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| 1 | +# test deisotoping and isotope generation |
| 2 | + |
| 3 | +import numpy as np |
| 4 | +import pytest |
| 5 | + |
| 6 | +from vimms.Chemicals import Isotopes, Adducts |
| 7 | +from vimms.Common import Formula, ADDUCT_TERMS, POSITIVE, PROTON_MASS |
| 8 | +from vimms.Deisotoping import Deisotoper |
| 9 | +from vimms.MassSpecUtils import adduct_transformation |
| 10 | + |
| 11 | + |
| 12 | +def test_isotope_distribution_multi_element(): |
| 13 | + formula = Formula("C10H16N2O2S") |
| 14 | + isotopes = Isotopes(formula) |
| 15 | + peaks = isotopes.get_isotopes(total_proportion=0.99) |
| 16 | + |
| 17 | + proportions = [peak[1] for peak in peaks] |
| 18 | + mzs = [peak[0] for peak in peaks] |
| 19 | + |
| 20 | + assert len(peaks) > 1 |
| 21 | + assert np.isclose(sum(proportions), 1.0, atol=1e-6) |
| 22 | + assert all(mzs[i] < mzs[i + 1] for i in range(len(mzs) - 1)) |
| 23 | + |
| 24 | + |
| 25 | +def test_isotope_distribution_chlorine_m2_peak(): |
| 26 | + formula = Formula("C5H10Cl2") |
| 27 | + isotopes = Isotopes(formula) |
| 28 | + peaks = isotopes.get_isotopes(total_proportion=0.99) |
| 29 | + |
| 30 | + mono_mz = peaks[0][0] |
| 31 | + deltas = [mz - mono_mz for mz, _, _ in peaks[1:]] |
| 32 | + |
| 33 | + assert any(np.isclose(delta, 1.997, atol=0.01) for delta in deltas) |
| 34 | + |
| 35 | + |
| 36 | +def test_deisotoper_recovers_mono(): |
| 37 | + formula = Formula("C10H16N2O2S") |
| 38 | + isotopes = Isotopes(formula) |
| 39 | + adducts = Adducts(formula, adduct_prior_dict={POSITIVE: {"M+H": 1.0}}) |
| 40 | + adduct_name = adducts.get_adducts()[POSITIVE][0][0] |
| 41 | + mul, add = ADDUCT_TERMS[adduct_name] |
| 42 | + |
| 43 | + peaks = [] |
| 44 | + for mz, proportion, _ in isotopes.get_isotopes(total_proportion=0.99): |
| 45 | + adducted_mz = adduct_transformation(mz, mul, add) |
| 46 | + peaks.append((adducted_mz, proportion * 1e5)) |
| 47 | + |
| 48 | + deisotoper = Deisotoper(ppm_tolerance=10.0, max_charge=1, min_isotopes=2) |
| 49 | + clusters = deisotoper.deisotope(peaks) |
| 50 | + |
| 51 | + assert len(clusters) == 1 |
| 52 | + expected_mz = formula.mass + PROTON_MASS |
| 53 | + assert np.isclose(clusters[0].monoisotopic_mz, expected_mz, atol=1e-3) |
| 54 | + |
| 55 | + |
| 56 | +def test_deisotoper_handles_m_plus_2_only(): |
| 57 | + peaks = [(100.0, 1e5), (101.997, 6e4)] |
| 58 | + deisotoper = Deisotoper(ppm_tolerance=10.0, max_charge=1, min_isotopes=2) |
| 59 | + clusters = deisotoper.deisotope(peaks) |
| 60 | + |
| 61 | + assert len(clusters) == 1 |
| 62 | + assert np.isclose(clusters[0].monoisotopic_mz, 100.0, atol=1e-6) |
| 63 | + |
| 64 | + |
| 65 | +def test_pyopenms_deisotope_helper(): |
| 66 | + pytest.importorskip("pyopenms") |
| 67 | + from vimms.Deisotoping import deisotope_with_pyopenms |
| 68 | + |
| 69 | + peaks = [(100.0, 1e5), (101.003355, 5e4), (102.00671, 2e4)] |
| 70 | + _, mzs, intensities = deisotope_with_pyopenms(peaks, min_isopeaks=2, max_isopeaks=3) |
| 71 | + |
| 72 | + assert len(mzs) <= len(peaks) |
| 73 | + assert len(mzs) == len(intensities) |
| 74 | + |
| 75 | + |
| 76 | +def test_pyopenms_deadduct_helper(): |
| 77 | + pytest.importorskip("pyopenms") |
| 78 | + import pyopenms as oms |
| 79 | + |
| 80 | + from vimms.Deisotoping import deadduct_with_pyopenms |
| 81 | + |
| 82 | + fmap = oms.FeatureMap() |
| 83 | + feature = oms.Feature() |
| 84 | + feature.setMZ(100.0) |
| 85 | + feature.setIntensity(1e5) |
| 86 | + fmap.push_back(feature) |
| 87 | + |
| 88 | + output = deadduct_with_pyopenms(fmap, adducts=["[M+H]+"]) |
| 89 | + assert output.size() >= 1 |
| 90 | + |
| 91 | + |
| 92 | +def test_pyopenms_deadduct_multiple_features(): |
| 93 | + pytest.importorskip("pyopenms") |
| 94 | + import pyopenms as oms |
| 95 | + |
| 96 | + from vimms.Deisotoping import deadduct_with_pyopenms |
| 97 | + |
| 98 | + fmap = oms.FeatureMap() |
| 99 | + for mz, intensity in [(100.0, 1e5), (122.989218, 4e4)]: |
| 100 | + feature = oms.Feature() |
| 101 | + feature.setMZ(mz) |
| 102 | + feature.setIntensity(intensity) |
| 103 | + fmap.push_back(feature) |
| 104 | + |
| 105 | + output = deadduct_with_pyopenms(fmap, adducts=["[M+H]+", "[M+Na]+"]) |
| 106 | + assert output.size() >= 1 |
| 107 | + |
| 108 | + |
| 109 | +def test_pyopenms_deisotope_empty_peaks(): |
| 110 | + pytest.importorskip("pyopenms") |
| 111 | + from vimms.Deisotoping import deisotope_with_pyopenms |
| 112 | + |
| 113 | + spectrum, mzs, intensities = deisotope_with_pyopenms([]) |
| 114 | + assert spectrum is None |
| 115 | + assert mzs.size == 0 |
| 116 | + assert intensities.size == 0 |
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