miniMTI
Collection
Minimal multiplex tissue imaging: virtual staining from H&E plus a minimal set of measured markers. • 2 items • Updated
Datasets:
images array 3D | masks array 2D | metadata stringlengths 29 36 |
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] | CRC04-CellID-167-x=565-y=21751 |
[[[222,39,204,75,238,151,3,189,34,154,224,138,10,94,30,20,3,204,190,203],[231,39,212,79,254,192,0,19(...TRUNCATED) | [[false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,fa(...TRUNCATED) | CRC04-CellID-208-x=586-y=21454 |
[[[226,39,129,247,155,28,92,134,37,155,149,85,19,138,19,29,1,180,172,200],[235,46,124,196,131,60,73,(...TRUNCATED) | [[false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,fa(...TRUNCATED) | CRC04-CellID-326-x=630-y=21351 |
[[[235,52,193,141,211,93,0,200,36,152,199,116,19,182,20,22,4,203,193,215],[240,57,195,118,215,110,6,(...TRUNCATED) | [[false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,fa(...TRUNCATED) | CRC04-CellID-434-x=669-y=21443 |
[[[216,20,34,62,47,26,17,97,31,138,56,22,159,103,33,70,6,170,153,189],[220,21,35,55,43,24,11,96,32,1(...TRUNCATED) | [[false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,fa(...TRUNCATED) | CRC04-CellID-516-x=694-y=21318 |
[[[221,29,22,21,30,27,13,80,20,108,61,18,83,40,24,60,16,191,174,208],[229,35,23,17,37,16,14,82,17,10(...TRUNCATED) | [[false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,fa(...TRUNCATED) | CRC04-CellID-847-x=822-y=21703 |
[[[240,35,102,28,36,19,43,126,24,91,143,28,87,76,42,59,23,156,143,184],[244,41,112,29,41,10,52,133,2(...TRUNCATED) | [[false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,fa(...TRUNCATED) | CRC04-CellID-990-x=861-y=21183 |
[[[172,3,25,73,39,12,24,90,19,117,58,15,105,75,27,147,36,188,172,201],[171,5,22,75,40,15,25,83,26,11(...TRUNCATED) | [[false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,fa(...TRUNCATED) | CRC04-CellID-1080-x=883-y=21552 |
[[[224,34,126,53,37,11,21,101,18,112,57,24,91,57,24,61,12,182,165,211],[225,32,126,48,43,6,24,99,26,(...TRUNCATED) | [[false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,fa(...TRUNCATED) | CRC04-CellID-1152-x=910-y=21635 |
End of preview. Expand
in Data Studio
miniMTI-CRC Example Data
Example single-cell imaging data for testing miniMTI, a molecularly anchored virtual staining framework for multiplex tissue imaging panel reduction.
Paper: bioRxiv 2026.01.21.700911
Code: GitHub
Model: changlab/miniMTI-CRC
Dataset Description
10,000 single-cell image patches randomly sampled (seed=42) from CRC-Orion sample CRC04 (colorectal cancer tissue WSI, RareCyte Orion platform).
File
example_CRC04_10k.h5— HDF5 file (~178 MB)
HDF5 Structure
| Dataset | Shape | Type | Description |
|---|---|---|---|
images |
(10000, 32, 32, 20) | uint8 | 17 IF channels + 3 H&E (RGB) channels |
masks |
(10000, 32, 32) | bool | Binary cell segmentation masks |
metadata |
(10000,) | string | Cell IDs and coordinates: <sample>-CellID-<id>-x=<x>-y=<y> |
Channel Ordering (20 raw channels)
| Index | Channel |
|---|---|
| 0 | DAPI |
| 1 | CD31 |
| 2 | CD45 |
| 3 | CD68 |
| 4 | CD4 |
| 5 | FOXP3 |
| 6 | CD8a |
| 7 | CD45RO |
| 8 | CD20 |
| 9 | PD-L1 |
| 10 | CD3e |
| 11 | CD163 |
| 12 | E-cadherin |
| 13 | PD-1 |
| 14 | Ki67 |
| 15 | PanCK |
| 16 | aSMA |
| 17 | H&E (R) |
| 18 | H&E (G) |
| 19 | H&E (B) |
Channels 0–16 are immunofluorescence markers. Channels 17–19 are co-registered H&E RGB. The miniMTI model treats each IF channel as a separate marker and the three H&E channels as a single marker (18 markers total).
Usage
from huggingface_hub import hf_hub_download
# Download example data
path = hf_hub_download(
repo_id="changlab/miniMTI-CRC-example",
filename="example_CRC04_10k.h5",
repo_type="dataset",
)
# Run inference with miniMTI
python scripts/inference_example.py \
--val-file $path \
--input-channels 17,6,11,13
Citation
@article{sims2026minimti,
title={miniMTI: minimal multiplex tissue imaging enhances biomarker expression prediction from histology},
author={Sims, Z. and Govindarajan, S. and Ait-Ahmad, K. and Ak, C. and Kuykendall, M. and Mills, G. B. and Eksi, E. and Chang, Y. H.},
journal={bioRxiv},
year={2026},
doi={10.64898/2026.01.21.700911}
}
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Size of downloaded dataset files:
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Size of the auto-converted Parquet files:
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Number of rows:
10,000