Error correction of multiplex imaging analysis by sequential hybridization
Disclosed herein are methods and systems for detecting and/or quantifying cellular targets such as nucleic acids in cells, tissues, organs or organisms. Through sequential barcoding, it is possible to perform high-throughput profiling of a large number of targets, such as transcripts and/or DNA loci. In some embodiments, error correction is implemented through use of barcodes that can tolerate mistakes and missing data during sequential hybridization of probes to selected targets.
1. A sequential hybridization method, comprising:
identifying a plurality of target genes; and
associating, via sequential hybridization of binding probes to the plurality of target genes, a first plurality of unique codes with the plurality of target genes, wherein each target gene in the plurality of target genes is represented by a unique code in the first plurality of unique codes, wherein the sequential hybridization comprises n rounds of hybridization (where n≥2), and wherein each round of hybridization inn rounds of hybridization comprises:
contacting the plurality of target genes with a plurality of binding probes, wherein each probe in the plurality of binding probes comprises:
a binding sequence that specifically binds a target sequence in a gene in the plurality of target genes, wherein target genes from the plurality of target genes are spatially transfixed from each other, and wherein each probe is capable of emitting a detectable visual signal upon binding of the probe to a target sequence;
detecting visual signals that reflect the binding between the plurality of binding probes and the plurality of target genes; and
removing the visual signals, prior to the next round of hybridization;
wherein probes used in the n rounds of hybridization are capable of emitting at least F types of detectable visual signals (where F≥2 and F n is greater than the number of target genes in the plurality of target genes),
wherein a unique code in the first plurality of unique codes for a target gene consists of n components,
wherein each component is determined by visual signals that reflect the binding between binding probes and the target gene during one of the n rounds of hybridization,
wherein the n rounds of hybridization include m rounds of error correction n≥m≥1), wherein each m error correction round comprises one round of then rounds of hybridization, and each m round of hybridization is a repeat of one of the remaining one or more (n−1) rounds of the n rounds of hybridization,
wherein a second plurality of unique codes for the plurality of target genes is generated after each m error correction round is removed from the n rounds of hybridization, and
wherein each unique code in the second plurality of unique codes consists of (n−m) components and uniquely represents a target gene in the plurality of target genes.
2. The sequential hybridization method of claim 1 , wherein the plurality of target genes are located on immobilized nucleic acids selected from the group consisting of mRNAs, chromosomal DNAs and combinations thereof.
3. The sequential hybridization method of claim 1 , wherein n is 4 or greater, 5 or greater, or 10 or greater.
4. The sequential hybridization method of claim 1 , wherein m≤0.5n.
5. The sequential hybridization method of claim 1 , wherein the at least F types of detectable visual signals comprise one selected from the group consisting of a fluorescence signal, a color signal, a red signal, a green signal, a yellow signal, a combined color signal representing two or more colors, and combinations thereof.
6. The sequential hybridization method of claim 1 , wherein a probe in the plurality of binding probes further comprises a signal moiety that emits a detectable visual signal upon binding of the probe to a target sequence.
7. The sequential hybridization method of claim 6 , wherein the signal moiety is connected to the binding sequence of the probe via a cleavable linker.
8. The sequential hybridization method of claim 1 , wherein each component of a n-component unique code in the first plurality of unique codes is assigned a numerical value that corresponds to one of the at least F types of detectable visual signals; and wherein at least one component of the n-component unique code is determined based on the numerical values of all or some of the other n−1 components.
9. The sequential hybridization method of claim 8 , wherein the n-component unique code is determined as:
{ j 1 ,j 2 . . . ( a 1 *j 1 +a 2 *j 2 + . . . +a n *j n +C )mod F, . . . ,j n },
wherein j 1 is a numerical value that corresponds the detectable visual signals used in the first round of hybridization, j 2 is a numerical value that corresponds the detectable visual signals used in the second round of hybridization, and j n is a numerical value that corresponds the detectable visual signals used in the nth round of hybridization; and
wherein j 1 , j 2 , . . . j n , a 1 , a 2 , . . . a n and n are integers and C is an integer.
10. A hybridization method, comprising:
identifying a plurality of target genes;
performing sequential hybridization of binding probes to the plurality of target genes, wherein the sequential hybridization comprises n rounds of hybridization (where n≥2), and wherein each round of hybridization inn rounds of hybridization comprises:
contacting the plurality of target genes with a plurality of binding probes, wherein each probe in the plurality of binding probes comprises:
a binding sequence that specifically binds a target sequence in a gene in the plurality of target genes, wherein target genes from the plurality of target genes are spatially transfixed from each other, and wherein each probe is capable of emitting a detectable visual signal upon binding of the probe to a target sequence;
detecting visual signals that reflect the binding between the plurality of binding probes and the plurality of target genes, wherein each target gene in the plurality of target genes is represented by visual signals that are unique for the target gene, and wherein probes used in the n rounds of hybridization are capable of emitting at least F types of detectable visual signals (where F≥2, and F n is greater than the number of target genes in the plurality of target genes); and
removing the visual signals, prior to the next round of hybridization; and
performing serial hybridizations against one or more target genes, wherein the expression level of each target gene is above a predetermined threshold value, wherein each serial hybridization comprises:
contacting the one or more target genes with a plurality of binding probes, wherein each probe in the plurality of binding probes comprises:
a binding sequence that specifically binds a target sequence in a target gene in the one or more target genes, wherein one or more target genes are spatially transfixed from each other,
wherein each probe is capable of emitting a detectable visual signal upon binding of the probe to the target sequence, and wherein probes binding to target sequences in the same target gene emit the same detectable visual signals; and
detecting visual signals that reflect the binding between the plurality of binding probes and the one or more target gene.
