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About this Manual
Introduction
A Note on Image Analysis
Distribution
Authors
Requirements
Initial Setup
Image Contributors
Introduction to Fiji
Introduction
Where to get Fiji
Configuration
Memory and Processor Threads
Proxy Settings
Updates
Monitoring and Clearing up Excess Memory Usage
Monitoring Memory
Basic Module
Aim
Opening Files
Zooming In and Out
Panning the Image
Duplicating an Image
Regions of Interest (ROI)
Drawing ROIs
Moving ROIs
Resizing ROIs
Using the ROI Manager to add Multiple ROIs
Aim
Adjusting Brightness and Contrast – Colour Images
Adjusting the Colour Balance – Colour Images
Adjusting the Brightness and Contrast – Monochrome Images
Aim
Calibrating an Image
Adding a Scale Bar
Aim
Changing Bit Depth – 24bit RGB
Adding Colour – Using Lookup Tables
Single Colour LUTs
Multicolour LUTs
Intensity Distribution
Merging Images
Merging Up To 7 Channels and DIC/Phase/Brightfield – Standard Colours
Merging Up To 7 Channels and DIC/Phase/Brightfield – Non-standard Colours
Merging 8 or more colour channels
Simulating Colour Blindness
Aim
LOCI Tools
Initial File Opening
Displaying Metadata
Default Opening States
Opening Confocal Data
Leica – LIF Format
Nikon – ICS/IDS File Format
Nikon – ND2 File Format
Single Data Set
Multiple Data Set
Olympus – OIB and OIF File Format
Method 1 – Reassign LUTs
Method 2 – Applying Colour at Opening
Zeiss – LSM File Format
Opening DeltaVision Data
Aim
Visualising 3D Data
Z Projection
Orthogonal Projection
Slice Montage
3D Volume – Simple
Making Movies
Aim
Measuring the Area and Intensity of Stain - Fluorescence
Separating Merged Multichannel Images
Threshold Image
Automatic Threshold Algorithms
Measure Thresholded Area
Measuring the Area of Stain – Brightfield
Make a Brightfield Image Look like a Fluorescent One
Aim
Initial Binary Creation
Counting Cells – Basic Count
Counting Cells – Detailed Information
Aim
Creating Whole Cell Binary Masks
Analysing the Image
Checking the Effectiveness of Segmentation
Method 1 – ROI Manager
Method 2 – Create Colour Overlays
Complex Segmentation
Refinement of Compartment Masks
Removing Extra Nuclear Masks
Working with Tricker Stains
Aim
Single Point Analysis
Multi Point Analysis – Manual ROI Entry
Multi Point Analysis – Automatic ROI Entry
Aim
Fixed Sample Analysis – Fluorescence
Selecting the Scratch
Measuring the Scratch and Logging the Data
Removing Unwanted Area from the Analysis
Method 1 – Size exclusion
Method 2 – Using Image Filters
Create an Outline of the Result
Fixed Sample Analysis – Brightfield
Live Sample Analysis
Selecting the Scratch
Measuring Scratch Area
Creating Overview Movie of Result
Aim
Tips for Capturing Your Images
Manually Creating a Montage
Automatically Creating a Montage – Brightfield
Automatically Creating a Montage – Fluorescence
Aim
Auto Alignment of Confocal Data
Auto Alignment of Serial Sections
Aim
Extended Depth of Focus – Macro Images
Extended Depth of Focus – Microscope Images
Aim
3D Visualisation
Visualisation
Making Movies
Predefined
Manually Set
3D Measurement
Measuring Objects in 3D
Generating 3D models of the Results
Aim
Training the Module
Running the Analysis
Reviewing the Data
Analysing the Data
Advanced Module
Aim
The Macro Recorder
Recording your First Macro – Threshold Measurement
Re-running the Macro
Recording your Second Macro – Cell Counting
Aim
The Macro Editor
Variables
Writing your first Macro – Automatically Merge Images
Merge DAPI, FITC and DIC.ijm – Final Code
Writing Your Second Macro – Channel Separate and Threshold Measurement
Vessel and Hypoxia Measurment.ijm – Final Code
Outputting a Result Overview
Vessel and Hypoxia Measurement (with Result Output).ijm – Final Code
Aim
Batch Processing Concepts
Batch Process - Cell Counting
Cell Count (Batch).ijm – Final Code
Batch Process - Cell Counting – Contaminated Directory
Cell Count (Batch – Tiff Only).ijm – Final Code
Batch Processing and Outputting Data
Vessel and Hypoxia Measurement (with Result Output).ijm – Final Code
Aim
Creating a Custom Log Table
First Steps – Batch Code
Custom Log Creation
The Analysis Code
Ki67 and PH3 Count.ijm – Final Code
Adding Refinements – Positive Cell Selection
Ki67 and PH3 Count (Refined).ijm – Final Code
Outputting Results Images to a Macro Created Folder
Ki67 and PH3 Count (Refined with Output).ijm – Final Code
Aim
Global Variables
Vessel and Hypoxia Measurement
Directory Selection and Array Function
Split Images Function
Measure Function
Save Overview Images Function
Vessel and Hypoxia Measurement (with Result Output – functions).ijm – Final Code
Ki67 and PH3 Count
Global Variables
File Function
Make Table Function
Channel Function
Count DAPI Function
Count Ki67 Function
Count PH3 Function
Calculate Percentage Function
Log Data Function
Save Image Output Function
Ki67 and PH3 Count (Refined with Output – functions).ijm – Final Code
Macro Functions
Macro Functions List
Contents About this Manual .................................................................................................................................. 1 Introduction ........................................................................................................................................ 1 A Note on Image Analysis ................................................................................................................... 1 Distribution ......................................................................................................................................... 1 Authors ................................................................................................................................................ 2 Requirements ...................................................................................................................................... 2 Initial Setup ......................................................................................................................................... 2 Image Contributors ............................................................................................................................. 4 Introduction to Fiji .................................................................................................................................. 5 Introduction ........................................................................................................................................ 5 Where to get Fiji ................................................................................................................................. 5 Configuration ...................................................................................................................................... 6 Memory and Processor Threads ..................................................................................................... 6 Proxy Settings .................................................................................................................................. 8 Updates ........................................................................................................................................... 9 Monitoring and Clearing up Excess Memory Usage ......................................................................... 11 Monitoring Memory ..................................................................................................................... 11 Basic Module ......................................................................................................................................... 13 Basic Navigation in Fiji .......................................................................................................................... 