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| """Reading information from Affymetrix CEL files version 3 and 4.""" |
|
|
| import struct |
|
|
| try: |
| import numpy as np |
| except ImportError: |
| from Bio import MissingPythonDependencyError |
|
|
| raise MissingPythonDependencyError( |
| "Install NumPy if you want to use Bio.Affy.CelFile" |
| ) from None |
|
|
|
|
| class ParserError(ValueError): |
| """Affymetrix parser error.""" |
|
|
| def __init__(self, *args): |
| """Initialise class.""" |
| super().__init__(*args) |
|
|
|
|
| class Record: |
| """Stores the information in a cel file. |
| |
| Example usage: |
| |
| >>> from Bio.Affy import CelFile |
| >>> with open("Affy/affy_v3_example.CEL") as handle: |
| ... c = CelFile.read(handle) |
| ... |
| >>> print(c.ncols, c.nrows) |
| 5 5 |
| >>> print(c.intensities) |
| [[ 234. 170. 22177. 164. 22104.] |
| [ 188. 188. 21871. 168. 21883.] |
| [ 188. 193. 21455. 198. 21300.] |
| [ 188. 182. 21438. 188. 20945.] |
| [ 193. 20370. 174. 20605. 168.]] |
| >>> print(c.stdevs) |
| [[ 24. 34.5 2669. 19.7 3661.2] |
| [ 29.8 29.8 2795.9 67.9 2792.4] |
| [ 29.8 88.7 2976.5 62. 2914.5] |
| [ 29.8 76.2 2759.5 49.2 2762. ] |
| [ 38.8 2611.8 26.6 2810.7 24.1]] |
| >>> print(c.npix) |
| [[25 25 25 25 25] |
| [25 25 25 25 25] |
| [25 25 25 25 25] |
| [25 25 25 25 25] |
| [25 25 25 25 25]] |
| |
| """ |
|
|
| def __init__(self): |
| """Initialize the class.""" |
| self.version = None |
| self.GridCornerUL = None |
| self.GridCornerUR = None |
| self.GridCornerLR = None |
| self.GridCornerLL = None |
| self.DatHeader = None |
| self.Algorithm = None |
| self.AlgorithmParameters = None |
| self.NumberCells = None |
| self.intensities = None |
| self.stdevs = None |
| self.npix = None |
| self.nrows = None |
| self.ncols = None |
| self.nmask = None |
| self.mask = None |
| self.noutliers = None |
| self.outliers = None |
| self.modified = None |
|
|
|
|
| def read(handle, version=None): |
| """Read Affymetrix CEL file and return Record object. |
| |
| CEL files format versions 3 and 4 are supported. |
| Please specify the CEL file format as 3 or 4 if known for the version |
| argument. If the version number is not specified, the parser will attempt |
| to detect the version from the file contents. |
| |
| The Record object returned by this function stores the intensities from |
| the CEL file in record.intensities. |
| Currently, record.mask and record.outliers are not set in when parsing |
| version 4 CEL files. |
| |
| Example Usage: |
| |
| >>> from Bio.Affy import CelFile |
| >>> with open("Affy/affy_v3_example.CEL") as handle: |
| ... record = CelFile.read(handle) |
| ... |
| >>> record.version == 3 |
| True |
| >>> print("%i by %i array" % record.intensities.shape) |
| 5 by 5 array |
| |
| >>> with open("Affy/affy_v4_example.CEL", "rb") as handle: |
| ... record = CelFile.read(handle, version=4) |
| ... |
| >>> record.version == 4 |
| True |
| >>> print("%i by %i array" % record.intensities.shape) |
| 5 by 5 array |
| |
| """ |
| try: |
| data = handle.read(0) |
| except AttributeError: |
| raise ValueError("handle should be a file handle") from None |
| data = handle.read(4) |
| if not data: |
| raise ValueError("Empty file.") |
