|
1 | | -"""IM2Deep: Deep learning framework for peptide collisional cross section prediction.""" |
| 1 | +""" |
| 2 | +IM2Deep: Deep learning framework for peptide collisional cross section prediction. |
2 | 3 |
|
3 | | -__version__ = "1.0.3" |
| 4 | +IM2Deep is a Python package that provides accurate CCS (Collisional Cross Section) |
| 5 | +prediction for peptides and modified peptides using deep learning models trained |
| 6 | +specifically for TIMS (Trapped Ion Mobility Spectrometry) data. |
| 7 | +
|
| 8 | +Key Features: |
| 9 | + - Single-conformer CCS prediction using ensemble of neural networks |
| 10 | + - Multi-conformer CCS prediction for peptides with multiple conformations |
| 11 | + - Linear calibration using reference datasets |
| 12 | + - Support for modified peptides |
| 13 | + - Ion mobility conversion utilities |
| 14 | + - Command-line interface for easy usage |
| 15 | +
|
| 16 | +Example: |
| 17 | + Basic usage for CCS prediction: |
| 18 | +
|
| 19 | + >>> from im2deep.im2deep import predict_ccs |
| 20 | + >>> from psm_utils.psm_list import PSMList |
| 21 | + >>> predictions = predict_ccs(psm_list, calibration_data) |
| 22 | +
|
| 23 | +Dependencies: |
| 24 | + - deeplc: For deep learning model infrastructure |
| 25 | + - psm_utils: For peptide and PSM handling |
| 26 | + - pandas: For data manipulation |
| 27 | + - numpy: For numerical computations |
| 28 | + - click: For command-line interface |
| 29 | +
|
| 30 | +Authors: |
| 31 | + - Robbe Devreese |
| 32 | + - Robbin Bouwmeester |
| 33 | + - Ralf Gabriels |
| 34 | +
|
| 35 | +License: |
| 36 | + Apache License 2.0 |
| 37 | +""" |
| 38 | + |
| 39 | +__version__ = "1.1.0" |
| 40 | + |
| 41 | +# Import main functionality for easier access |
| 42 | +from im2deep.im2deep import predict_ccs |
| 43 | +from im2deep.calibrate import linear_calibration |
| 44 | +from im2deep.utils import ccs2im, im2ccs |
| 45 | +from im2deep._exceptions import IM2DeepError, CalibrationError |
| 46 | + |
| 47 | +__all__ = [ |
| 48 | + "predict_ccs", |
| 49 | + "linear_calibration", |
| 50 | + "ccs2im", |
| 51 | + "im2ccs", |
| 52 | + "IM2DeepError", |
| 53 | + "CalibrationError", |
| 54 | +] |
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