14 Aim .................................................................................................................................................... 14 Opening Files ..................................................................................................................................... 14 Zooming In and Out .......................................................................................................................... 15 Panning the Image ............................................................................................................................ 15 Duplicating an Image ........................................................................................................................ 16 Regions of Interest (ROI) ................................................................................................................... 17 Drawing ROIs ................................................................................................................................. 17 Moving ROIs .................................................................................................................................. 18 Resizing ROIs ................................................................................................................................. 18 Using the ROI Manager to add Multiple ROIs ............................................................................... 18 Adjusting Brightness and Contrast ........................................................................................................ 20
Aim .................................................................................................................................................... 20 Adjusting Brightness and Contrast – Colour Images ......................................................................... 20 Adjusting the Colour Balance – Colour Images ................................................................................. 22 Adjusting the Brightness and Contrast – Monochrome Images ....................................................... 24 Calibrating and Adding a Scale Bar ....................................................................................................... 27 Aim .................................................................................................................................................... 27 Calibrating an Image ......................................................................................................................... 27 Adding a Scale Bar ............................................................................................................................. 29 Fluorescent Images – Changing Bit Depth, Adding Colour, Merging Images and Simulating Colour Blindness ............................................................................................................................................... 30 Aim .................................................................................................................................................... 30 Changing Bit Depth – 24bit RGB ....................................................................................................... 31 Adding Colour – Using Lookup Tables ............................................................................................... 32 Single Colour LUTs ......................................................................................................................... 32 Multicolour LUTs ........................................................................................................................... 33 Intensity Distribution .................................................................................................................... 34 Merging Images ................................................................................................................................ 36 Merging Up To 7 Channels and DIC/Phase/Brightfield – Standard Colours ................................. 36 Merging Up To 7 Channels and DIC/Phase/Brightfield – Non-standard Colours ......................... 38 Merging 8 or more colour channels .............................................................................................. 41 Simulating Colour Blindness ............................................................................................................. 44 Opening Confocal and Deconvolution Data Sets .................................................................................. 46 Aim .................................................................................................................................................... 46 LOCI Tools ......................................................................................................................................... 46 Initial File Opening ........................................................................................................................ 46 Displaying Metadata ..................................................................................................................... 47 Default Opening States ................................................................................................................. 47 Opening Confocal Data ..................................................................................................................... 49 Leica – LIF Format ......................................................................................................................... 49 Nikon – ICS/IDS File Format .......................................................................................................... 54 Nikon – ND2 File Format ............................................................................................................... 56
Olympus – OIB and OIF File Format .............................................................................................. 60 Zeiss – LSM File Format ................................................................................................................. 62 Opening DeltaVision Data ................................................................................................................. 63 Visualising 3D and Live Data ................................................................................................................. 65 Aim .................................................................................................................................................... 65 Visualising 3D Data............................................................................................................................ 65 Z Projection ................................................................................................................................... 65 Orthogonal Projection................................................................................................................... 67 Slice Montage................................................................................................................................ 68 3D Volume – Simple ...................................................................................................................... 70 Making Movies .................................................................................................................................. 72 Simple Analysis – Area and Intensity of Stain ....................................................................................... 74 Aim .................................................................................................................................................... 74 Measuring the Area and Intensity of Stain - Fluorescence ............................................................... 