| if data == b"[CEL": |
| raise ValueError("CEL file in version 3 format should be opened in text mode") |
| if data == "[CEL": |
| |
| |
| |
| data += next(handle) |
| if data.strip() != "[CEL]": |
| raise ValueError("Failed to parse Affy Version 3 CEL file.") |
| line = next(handle) |
| keyword, value = line.split("=", 1) |
| if keyword != "Version": |
| raise ValueError("Failed to parse Affy Version 3 CEL file.") |
| version = int(value) |
| if version != 3: |
| raise ValueError("Incorrect version number in Affy Version 3 CEL file.") |
| return _read_v3(handle) |
| try: |
| magicNumber = struct.unpack("<i", data) |
| except TypeError: |
| raise ValueError( |
| "CEL file in version 4 format should be opened in binary mode" |
| ) from None |
| except struct.error: |
| raise ValueError( |
| "Failed to read magic number from Affy Version 4 CEL file" |
| ) from None |
| if magicNumber != (64,): |
| raise ValueError("Incorrect magic number in Affy Version 4 CEL file") |
| return _read_v4(handle) |
|
|
|
|
| def _read_v4(f): |
| |
| |
| record = Record() |
| preHeaders = ["version", "columns", "rows", "cellNo", "headerLen"] |
| preHeadersMap = {} |
| headersMap = {} |
|
|
| |
| |
| preHeadersMap["magic"] = 64 |
| try: |
| for name in preHeaders: |
| preHeadersMap[name] = struct.unpack("<i", f.read(4))[0] |
| except struct.error: |
| raise ParserError("Failed to parse CEL version 4 file") from None |
|
|
| char = f.read(preHeadersMap["headerLen"]) |
| header = char.decode("ascii", "ignore") |
| for line in header.split("\n"): |
| if "=" in line: |
| headline = line.split("=") |
| headersMap[headline[0]] = "=".join(headline[1:]) |
|
|
| record.version = preHeadersMap["version"] |
| if record.version != 4: |
| raise ParserError("Incorrect version number in CEL version 4 file") |
|
|
| record.GridCornerUL = headersMap["GridCornerUL"] |
| record.GridCornerUR = headersMap["GridCornerUR"] |
| record.GridCornerLR = headersMap["GridCornerLR"] |
| record.GridCornerLL = headersMap["GridCornerLL"] |
| record.DatHeader = headersMap["DatHeader"] |
| record.Algorithm = headersMap["Algorithm"] |
| record.AlgorithmParameters = headersMap["AlgorithmParameters"] |
| record.NumberCells = preHeadersMap["cellNo"] |
| |
| |
| |
| record.nrows = int(headersMap["Rows"]) |
| record.ncols = int(headersMap["Cols"]) |
|
|
| |
| |
| record.nmask = None |
| record.mask = None |
| record.noutliers = None |
| record.outliers = None |
| record.modified = None |
|
|
| |
| |
| |
| def raiseBadHeader(field, expected): |
| actual = int(headersMap[field]) |
| message = f"The header {field} is expected to be 0, not {actual}" |
| if actual != expected: |
| raise ParserError(message) |
|
|
| raiseBadHeader("Axis-invertX", 0) |
|
|
| raiseBadHeader("AxisInvertY", 0) |
|
|
| raiseBadHeader("OffsetX", 0) |
|
|
| raiseBadHeader("OffsetY", 0) |
|
|
| |
| |
| |
| char = b"\x00" |
| safetyValve = 10**4 |
| for i in range(safetyValve): |
| char = f.read(1) |
| |
| |
| if char == b"\x04": |
| break |
| if i == safetyValve: |
| raise ParserError( |
| "Parse Error. The parser expects a short, " |
| "undocumented binary blob terminating with " |
| "ASCII EOF, x04" |
| ) |
|
|
| |
| padding = f.read(15) |
|
|
| |
| |
| structa = struct.Struct("< f f h") |
