Cyclic Immunofluorescence Multiplexed Imaging

Cyclic Immunofluorescence (CyCIF) is a multiplexed imaging method that uses cycles of staining, bleaching, and imaging to generate high-plex images. A major advantage of our workflow is that it can be applied to many sample types and can generate and analyze whole slide images (WSI). WSIs enable deep spatial analyses and provide enough statistical power to make conclusions about spatial relationships that are impossible in small fields of view.

About the Data Data Levels Explore Data Online

About the Data


Method and Protocol

Learn about the CyCIF method and selected publications at https://www.tissue-atlas.org/cycif-method.

Access the CyCIF protocol on protocols.io.

Data Visualization

Full-resolution images can be viewed in a web browser using Minerva:

  • via the gallery below
  • in cBioPortal (forthcoming)

Learn more about the Minerva software at minerva.im.

Data Access

All image data will be accessible from Amazon Web Services (AWS):

  • Level 1: rcpnl
  • Level 2: OME-TIFF
  • Level 3: OME-TIFF
  • Level 4: csv

For a description of the files see the table below.

About the Samples

The following are planned to image with CyCIF:

  • 50-100 breast samples
  • 30-50 ovarian samples

Instruments

CyCIF data was collected on RareCyte CyteFinder and CyteFinder II microscopes.

About the Data Generators

This data was generated and analyzed by the Laboratory of Systems Pharmacology at Harvard Medical School.


Data Levels

CyCIF uses OME-TIFF and other BioFormats file formats and follows MITI standards.

Data Type Description File Format Average size (per sample) Data Location
Raw images (Level 1) Collected using cyclic immunofluorescence (CyCIF) rcpnl 80 GB AWS
High-plex image data (Level 2) Quality controlled images are assembled into a high-plex whole slide image using the MCMICRO analysis pipeline OME-TIFF 50 GB AWS
Segmentation masks (Level 3) Cell segmentation identifies and separates cell, nucleus, cytoplasm and other regions OME-TIFF 0.5 GB AWS
Single-cell spatial feature tables (Level 4) Summarize the expression of marker intensities and morphological features for each cell csv 1 GB AWS

Explore Data

Viewing image data online using Minerva

Minerva is a suite of software tools for visualizing, annotating, and sharing high-plex tissue images in a web browser with an accompanying narration. Minerva makes it possible to interact with large, whole-slide images without downloading any data or installing any software. In Minerva, viewers can annotate and share regions of interest, pan and zoom to explore different levels of detail, and view different subsets of markers.

Narrated Minerva Stories

Narrated stories use multi-step narrations and annotations to walk a viewer through key features of the data. Narrated stories distill the multidisciplinary knowledge encompassed by each dataset into a single product that grounds the scientific analyses in the underlying data and metadata. Click the Minerva story icon for an interactive view of the full-resolution images.

Ovarian Cancer with Annotation - LSP15343
Ovarian Cancer with Annotation - LSP15327

Curated Minerva Stories

Curated stories provide access to images that have undergone a quality control step to remove failed markers, ensure appropriate channel intensity settings, and provide metadata about the underlying sample and image. Click the Minerva story icon for an interactive view of the full-resolution images.

K27 (BRCA mutant)
K26 (BRCA mutant)
K24 (BRCA mutant)
K23 (BRCA mutant)
K22 (BRCA mutant)
K21 (BRCA mutant)
K20 (BRCA mutant)
K19 (BRCA mutant)
K18 (BRCA mutant)
K17 (BRCA mutant)
K16 (BRCA mutant)
K15 (BRCA mutant)
K14 (BRCA mutant)
K13 (BRCA mutant)
K12 (BRCA mutant)
K11 (BRCA mutant)
K10 (BRCA mutant)
K9 (BRCA mutant)
K8 (BRCA mutant)
K7 (BRCA mutant)
K6 (BRCA mutant)
K5 (BRCA mutant)
K4 (BRCA mutant)
K3 (BRCA mutant)
K2 (BRCA mutant)
K1 (BRCA mutant)
W8B_4 (BRCA wildtype)
W2BC_3 (BRCA wildtype)
CK26 (BRCA wildtype)
CK25_R (BRCA wildtype)
CK24 (BRCA wildtype)
CK23 (BRCA wildtype)
CK22 (BRCA wildtype)
CK21 (BRCA wildtype)
CK20 (BRCA wildtype)
CK19_BCC2 (BRCA wildtype)
CK19_BCC (BRCA wildtype)
CK18_P (BRCA wildtype)
CK17_M (BRCA wildtype)
CK16 (BRCA wildtype)
CK15 (BRCA wildtype)
CK14 (BRCA wildtype)
CK13 (BRCA wildtype)
CK12 (BRCA wildtype)
CK11 (BRCA wildtype)
CK10 (BRCA wildtype)
CK9 (BRCA wildtype)
CK8 (BRCA wildtype)
CK7 (BRCA wildtype)
CK6 (BRCA wildtype)
CK5 (BRCA wildtype)
CK4_R (BRCA wildtype)
CK4_P (BRCA wildtype)
CK3_R (BRCA wildtype)
CK2 (BRCA wildtype)
CK1 (BRCA wildtype)
LSP16814
LSP16699
LSP16698
LSP16697
LSP16696
LSP11060
LSP11064
LSP11068
LSP11072
LSP11076
LSP11088
LSP15327
LSP15335
LSP15339
LSP15343
LSP15347
LSP15355
LSP15359
LSP16136
LSP16138
LSP16141
LSP16144
LSP16147
LSP16150
LSP16153
LSP16156
LSP16159
LSP17722
LSP17730
LSP17734
LSP17758
LSP17762
LSP17766
LSP17786
LSP17790
LSP17818
LSP17822
LSP17850
LSP18301
LSP18305
LSP18309
LSP18313
LSP18317
LSP19412
LSP19416
LSP19420