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Written for v1.0.0· Last updated: Jan 27, 2026

Features

Core Feature

This feature is available in all MATISSE Explorer deployments.

Features are data columns that describe properties of each data point (cell or spot) in your dataset. MATISSE Explorer uses features for color mapping, subsetting, and analysis.

Feature Types

MATISSE Explorer supports two types of features:

Categorical Features

Categorical features contain discrete labels that group data points into categories.

Categorical feature list

Examples:

  • Cell type (e.g., "B cell", "T cell", "Macrophage")
  • Cluster assignments (e.g., "Cluster 0", "Cluster 1")
  • Sample ID
  • Treatment group

Characteristics:

  • Finite set of distinct labels
  • Each point belongs to exactly one category
  • Displayed with distinct colors per category

Continuous Features

Continuous features contain numeric values that vary across data points.

Continuous feature list

Examples:

  • Gene expression levels (e.g., "CD3E", "MS4A1")
  • Quality metrics (e.g., "n_genes", "total_counts")
  • Computed scores

Characteristics:

  • Numeric values with a range (min to max)
  • Displayed with a color gradient
  • Can be subset by value range

Browsing Features

Access features through the Explorer sidebar:

Full feature sidebar

  1. Tab Bar - Switch between Categorical and Continuous
  2. Search Field - Search features by name
  3. Feature List - Scrollable list of available features
  4. Detail Panel - Shows information about the selected feature

Sorting the Feature List

Use the Sort button to organize features alphabetically for easier navigation.

  1. Click the Sort button (↕ icon) next to the search field
  2. Choose a sorting option:
OptionDescription
DefaultOriginal order from the dataset
Name A-ZAlphabetical order (ascending)
Name Z-AReverse alphabetical order (descending)
  1. The feature list reorders immediately

TIP

Sorting is applied globally across both Categorical and Continuous tabs. Your sort preference persists across sessions.

Switching Tabs

Click the tab labels to view different feature types:

TabContents
CategoricalCell types, clusters, discrete labels
ContinuousGene expression, numeric values

Searching Features

Use the search field to quickly find features:

  1. Click the search field at the top of the feature list
  2. Type part of the feature name
  3. The list filters to show matching features
  4. Clear the search to show all features

Feature search in action

Selecting Features

For Color Mapping

Click a feature name to apply it as the color mapping:

  1. Browse or search for the desired feature
  2. Click the feature name
  3. The map updates to show points colored by that feature
  4. The legend updates to show the color scale

Selecting feature for color

Viewing Details

When you select a feature, the Detail Panel shows additional information:

For Categorical:

For Continuous:

  • Minimum and maximum values
  • Distribution information

Hidden Features

Some features may be hidden by default (e.g., internal columns, metadata). To show hidden features:

  1. Look for a "Show hidden" toggle or option
  2. Enable it to reveal hidden columns
  3. Hidden features appear in the list with a visual indicator

Feature States

Features can be in different loading states:

StateDescription
IdleNot yet loaded
LoadingCurrently fetching data
ReadyFully loaded and available
ErrorFailed to load

Wait for features to reach "Ready" state before using them for visualization or subsetting.

Read-only Features

Some features are marked as read-only:

  • Generated by the analysis pipeline
  • Cannot be modified through the interface
  • Protected from accidental changes

Read-only features can still be used for color mapping and subsetting.

Exporting Feature Data

Export feature data for use in other tools:

  1. Select the feature you want to export
  2. Look for an export or download option
  3. Choose CSV format
  4. The file downloads with point indices and values

See CSV Export for detailed export options.

Tips for Working with Features

  1. Start with categorical - Begin exploration with cell type or cluster features for clear groupings
  2. Use search - With many genes, search is faster than scrolling
  3. Check the legend - Understand what colors represent before interpreting patterns
  4. Combine with subsets - Use features both for color and subsetting simultaneously

MATISSE Explorer Documentation