11. The hybridization method of claim 10 , wherein then rounds of hybridization generate a first plurality of unique codes, wherein each target gene in the plurality of target genes is represented by a unique code in the first plurality of unique codes.
12. The hybridization method of claim 11 , wherein a unique code in the first plurality of unique codes for a target gene consists of n components, and wherein each component is determined by visual signals that reflect the binding between binding probes and the target gene during one of the n rounds of hybridization.
13. The hybridization method of claim 11 , wherein the n rounds of hybridization include m error correction round (m≥1), wherein the m error correction round comprises one round of then rounds of hybridization, and the n rounds of hybridization is a repeat of one of the remaining one or more (n−1) rounds of the n rounds of hybridization, and wherein a second plurality of unique codes for the plurality of target genes is generated after the m error correction round is removed from the n rounds of hybridization, and wherein each unique code in the second plurality of unique codes consists of (n−m) components and uniquely represents a target gene in the plurality of target genes.
14. The hybridization method of claim 10 , further comprising:
identifying the one or more target genes based on expression levels of candidate target genes.
15. The hybridization method of claim 10 , wherein the plurality of target genes are located on immobilized nucleic acids selected from the group consisting of mRNAs, chromosomal DNAs and combinations thereof.
16. The hybridization method of claim 10 , wherein the one or more target genes are located on immobilized nucleic acids selected from the group consisting of mRNAs, chromosomal DNAs and combinations thereof.
17. The hybridization method of claim 11 , wherein each unique code in the first plurality of unique codes consists of n component, wherein each component of a n-component unique code in the first plurality of unique codes is assigned a numerical value that corresponds to one of the at least F types of detectable visual signals; and wherein at least one component of the n-component unique code is determined based on the numerical values of all or some of the other n−1 components.
18. The hybridization method of claim 17 , wherein the n-component unique code is determined as:
{ j 1 ,j 2 . . . ( a 1 *j 1 +a 2 *j 2 + . . . +a n *j n +C )mod F, . . . ,j n },
wherein j 1 is a numerical value that corresponds the detectable visual signals used in the first round of hybridization, j 2 is a numerical value that corresponds the detectable visual signals used in the second round of hybridization, and j n is a numerical value that corresponds the detectable visual signals used in the nth round of hybridization; and
wherein j 1 , j 2 , . . . j n , a 1 , a 2 , . . . a n are non-zero integers and C is an integer.
19. A non-transitory computer-readable medium containing instructions that, when executed by a computer processor, cause the computer processor to:
associate, via sequential hybridization of binding probes to a plurality of target genes, a first plurality of unique codes with the plurality of target genes, wherein each target gene in the plurality of target genes is represented by a unique code in the first plurality of unique codes, wherein the sequential hybridization comprises n rounds of hybridization (where n≥2), and wherein each round of hybridization inn rounds of hybridization comprises:
contacting the plurality of target genes with a plurality of binding probes, wherein each probe in the plurality of binding probes comprises:
a binding sequence that specifically binds a target sequence in a gene in the plurality of target genes, wherein target genes from the plurality of target genes are spatially transfixed from each other, and wherein each probe is capable of emitting a detectable visual signal upon binding of the probe to a target sequence;
detecting visual signals that reflect the binding between the plurality of binding probes and the plurality of target genes; and
removing the visual signals, when applicable, prior to the next round of hybridization;
wherein probes used in the n rounds of hybridization are capable of emitting at least F types of detectable visual signals (where F≥2 and F n is greater than the number of target genes in the plurality of target genes),
wherein a unique code in the first plurality of unique codes for a target gene consists of n components,
wherein each component is determined by visual signals that reflect the binding between binding probes and the target gene during one of the n rounds of hybridization,
wherein the n rounds of hybridization include m error correction round (m≥1),
wherein a second plurality of unique codes for the plurality of target genes is generated after the m error correction round is removed from the n rounds of hybridization, and
wherein each unique code in the second plurality of unique codes consists of (n−m) components and uniquely represents a target gene in the plurality of target genes.
20. A non-transitory computer-readable medium containing instructions that, when executed by a computer processor, cause the computer processor to:
perform sequential hybridization of binding probes to a plurality of target genes, wherein the sequential hybridization comprises n rounds of hybridization (where n≥2), and wherein each round of hybridization in n rounds of hybridization comprises:
contacting the plurality of target genes with a plurality of binding probes, wherein each probe in the plurality of binding probes comprises:
a binding sequence that specifically binds a target sequence in a gene in the plurality of target genes, wherein target genes from the plurality of target genes are spatially transfixed from each other, and wherein each probe is capable of emitting a detectable visual signal upon binding of the probe to a target sequence;
detecting visual signals that reflect the binding between the plurality of binding probes and the plurality of target genes, wherein each target gene in the plurality of target genes is represented by visual signals that are unique for the target gene, and wherein probes used in the n rounds of hybridization are capable of emitting at least F types of detectable visual signals (where F≥2, and F n is greater than the number of target genes in the plurality of target genes); and
removing the visual signals, when applicable, prior to the next round of hybridization; and
perform hybridizations against one or more target genes, wherein the expression level of each target gene is above a predetermined threshold value, wherein each hybridization comprises:
contacting the one or more target genes with a plurality of binding probes, wherein each probe in the plurality of binding probes comprises:
a binding sequence that specifically binds a target sequence in a target gene in the one or more target genes, wherein one or more target genes are spatially transfixed from each other,
wherein each probe is capable of emitting a detectable visual signal upon binding of the probe to the target sequence, and wherein probes binding to target sequences in the same target gene emit the same detectable visual signals; and
detecting visual signals that reflect the binding between the plurality of binding probes and the one or more target gene.