• If positive…it depends on how positive

Page 4: Preliminary Validation of a Multispectral Image Analysis Application for Confirmation of Isolated Tumor Cells in Axillary Lymph Nodes from Breast Cancer
Page 5: Preliminary Validation of a Multispectral Image Analysis Application for Confirmation of Isolated Tumor Cells in Axillary Lymph Nodes from Breast Cancer
Page 6: Preliminary Validation of a Multispectral Image Analysis Application for Confirmation of Isolated Tumor Cells in Axillary Lymph Nodes from Breast Cancer
Page 7: Preliminary Validation of a Multispectral Image Analysis Application for Confirmation of Isolated Tumor Cells in Axillary Lymph Nodes from Breast Cancer
Page 8: Preliminary Validation of a Multispectral Image Analysis Application for Confirmation of Isolated Tumor Cells in Axillary Lymph Nodes from Breast Cancer
Page 9: Preliminary Validation of a Multispectral Image Analysis Application for Confirmation of Isolated Tumor Cells in Axillary Lymph Nodes from Breast Cancer
Page 10: Preliminary Validation of a Multispectral Image Analysis Application for Confirmation of Isolated Tumor Cells in Axillary Lymph Nodes from Breast Cancer

Multispectral Image Analysis (MSI)

Page 11: Preliminary Validation of a Multispectral Image Analysis Application for Confirmation of Isolated Tumor Cells in Axillary Lymph Nodes from Breast Cancer
Page 12: Preliminary Validation of a Multispectral Image Analysis Application for Confirmation of Isolated Tumor Cells in Axillary Lymph Nodes from Breast Cancer
Page 13: Preliminary Validation of a Multispectral Image Analysis Application for Confirmation of Isolated Tumor Cells in Axillary Lymph Nodes from Breast Cancer
Page 14: Preliminary Validation of a Multispectral Image Analysis Application for Confirmation of Isolated Tumor Cells in Axillary Lymph Nodes from Breast Cancer
Page 15: Preliminary Validation of a Multispectral Image Analysis Application for Confirmation of Isolated Tumor Cells in Axillary Lymph Nodes from Breast Cancer

Multispectral Image Analysis (MSI)

• Image based on spectral information instead of color

• Each pixel has a spectrum instead of a color

• This data permits “demixing” the ‘colors’

Page 16: Preliminary Validation of a Multispectral Image Analysis Application for Confirmation of Isolated Tumor Cells in Axillary Lymph Nodes from Breast Cancer

Light Sensitivity

Wavelength

RGB

Page 17: Preliminary Validation of a Multispectral Image Analysis Application for Confirmation of Isolated Tumor Cells in Axillary Lymph Nodes from Breast Cancer

Light Sensitivity

Wavelength

7 Bands

Page 18: Preliminary Validation of a Multispectral Image Analysis Application for Confirmation of Isolated Tumor Cells in Axillary Lymph Nodes from Breast Cancer

How to Stain Very Small Foci

• Try a traditional stain (it might work)

• Destain the H&E and Immunostain that slide

• Immunostain the H&E directly then use MSI to demix the colors and create both H&E and Immunostain images

Page 19: Preliminary Validation of a Multispectral Image Analysis Application for Confirmation of Isolated Tumor Cells in Axillary Lymph Nodes from Breast Cancer
Page 20: Preliminary Validation of a Multispectral Image Analysis Application for Confirmation of Isolated Tumor Cells in Axillary Lymph Nodes from Breast Cancer
Page 21: Preliminary Validation of a Multispectral Image Analysis Application for Confirmation of Isolated Tumor Cells in Axillary Lymph Nodes from Breast Cancer
Page 22: Preliminary Validation of a Multispectral Image Analysis Application for Confirmation of Isolated Tumor Cells in Axillary Lymph Nodes from Breast Cancer
Page 23: Preliminary Validation of a Multispectral Image Analysis Application for Confirmation of Isolated Tumor Cells in Axillary Lymph Nodes from Breast Cancer
Page 24: Preliminary Validation of a Multispectral Image Analysis Application for Confirmation of Isolated Tumor Cells in Axillary Lymph Nodes from Breast Cancer
Page 25: Preliminary Validation of a Multispectral Image Analysis Application for Confirmation of Isolated Tumor Cells in Axillary Lymph Nodes from Breast Cancer