|
|
| |
| structSize = 10 |
|
|
| |
| record.intensities = np.empty(record.NumberCells, dtype=float) |
| record.stdevs = np.empty(record.NumberCells, dtype=float) |
| record.npix = np.empty(record.NumberCells, dtype=int) |
|
|
| b = f.read(structSize * record.NumberCells) |
| for i in range(record.NumberCells): |
| binaryFragment = b[i * structSize : (i + 1) * structSize] |
| intensity, stdevs, npix = structa.unpack(binaryFragment) |
| record.intensities[i] = intensity |
| record.stdevs[i] = stdevs |
| record.npix[i] = npix |
|
|
| |
| def reshape(array): |
| view = array.view() |
| view.shape = (record.nrows, record.ncols) |
| return view |
|
|
| record.intensities = reshape(record.intensities) |
| record.stdevs = reshape(record.stdevs) |
| record.npix = reshape(record.npix) |
|
|
| return record |
|
|
|
|
| def _read_v3(handle): |
| |
| |
| record = Record() |
| |
| |
| record.version = 3 |
| section = "" |
| for line in handle: |
| line = line.rstrip("\r\n") |
| if not line: |
| continue |
| |
| if line.startswith("[HEADER]"): |
| section = "HEADER" |
| elif line.startswith("[INTENSITY]"): |
| section = "INTENSITY" |
| record.intensities = np.zeros((record.nrows, record.ncols)) |
| record.stdevs = np.zeros((record.nrows, record.ncols)) |
| record.npix = np.zeros((record.nrows, record.ncols), int) |
| elif line.startswith("[MASKS]"): |
| section = "MASKS" |
| record.mask = np.zeros((record.nrows, record.ncols), bool) |
| elif line.startswith("[OUTLIERS]"): |
| section = "OUTLIERS" |
| record.outliers = np.zeros((record.nrows, record.ncols), bool) |
| elif line.startswith("[MODIFIED]"): |
| section = "MODIFIED" |
| record.modified = np.zeros((record.nrows, record.ncols)) |
| elif line.startswith("["): |
| raise ParserError("Unknown section found in version 3 CEL file") |
| else: |
| if section == "HEADER": |
| |
| |
| key, value = line.split("=", 1) |
| if key == "Cols": |
| record.ncols = int(value) |
| elif key == "Rows": |
| record.nrows = int(value) |
| elif key == "GridCornerUL": |
| x, y = value.split() |
| record.GridCornerUL = (int(x), int(y)) |
| elif key == "GridCornerUR": |
| x, y = value.split() |
| record.GridCornerUR = (int(x), int(y)) |
| elif key == "GridCornerLR": |
| x, y = value.split() |
| record.GridCornerLR = (int(x), int(y)) |
| elif key == "GridCornerLL": |
| x, y = value.split() |
| record.GridCornerLL = (int(x), int(y)) |
| elif key == "DatHeader": |
| |
| record.DatHeader = {} |
| i = value.find(":") |
| if i >= 0: |
| min_max_pixel_intensity, filename = value[:i].split() |
| record.DatHeader["filename"] = filename |
| assert min_max_pixel_intensity[0] == "[" |
| assert min_max_pixel_intensity[-1] == "]" |
| ( |
| min_pixel_intensity, |
| max_pixel_intensity, |
| ) = min_max_pixel_intensity[1:-1].split("..") |
| record.DatHeader["min-pixel_intensity"] = int( |
| min_pixel_intensity |
| ) |
| record.DatHeader["max-pixel_intensity"] = int( |
| max_pixel_intensity |
| ) |
| value = value[i + 1 :] |
| index = 0 |
| field = value[index : index + 9] |
| if field[:4] != "CLS=" or field[8] != " ": |
| raise ValueError( |
| "Field does not start with 'CLS=' or have a blank space at position 8" |
| ) |
| record.DatHeader["CLS"] = int(field[4:8]) |
