DICOM
Glossary
DICOM = Digital Imaging and Communications in Medicine
CTCA = CT coronary angiogram
PACS = Picture Archiving and Communication Storage
SR = Structured Reports
KOS = Key Object Selection3
SEG = Segmentation
RT = Radio Therapy
RTSS = Radio Therapy Structure Set
RWVM = Real World Value Maps
IOD = Information Object Definitions
NIfTI = Neuroimaging Informatics Technology Initiative
DFWG = Data Format Working Group
VTK = Visualization ToolKit
3D Slicer = open source software platform for medical image informatics, image processing, and three-dimensional visualization
MPR = Multi Planar Reconstruction
CCTA = Coronary Computed Tomography Angiography
MIP = Maximum Intensity Projection
STL = STereoLithography
ITK = Insight Toolkit
Summaries from
DICOM
Introduction
What is DICOM:
- Software Integration Standard in Medical Imaging
Annotation
- Annotation = Note/explanation for text/diagram
- Label = Classifying name for person/thing
- Markup = tags indicating relationship between texts
- GLCM = Gray Level Co-occurance Matrix
- TCIA = The Cancer Imaging Archive
Use cases
- Patient/Case
- Imaging Study
- Series/Acquisition
- Image
- Frame (pixel data array)
- Region of Interest ( ROI )
- Single point ( label every voxel/pixel )
Use cases - Qualitative / Quantitative
-
Qualitative
- categorical - shape = round, square
-
Ordinal
- roundness - scale of 1 to 5
-
Quantitative
- morphology
- size ( length, volume )
- quantity
- background staining intensity
- attenuation coefficient
- Numerical features
- GLCM entropy
- fractal dimension
- Transformed variants
- registered, resampled ec
- Units
- Absolute / Relative
- Derivation
- mean / max
- Method
- model, fitting, sampling, binning
Use cases - Concept representation
-
Single concept
- “rectangular”
-
Name Value pair
- “shape” = “rectangular”
-
Coded / Text
- PN:12345 v. name: “Jane Doe”
Use cases - Localization Representation
- Patient /Case - Patient / Specimen ID
- Study / Series - UUID
- Frame - UID + frame offset / number
-
ROI
- contours: image in 2D or space in 3D
- temporal coordinates = frame #, relative/absolute time
- segmentations = bitmap / partial occupancy / probability
-
Single point
- parametric maps (bitmap, scaled integer)
-
Transformations
- rigid / affine, non-rigid (spline,…)
How DICOM fits in
DICOM as input
-
Every radiology image is initially in DICOM
- single files, or formatted to single multi-frame DICOM file
-
DICOM headers metadata
- considered “annotations”
- example: Series Description = “Heart MRI axial”
- multi-site data DICOM attributes
- Keep vendor private data elements, might be useful later
DICOM as output
- Sharing annotations as DICOM
-
Pros:
- re-use of existing clinical imaging annotations systems
- use off-the-shelves DICOM archives : TCIA
- opened by OTS DICOM tools
- self-describing using pseudonymous identifiers
-
Cons:
- more efforts to:
- pseudonymize
- propagate composite context ( identities & UID )
- more complex & esoteric compared to creating new annotations ?
DICOM & Annotations
Non-recommended ways
-
Burned in graphics and text
- Screenshots
-
Overlay graphics and text
- in pixel data, header, separate object
-
Presentation states
- no semantics, only graphics and text
- popular in clinical PACS
Recommended ways
- Standardized in ages
-
Structured Reports (SR)
- code tree, numbers, 2D, 3D & temporal coordinates, references
- basis for Cardiovascular, Ultrasound, Mammo CAD, radiation dose
- Key Object Selection (KOS) - key images are flagged with label
-
Segmentation (SEG / DSO)
- rasterized
- bitmap, probability, occupancy
- coded property / anatomy
- ROI, atlases - pixel level categorical annotation
- surface mesh
-
Radiotherapy Structure Sets (RTSS)
- 3D coordinates, volumes
- in RT planning and PET
New in DICOM
-
Real World Value Maps
- coded voxel values ( beyond Rescale type )
- works in current DICOM images
- makes pixel value means something ( form of annotation )
-
Parametric Maps
- Combination of RWVM with floats / scaled integer pixels
-
2nd-gen Radiotherapy annotations
- Conceptual Volumes
- grammar for combining contours, segmentations
DICOM IODs
-
Fiducials
- Markers with shape & location
-
Registration
- rigid, deformable, established reference frames: atlases
Players
iQ-SYSTEM PACS = https://image-systems.biz/products/pacs/
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