Application

• Perform Cytokeratin Immunostain onto H&E– “multiplex” H&E and IHC

• Use MSI to produce FALSE COLOR IMAGES– Pseudo H&E– Pseudo IHC

Page 26: Preliminary Validation of a Multispectral Image Analysis Application for Confirmation of Isolated Tumor Cells in Axillary Lymph Nodes from Breast Cancer

Details

• Macrometastases for initial validation– Only 5 cases to start

• Immunostaining– AE1/AE3 antibody (Dako)– Benchmark XT (Ventana)

• MSI– Nuance System (CRi)

Page 27: Preliminary Validation of a Multispectral Image Analysis Application for Confirmation of Isolated Tumor Cells in Axillary Lymph Nodes from Breast Cancer
Page 28: Preliminary Validation of a Multispectral Image Analysis Application for Confirmation of Isolated Tumor Cells in Axillary Lymph Nodes from Breast Cancer

Suspense Spared

• Validated relative to traditional stains– Positive and negative controls

• Stain not as brilliant but visible

• Stain process bleached H&E—re-staining required (H, E, and DAB staining required to create good false color images)

Page 29: Preliminary Validation of a Multispectral Image Analysis Application for Confirmation of Isolated Tumor Cells in Axillary Lymph Nodes from Breast Cancer
Page 30: Preliminary Validation of a Multispectral Image Analysis Application for Confirmation of Isolated Tumor Cells in Axillary Lymph Nodes from Breast Cancer
Page 31: Preliminary Validation of a Multispectral Image Analysis Application for Confirmation of Isolated Tumor Cells in Axillary Lymph Nodes from Breast Cancer
Page 32: Preliminary Validation of a Multispectral Image Analysis Application for Confirmation of Isolated Tumor Cells in Axillary Lymph Nodes from Breast Cancer
Page 33: Preliminary Validation of a Multispectral Image Analysis Application for Confirmation of Isolated Tumor Cells in Axillary Lymph Nodes from Breast Cancer
Page 34: Preliminary Validation of a Multispectral Image Analysis Application for Confirmation of Isolated Tumor Cells in Axillary Lymph Nodes from Breast Cancer
Page 35: Preliminary Validation of a Multispectral Image Analysis Application for Confirmation of Isolated Tumor Cells in Axillary Lymph Nodes from Breast Cancer
Page 36: Preliminary Validation of a Multispectral Image Analysis Application for Confirmation of Isolated Tumor Cells in Axillary Lymph Nodes from Breast Cancer
Page 37: Preliminary Validation of a Multispectral Image Analysis Application for Confirmation of Isolated Tumor Cells in Axillary Lymph Nodes from Breast Cancer
Page 38: Preliminary Validation of a Multispectral Image Analysis Application for Confirmation of Isolated Tumor Cells in Axillary Lymph Nodes from Breast Cancer
Page 39: Preliminary Validation of a Multispectral Image Analysis Application for Confirmation of Isolated Tumor Cells in Axillary Lymph Nodes from Breast Cancer
Page 40: Preliminary Validation of a Multispectral Image Analysis Application for Confirmation of Isolated Tumor Cells in Axillary Lymph Nodes from Breast Cancer
Page 41: Preliminary Validation of a Multispectral Image Analysis Application for Confirmation of Isolated Tumor Cells in Axillary Lymph Nodes from Breast Cancer
Page 42: Preliminary Validation of a Multispectral Image Analysis Application for Confirmation of Isolated Tumor Cells in Axillary Lymph Nodes from Breast Cancer
Page 43: Preliminary Validation of a Multispectral Image Analysis Application for Confirmation of Isolated Tumor Cells in Axillary Lymph Nodes from Breast Cancer

Workflow

• Pathologist orders an MSI protocol, gives slide to IHC lab

• AE 1/3 stain performed on H&E (details omitted)

• Slide given to Pathologist (for now) for MSI

Page 44: Preliminary Validation of a Multispectral Image Analysis Application for Confirmation of Isolated Tumor Cells in Axillary Lymph Nodes from Breast Cancer

Results

• False color H&E and AE1/3 images returned to pathologist

• …Slide returned as well

Page 45: Preliminary Validation of a Multispectral Image Analysis Application for Confirmation of Isolated Tumor Cells in Axillary Lymph Nodes from Breast Cancer

Why…

…is the slide returned?– Easily verifiable by eye—no need for blind trust

…lymph nodes?– Uncommon (not rare) frustrating situation

…bother?

