Preliminary Validation of a Multispectral Image Analysis Application for Confirmation of Isolated...

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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

Transcript of Preliminary Validation of a Multispectral Image Analysis Application for Confirmation of Isolated...

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

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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)

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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’

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Light Sensitivity

Wavelength

RGB

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Light Sensitivity

Wavelength

7 Bands

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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

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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

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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?

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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

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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

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Presentation

• Demixing limitations– Crosstalk prevents creation of higher quality false

color H&E

• Presentation– Optimal false color combinations need tweaking

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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

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Next Applications

• Breast—microinvasion (myoepithelial markers)

• Prostate biopsies – small foci

• Greater “automation” – performance by technical staff

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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)

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