| index += 9 |
| field = value[index : index + 9] |
| if field[:4] != "RWS=" or field[8] != " ": |
| raise ValueError( |
| "Field does not start with 'RWS=' or have a blank space at position 8" |
| ) |
| record.DatHeader["RWS"] = int(field[4:8]) |
| index += 9 |
| field = value[index : index + 7] |
| if field[:4] != "XIN=" or field[6] != " ": |
| raise ValueError( |
| "Field does not start with 'XIN=' or have a blank space at position 6" |
| ) |
| record.DatHeader["XIN"] = int(field[4:6]) |
| index += 7 |
| field = value[index : index + 7] |
| if field[:4] != "YIN=" or field[6] != " ": |
| raise ValueError( |
| "Field does not start with 'YIN=' or have a blank space at poition 6" |
| ) |
| record.DatHeader["YIN"] = int(field[4:6]) |
| index += 7 |
| field = value[index : index + 6] |
| if field[:3] != "VE=" or field[5] != " ": |
| raise ValueError( |
| "Field does not start with 'VE=' or have a blank space at position 5" |
| ) |
| record.DatHeader["VE"] = int(field[3:5]) |
| index += 6 |
| field = value[index : index + 7] |
| if field[6] != " ": |
| raise ValueError( |
| "Field value for position 6 isn't a blank space" |
| ) |
| temperature = field[:6].strip() |
| if temperature: |
| record.DatHeader["temperature"] = int(temperature) |
| else: |
| record.DatHeader["temperature"] = None |
| index += 7 |
| field = value[index : index + 4] |
| if not field.endswith(" "): |
| raise ValueError("Field doesn't end with a blank space") |
| record.DatHeader["laser-power"] = float(field) |
| index += 4 |
| field = value[index : index + 18] |
| if field[8] != " ": |
| raise ValueError( |
| "Field value for position 8 isn't a blank space" |
| ) |
| record.DatHeader["scan-date"] = field[:8] |
| if field[17] != " ": |
| raise ValueError( |
| "Field value for position 17 isn't a blank space" |
| ) |
| record.DatHeader["scan-date"] = field[:8] |
| record.DatHeader["scan-time"] = field[9:17] |
| index += 18 |
| value = value[index:] |
| subfields = value.split("\x14") |
| if len(subfields) != 12: |
| ValueError("Subfields length isn't 12") |
| subfield = subfields[0] |
| try: |
| scanner_id, scanner_type = subfield.split() |
| except ValueError: |
| scanner_id = subfield.strip() |
| else: |
| record.DatHeader["scanner-type"] = scanner_type |
| record.DatHeader["scanner-id"] = scanner_id |
| record.DatHeader["array-type"] = subfields[2].strip() |
| field = subfields[7].strip() |
| if field: |
| record.DatHeader["filter-wavelength"] = int(field) |
| field = subfields[8].strip() |
| if field: |
| record.DatHeader["arc-radius"] = float(field) |
| field = subfields[9].strip() |
| if field: |
| record.DatHeader["laser-spotsize"] = float(field) |
| field = subfields[10].strip() |
| if field: |
| record.DatHeader["pixel-size"] = float(field) |
| field = subfields[11].strip() |
| if field: |
| record.DatHeader["image-orientation"] = int(field) |
| elif key == "Algorithm": |
| record.Algorithm = value |
| elif key == "AlgorithmParameters": |
| parameters = value.split(";") |
| values = {} |
| for parameter in parameters: |
| key, value = parameter.split(":", 1) |
| if key in ( |
| "Percentile", |
| "CellMargin", |
| "FullFeatureWidth", |
| "FullFeatureHeight", |
| "PoolWidthExtenstion", |
| "PoolHeightExtension", |