74 Separating Merged Multichannel Images ..................................................................................... 74 Threshold Image ........................................................................................................................... 75 Automatic Threshold Algorithms .................................................................................................. 77 Measure Thresholded Area........................................................................................................... 78 Measuring the Area of Stain – Brightfield......................................................................................... 81 Make a Brightfield Image Look like a Fluorescent One ................................................................ 83 Cell Counting ......................................................................................................................................... 85 Aim .................................................................................................................................................... 85 Initial Binary Creation ....................................................................................................................... 85 Counting Cells – Basic Count ............................................................................................................. 88 Counting Cells – Detailed Information .............................................................................................. 91 Cell Segmentation and Analysis ............................................................................................................ 95 Aim .................................................................................................................................................... 95 Creating Whole Cell Binary Masks .................................................................................................... 95 Analysing the Image ........................................................................................................................ 103 Checking the Effectiveness of Segmentation .................................................................................. 105 Method 1 – ROI Manager ........................................................................................................... 105
Method 2 – Create Colour Overlays ........................................................................................... 108 Complex Segmentation ................................................................................................................... 111 Refinement of Compartment Masks........................................................................................... 113 Working with Tricker Stains ............................................................................................................ 115 Intensity over Time ............................................................................................................................. 118 Aim .................................................................................................................................................. 118 Single Point Analysis ....................................................................................................................... 118 Multi Point Analysis – Manual ROI Entry ........................................................................................ 121 Multi Point Analysis – Automatic ROI Entry .................................................................................... 125 Scratch Wound Assay Analysis (Fixed and Live) .................................................................................. 130 Aim .................................................................................................................................................. 130 Fixed Sample Analysis – Fluorescence ............................................................................................ 130 Selecting the Scratch ................................................................................................................... 130 Measuring the Scratch and Logging the Data ............................................................................. 132 Removing Unwanted Area from the Analysis ............................................................................. 134 Method 1 – Size exclusion .......................................................................................................... 134 Method 2 – Using Image Filters .................................................................................................. 136 Create an Outline of the Result .................................................................................................. 139 Fixed Sample Analysis – Brightfield ................................................................................................ 144 Live Sample Analysis ....................................................................................................................... 148 Selecting the Scratch ................................................................................................................... 148 Measuring Scratch Area .............................................................................................................. 152 Creating Overview Movie of Result ............................................................................................ 154 Image Stitching ................................................................................................................................... 157 Aim .................................................................................................................................................. 157 Tips for Capturing Your Images ....................................................................................................... 157 Manually Creating a Montage ........................................................................................................ 157 Automatically Creating a Montage – Brightfield ............................................................................ 161 Automatically Creating a Montage – Fluorescence ........................................................................ 164 Image Stack Alignment ....................................................................................................................... 167 Aim .................................................................................................................................................. 167
