Normalization methods for gene expression analysis
AssigneeAffymetrix, Inc.
InventorThomas Houts
Life of this patent
Estimating the term…
Abstract
The invention provides methods for obtaining an expected concentration for each of a plurality of housekeeping genes and using these values to obtain normalized concentrations for genes in an experimental sample using both external transcripts and internal housekeeping genes. A standard calibration curve is prepared using intensity values and concentrations of external transcripts. The standard calibration curve is used to obtain an expected concentration for each housekeeping gene. A calibration curve in an experimental sample is used to obtain preliminary concentrations for housekeeping genes and a correction factor is calculated from the expected concentrations. The correction factor is used to normalize values for genes in the experimental sample.
Claims31
A method for obtaining an expected concentration for each of a plurality of housekeeping genes comprising:
- (a) obtaining a nucleic acid sample obtained from a biological sample;
- (b) obtaining a set of external transcripts wherein said set comprises a plurality of different external transcripts each present at different known concentrations;
- (c) adding an aliquot of said external transcripts to said biological sample to generate a spiked sample;
- (d) amplifying said spiked sample to generate an amplified sample;
- (e) labeling said amplified sample to generate a labeled sample;
- (f) hybridizing said labeled sample to an array to obtain a hybridization pattern;
- (g) analyzing said hybridization pattern to obtain an intensity value for each external transcript and for each of said housekeeping genes;
- (h) preparing a standard calibration curve with said intensity values of said external transcripts on a first axis and concentrations of said external transcripts on a second axis;
- (i) fitting a curve through a plurality of points of said standard calibration curve;
- (j) plotting an intensity value for each housekeeping gene onto said standard calibration curve;
- (k) calculating an estimated concentration for each housekeeping gene from said standard calibration curve;
- (l) repeating steps (a) through (k) for a plurality of biological samples;
- and
- (m) combining said estimated concentrations for each housekeeping gene to obtain an expected concentration for each housekeeping gene.
A method for obtaining a normalized concentration for a target in an experimental sample comprising:
- (a) obtaining a nucleic acid sample obtained from said experimental sample;
- (b) obtaining a set of external transcripts wherein said set comprises a plurality of different external transcripts each present at different concentrations within a range of concentrations;
- (c) adding an aliquot of said external transcripts to said experimental sample to generate a spiked sample;
- (d) amplifying said spiked sample to generate an amplified sample;
- (e) labeling said amplified sample to generate a labeled sample;
- (f) hybridizing said labeled sample to an array to obtain a hybridization pattern;
- (g) analyzing said hybridization pattern to obtain an intensity value for each external transcript and for each of said housekeeping genes;
- (h) preparing an experimental calibration curve with said intensity values of said external transcripts on a first axis and concentrations of said external transcripts on a second axis;
- (i) fitting a line through a plurality of points of said experimental calibration curve;
- (j) plotting said intensity values from each housekeeping gene onto said experimental calibration curve;
- (k) calculating a preliminary concentration for each said housekeeping gene;
- (l) determining a ratio of expected concentration of said housekeeping gene from said experimental sample to said preliminary concentration for each housekeeping gene and averaging a plurality of said ratios to obtain a correction factor;
- (m) plotting said intensity value for said target onto said second calibration curve to obtain a preliminary concentration for said target in said experimental sample;
- and
- (n) multiplying said preliminary concentration for said target by said correction factor to obtain a normalized concentration for said target in said experimental sample.
A computer software product for obtaining a normalized concentration for a target in an experimental sample comprising:
- (a) computer program code for preparing an experimental calibration curve with intensity values of external transcripts on a first axis and concentrations of said external transcripts on a second axis;
- (b) computer program code for fitting a line through a plurality of points of said experimental calibration curve;
- (c) computer program code for plotting said intensity values from each housekeeping gene onto said experimental calibration curve;
- (d) computer program code for calculating a preliminary concentration for each said housekeeping gene;
- (e) computer program code for determining a ratio of expected concentration of said housekeeping gene from said experimental sample to said preliminary concentration for each housekeeping gene and averaging a plurality of said ratios to obtain a correction factor;
- (f) computer program code for plotting said intensity value for said target onto said second calibration curve to obtain a preliminary concentration for said target in said experimental sample;
- and
- (g) computer program code for multiplying said preliminary concentration for said target by said correction factor to obtain a normalized concentration for said target in said experimental sample.
A computer readable medium having computer executable instructions for obtaining a normalized concentration for a target in an experimental sample comprising instructions for:
- (a) preparing an experimental calibration curve with intensity values of external transcripts on a first axis and concentrations of said external transcripts on a second axis;
- (b) fitting a line through a plurality of points of said experimental calibration curve;
- (c) fitting said intensity values from each housekeeping gene to said experimental calibration curve;
- (d) calculating a preliminary concentration for each said housekeeping gene;
- (e) determining a ratio of expected concentration of said housekeeping gene from said experimental sample to said preliminary concentration for each housekeeping gene and averaging a plurality of said ratios to obtain a correction factor;
- (f) plotting said intensity value for said target onto said second calibration curve to obtain a preliminary concentration for said target in said experimental sample;
- and
- (g) multiplying said preliminary concentration for said target by said correction factor to obtain a normalized concentration for said target in said experimental sample.
Dependencies are inferred from the claim text.