| "NumPixelsToUse", |
| "ExtendPoolWidth", |
| "ExtendPoolHeight", |
| "OutlierRatioLowPercentile", |
| "OutlierRatioHighPercentile", |
| "HalfCellRowsDivisor", |
| "HalfCellRowsRemainder", |
| "HighCutoff", |
| "LowCutoff", |
| "featureRows", |
| "featureColumns", |
| ): |
| values[key] = int(value) |
| elif key in ( |
| "OutlierHigh", |
| "OutlierLow", |
| "StdMult", |
| "PercentileSpread", |
| "PairCutoff", |
| "featureWidth", |
| "featureHeight", |
| ): |
| values[key] = float(value) |
| elif key in ( |
| "FixedCellSize", |
| "IgnoreOutliersInShiftRows", |
| "FeatureExtraction", |
| "UseSubgrids", |
| "RandomizePixels", |
| "ImageCalibration", |
| "IgnoreShiftRowOutliers", |
| ): |
| if value == "TRUE": |
| value = True |
| elif value == "FALSE": |
| value = False |
| else: |
| raise ValueError("Unexpected boolean value") |
| values[key] = value |
| elif key in ( |
| "AlgVersion", |
| "ErrorBasis", |
| "CellIntensityCalculationType", |
| ): |
| values[key] = value |
| else: |
| raise ValueError("Unexpected tag in AlgorithmParameters") |
| record.AlgorithmParameters = values |
| elif section == "INTENSITY": |
| if line.startswith("NumberCells="): |
| key, value = line.split("=", 1) |
| record.NumberCells = int(value) |
| elif line.startswith("CellHeader="): |
| key, value = line.split("=", 1) |
| if value.split() != ["X", "Y", "MEAN", "STDV", "NPIXELS"]: |
| raise ParserError( |
| "Unexpected CellHeader in INTENSITY " |
| "section CEL version 3 file" |
| ) |
| else: |
| words = line.split() |
| y = int(words[0]) |
| x = int(words[1]) |
| record.intensities[x, y] = float(words[2]) |
| record.stdevs[x, y] = float(words[3]) |
| record.npix[x, y] = int(words[4]) |
| elif section == "MASKS": |
| if line.startswith("NumberCells="): |
| key, value = line.split("=", 1) |
| record.nmask = int(value) |
| elif line.startswith("CellHeader="): |
| key, value = line.split("=", 1) |
| if value.split() != ["X", "Y"]: |
| raise ParserError( |
| "Unexpected CellHeader in MASKS " |
| "section in CEL version 3 file" |
| ) |
| else: |
| words = line.split() |
| y = int(words[0]) |
| x = int(words[1]) |
| record.mask[x, y] = True |
| elif section == "OUTLIERS": |
| if line.startswith("NumberCells="): |
| key, value = line.split("=", 1) |
| record.noutliers = int(value) |
| elif line.startswith("CellHeader="): |
| key, value = line.split("=", 1) |
| if value.split() != ["X", "Y"]: |
| raise ParserError( |
| "Unexpected CellHeader in OUTLIERS " |
| "section in CEL version 3 file" |
| ) |
| else: |
| words = line.split() |
| y = int(words[0]) |
| x = int(words[1]) |
| record.outliers[x, y] = True |
| elif section == "MODIFIED": |
| if line.startswith("NumberCells="): |
| key, value = line.split("=", 1) |
| record.nmodified = int(value) |
| elif line.startswith("CellHeader="): |
| key, value = line.split("=", 1) |
| if value.split() != ["X", "Y", "ORIGMEAN"]: |
| raise ParserError( |
| "Unexpected CellHeader in MODIFIED " |
| "section in CEL version 3 file" |
| ) |
| else: |
| words = line.split() |
| y = int(words[0]) |
| x = int(words[1]) |
| record.modified[x, y] = float(words[2]) |
| return record |
|
|
|
|
| if __name__ == "__main__": |
| from Bio._utils import run_doctest |
|
|
| run_doctest() |
|
|