Auto Alignment of Confocal Data ................................................................................................... 167 Auto Alignment of Serial Sections................................................................................................... 169 Extended Depth of Focus .................................................................................................................... 171 Aim .................................................................................................................................................. 171 Extended Depth of Focus – Macro Images ..................................................................................... 171 Extended Depth of Focus – Microscope Images ............................................................................. 174 3D Visualisation and Measurement .................................................................................................... 177 Aim .................................................................................................................................................. 177 3D Visualisation ............................................................................................................................... 177 Visualisation ................................................................................................................................ 177 Making Movies ............................................................................................................................ 180 3D Measurement ............................................................................................................................ 184 Measuring Objects in 3D ............................................................................................................. 184 Generating 3D models of the Results ......................................................................................... 188 Advanced Image Segmentation .......................................................................................................... 191 Aim .................................................................................................................................................. 191 Training the Module ....................................................................................................................... 191 Running the Analysis ....................................................................................................................... 199 Reviewing the Data ......................................................................................................................... 202 Analysing the Data .......................................................................................................................... 206 Advanced Module ............................................................................................................................... 207 Basic Macro Recording ........................................................................................................................ 209 Aim .................................................................................................................................................. 209 The Macro Recorder ....................................................................................................................... 209 Recording your First Macro – Threshold Measurement ................................................................. 210 Re-running the Macro ................................................................................................................. 214 Recording your Second Macro – Cell Counting .............................................................................. 216 Writing Macros and an Introduction to Variables .............................................................................. 220 Aim .................................................................................................................................................. 220 The Macro Editor ............................................................................................................................ 221 Variables ......................................................................................................................................... 221 Writing your first Macro – Automatically Merge Images ............................................................... 222 Merge DAPI, FITC and DIC.ijm – Final Code ................................................................................ 229
Writing Your Second Macro – Channel Separate and Threshold Measurement ............................ 230 Vessel and Hypoxia Measurment.ijm – Final Code ..................................................................... 234 Outputting a Result Overview ......................................................................................................... 235 Vessel and Hypoxia Measurement (with Result Output).ijm – Final Code ................................. 237 Batch Processing ................................................................................................................................. 239 Aim .................................................................................................................................................. 239 Batch Processing Concepts ............................................................................................................. 239 Batch Process - Cell Counting.......................................................................................................... 239 Cell Count (Batch).ijm – Final Code ............................................................................................. 244 Batch Process - Cell Counting – Contaminated Directory ............................................................... 245 Cell Count (Batch – Tiff Only).ijm – Final Code ........................................................................... 246 Batch Processing and Outputting Data ........................................................................................... 247 Vessel and Hypoxia Measurement (with Result Output).ijm – Final Code ................................. 249 Custom Data Logging .......................................................................................................................... 251 Aim .................................................................................................................................................. 251 Creating a Custom Log Table .......................................................................................................... 251 First Steps – Batch Code.................................................................................................................. 252 Custom Log Creation ....................................................................................................................... 252 The Analysis Code ........................................................................................................................... 254 Ki67 and PH3 Count.ijm – Final Code .......................................................................................... 258 Adding Refinements – Positive Cell Selection ................................................................................. 260 Ki67 and PH3 Count (Refined).ijm – Final Code .......................................................................... 261 Outputting Results Images to a Macro Created Folder .................................................................. 263 Ki67 and PH3 Count (Refined with Output).ijm – Final Code ..................................................... 265 Functions (sub-processes/sub-routines) ............................................................................................. 268 Aim .................................................................................................................................................. 268 Global Variables .............................................................................................................................. 268 Vessel and Hypoxia Measurement ................................................................................................. 269 Directory Selection and Array Function ...................................................................................... 269 Split Images Function .................................................................................................................. 272 Measure Function ....................................................................................................................... 274
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