Page 46: Preliminary Validation of a Multispectral Image Analysis Application for Confirmation of Isolated Tumor Cells in Axillary Lymph Nodes from Breast Cancer

Why do MSI in these cases?

• Introduction of MSI technology into semi-routine surgical pathology workflow

• Demonstration of technology to other pathologists

• Development of MSI workflow for other applications

Page 47: Preliminary Validation of a Multispectral Image Analysis Application for Confirmation of Isolated Tumor Cells in Axillary Lymph Nodes from Breast Cancer

Challenges

• Original H&E still “destroyed”– Whole Slide Image archival

• Limited field of view—cannot MSI the entire slide (foci must be marked as with FISH slides)

• Demixing is very far from perfect– IHC pretty good but digital H&E is in progress

Page 48: Preliminary Validation of a Multispectral Image Analysis Application for Confirmation of Isolated Tumor Cells in Axillary Lymph Nodes from Breast Cancer

Presentation

• Demixing limitations– Crosstalk prevents creation of higher quality false

color H&E

• Presentation– Optimal false color combinations need tweaking

Page 49: Preliminary Validation of a Multispectral Image Analysis Application for Confirmation of Isolated Tumor Cells in Axillary Lymph Nodes from Breast Cancer
Page 50: Preliminary Validation of a Multispectral Image Analysis Application for Confirmation of Isolated Tumor Cells in Axillary Lymph Nodes from Breast Cancer
Page 51: Preliminary Validation of a Multispectral Image Analysis Application for Confirmation of Isolated Tumor Cells in Axillary Lymph Nodes from Breast Cancer
Page 52: Preliminary Validation of a Multispectral Image Analysis Application for Confirmation of Isolated Tumor Cells in Axillary Lymph Nodes from Breast Cancer
Page 53: Preliminary Validation of a Multispectral Image Analysis Application for Confirmation of Isolated Tumor Cells in Axillary Lymph Nodes from Breast Cancer
Page 54: Preliminary Validation of a Multispectral Image Analysis Application for Confirmation of Isolated Tumor Cells in Axillary Lymph Nodes from Breast Cancer
Page 55: Preliminary Validation of a Multispectral Image Analysis Application for Confirmation of Isolated Tumor Cells in Axillary Lymph Nodes from Breast Cancer
Page 56: Preliminary Validation of a Multispectral Image Analysis Application for Confirmation of Isolated Tumor Cells in Axillary Lymph Nodes from Breast Cancer

Next Steps

• Longer semi-validation phase– Continue attempting regular IHC on these cases– Return original slide to pathologist for validation

• Publicize availability to increase volume– First me; then select others; then everybody

Page 57: Preliminary Validation of a Multispectral Image Analysis Application for Confirmation of Isolated Tumor Cells in Axillary Lymph Nodes from Breast Cancer

Next Applications

• Breast—microinvasion (myoepithelial markers)

• Prostate biopsies – small foci

• Greater “automation” – performance by technical staff

Page 58: Preliminary Validation of a Multispectral Image Analysis Application for Confirmation of Isolated Tumor Cells in Axillary Lymph Nodes from Breast Cancer

Concluding Thoughts

• Available NOW (MSI today)– Imperfect but it validates– Leads directly to other similar applications

• This can drive improvements– General image analysis workflow (inc delegation)– Better algorithms– Experience (currently more of an art)

Page 59: Preliminary Validation of a Multispectral Image Analysis Application for Confirmation of Isolated Tumor Cells in Axillary Lymph Nodes from Breast Cancer
Page 60: Preliminary Validation of a Multispectral Image Analysis Application for Confirmation of Isolated Tumor Cells in Axillary Lymph Nodes from Breast Cancer