INTERACTIVE APPS

DEEP LEARNING-MINED TISSUE MORPHOLOGY

MDS app

Reproduced with permission from Blood Cancer Discovery.



SOCIOECONOMICAL AND TEMPORAL MAP OF COVID EPIDEMICS IN HELSINKI

MDS app

Password-protected, demo can be provided for interested



STATIC VISUALIZATIONS

UMAP REPRESENTATION OF TISSUE MORPHOLOGY

MDS UMAP

Unsupervised UMAP vizualisation of visual features extracted with convolutional neural networks from H&E-stained bone marrow biopsies. Digital images were split into small tiles and projeced based on their dissimilarity. Colors reflect clusters, which have beeb regrouped into morphologic subcategories (dashed circles). The slingshot analysis demonstrate morphologic trajectories (superposed lines). Reproduced with permission from Blood Cancer Discovery.



PUBLICATION-GRADE FIGURES

AML Figure2
AML Figure2

Reproduced with permission from Blood Advances.



RCC Figure
RCC Figure

Lymphocyte density in various regions of renal cell carcinoma tissue sections defined with image analysis.



MDS Figure1
MDS Figure1
MDS Figure2
MDS Figure2

Reproduced with permission from Blood Cancer Discovery.