PharmAI KTU Contractility Signals
Summary. The dataset comprises 578 isometric contractility time series recorded from isolated murine trachea and bladder smooth muscle following exposure to pharmacological agents with distinct receptor-mediated mechanisms of action (MoAs). A total of 50 adult male Balb/c mice were used; two smooth muscle strips per organ were obtained, resulting in four independent tissue samples per animal.
π Access policy (gated, manual approval).
- Review phase: We collect access requests but do not grant access during peer review (exceptions only for co-authors or formal collaborators).
- Post-acceptance: We will evaluate and approve requests individually. Priority is given to academic/non-commercial projects with a clear research purpose.
- Requirements: Institutional email, brief usage statement, and agreement to the Terms of Use.
- Technical: Approved users must be authenticated (login or token) to load the dataset.
Data acquisition
- Recording mode: Continuous isometric force recordings
- Sampling rate: 100 Hz
- Digitization: Isometric force transducers
- Source format:
.txt(one time series per file) - Per-recording annotations: tissue type (trachea/bladder), applied pharmacological agent, and corresponding MoA
Classes and MoAs
| Label | Agent (abbrev) | Mechanism of Action (MoA) | Count |
|---|---|---|---|
| kcl | Potassium chloride (KCl) | Calcium channel modulation | 237 |
| cch | Carbachol (CCh) | Muscarinic receptor activation | 179 |
| ser | Serotonin (SER) | Serotonergic receptor pathway | 86 |
| his | Histamine (HIS) | Histaminergic receptor pathway | 76 |
| Total | β | β | 578 |
Per tissue pharmacology: Trachea β KCl, CCh, SER Β· Bladder β KCl, CCh, HIS.
Folder structure
contractility-signals/
ββ data/
β ββ train-00000-of-00001.parquet
β ββ validation-00000-of-00001.parquet
β ββ test-00000-of-00001.parquet
ββ label_map.json
ββ stats.json
ββ README.md
label_map.jsoncontains:{"kcl":0,"cch":1,"ser":2,"his":3}stats.jsonincludes global/per-class length stats and counts
Splits and sizes
- Train: 410 (kcl 167, cch 127, ser 62, his 54)
- Validation: 84 (kcl 35, cch 26, ser 12, his 11)
- Test: 84 (kcl 35, cch 26, ser 12, his 11)
Signal length statistics (samples @ 100 Hz)
Per-class (min / max / mean / std):
- CCh: 25,000 / 186,000 / 87,902.79 / 33,176.77
- HIS: 20,340 / 376,000 / 97,247.37 / 57,972.76
- KCl: 11,000 / 330,000 / 70,862.78 / 36,136.43
- SER: 23,000 / 177,000 / 79,961.63 / 34,295.07
Features
Each example includes:
id(string)signal(float[]) β 1D contractility trace (100 Hz)length(int) β number of samplessample_rate_hz(int) β 100label(string) β one of{kcl, cch, ser, his}label_id(int) β fromlabel_map.jsontissue(string) β{trachea, bladder}moa(string) β mechanism mapped from label (table above)
Access & loading
Once your request is approved (manual approval), you can load the dataset with a single line:
from datasets import load_dataset
ds = load_dataset("pharmaiktu/contractility-signals") # requires authentication for gated datasets
print(ds) # DatasetDict with train/validation/test
Terms of use
- Academic / non-commercial research only.
- No redistribution of the dataset or derivatives without written permission from the authors.
- Cite the associated manuscript and this dataset card in any public use.
- Do not attempt re-identification or misuse of data.
- Report issues or suspected policy violations to: .
Citation (to be updated post peer review)
Please use the provisional citation below during peer review. A final citation with full bibliographic details will be provided after acceptance.
PharmAI KTU Research Group (2025).
PharmAI KTU Contractility Signals [Dataset].
Hugging Face: https://huggingface.co/datasets/pharmaiktu/contractility-signals
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