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{{under construction|date=April 2016}}{{confusing|date=April 2016}}
{{under construction|date=April 2016}}{{confusing|date=April 2016}}
[[File:SCODA DNA concentration.png|thumb|
[[File:SCODA DNA concentration.png|thumb|
Time-lapse sequence showing SYBR Green I - stained pUC19 DNA (2.7kb) being SCODA concentrated in the center of a 1% agarose gel.
Time-lapse sequence showing SYBR Green I - stained pUC19 DNA (2.7kb) being SCODA concentrated in the center of a 1% agarose gel (where no electrode is present).
]]'''SCODA''' ('''Synchronous Coefficient of Drag Alteration''') is a [[biotechnology]] method for purifying, separating and/or concentrating bio-molecules by using the nonlinear motion response of long, charged polymers to [[Electrophoresis|electrophoretic]] fields. This technique has been mostly used in concentrating and purifying [[DNA]] but can potentially be used for the same purpose with [[RNA]] and [[protein]]s.<ref>{{Cite journal|last=Pel|first=Joel|last2=Broemeling|first2=David|last3=Mai|first3=Laura|last4=Poon|first4=Hau-Ling|last5=Tropini|first5=Giorgia|last6=Warren|first6=René L.|last7=Holt|first7=Robert A.|last8=Marziali|first8=Andre|date=2009-09-01|title=Nonlinear electrophoretic response yields a unique parameter for separation of biomolecules|url=http://www.ncbi.nlm.nih.gov/pmc/articles/PMC2728113/|journal=Proceedings of the National Academy of Sciences of the United States of America|volume=106|issue=35|pages=14796–14801|doi=10.1073/pnas.0907402106|issn=0027-8424|pmc=2728113|pmid=19706437}}</ref>
]]'''SCODA''' ('''Synchronous Coefficient of Drag Alteration''') is a broad [[biotechnology]] method for purifying, separating and/or concentrating bio-molecules. SCODA has the ability to separate molecules whose mobility (or drag) can be altered in sync with a driving field. This technique has been primarily used for concentrating and purifying [[DNA]], where DNA mobility changes with applied [[Electrophoresis|electrophoretic]] fields<ref name=":0" /><ref name=":1">{{Cite journal|last=Pel|first=Joel|last2=Broemeling|first2=David|last3=Mai|first3=Laura|last4=Poon|first4=Hau-Ling|last5=Tropini|first5=Giorgia|last6=Warren|first6=René L.|last7=Holt|first7=Robert A.|last8=Marziali|first8=Andre|date=2009-09-01|title=Nonlinear electrophoretic response yields a unique parameter for separation of biomolecules|url=http://www.ncbi.nlm.nih.gov/pmc/articles/PMC2728113/|journal=Proceedings of the National Academy of Sciences of the United States of America|volume=106|issue=35|pages=14796–14801|doi=10.1073/pnas.0907402106|issn=0027-8424|pmc=2728113|pmid=19706437}}</ref><ref>{{Cite web|url=http://hdl.handle.net/2429/13402|title=A novel electrophoretic mechanism and separation parameter for selective nucleic acid concentration based on synchronous coefficient of drag alteration (SCODA)|last=Joel|first=Pel,|website=hdl.handle.net|access-date=2016-04-20}}</ref>. Electrophoretic SCODA has also been demonstrated with [[RNA]] and [[protein]]s.


== SCODA theory ==
== SCODA theory ==
The SCODA principle applies to any particle driven by a force field in which the particle's velocity is non-linear with the field strength.
As shown below, the SCODA principle applies to any particle driven by a force field in which the particle's mobility is altered in sync with a driving field.


=== SCODA principle ===
=== SCODA principle ===
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=== Creation of focusing field geometry ===
=== Creation of focusing field geometry ===
Consider a particle under a force field that has a velocity parallel to the field direction and a speed proportional to the square of the magnitude of the electric field (any other non-linearity can be employed<ref>{{Cite journal|last=Marziali|first=Andre|last2=Pel|first2=Joel|last3=Bizzotto|first3=Dan|last4=Whitehead|first4=Lorne A.|date=2005-01-01|title=Novel electrophoresis mechanism based on synchronous alternating drag perturbation|url=http://www.ncbi.nlm.nih.gov/pubmed/15624147|journal=Electrophoresis|volume=26|issue=1|pages=82–90|doi=10.1002/elps.200406140|issn=0173-0835|pmid=15624147}}</ref>):
Consider a particle under a force field that has a velocity parallel to the field direction and a speed proportional to the square of the magnitude of the electric field (any other non-linearity can be employed<ref name=":0">{{Cite journal|last=Marziali|first=Andre|last2=Pel|first2=Joel|last3=Bizzotto|first3=Dan|last4=Whitehead|first4=Lorne A.|date=2005-01-01|title=Novel electrophoresis mechanism based on synchronous alternating drag perturbation|url=http://www.ncbi.nlm.nih.gov/pubmed/15624147|journal=Electrophoresis|volume=26|issue=1|pages=82–90|doi=10.1002/elps.200406140|issn=0173-0835|pmid=15624147}}</ref>):


<math>\overrightarrow{v}=k\widehat{E}(E)^2</math> (5)
<math>\overrightarrow{v}=k\widehat{E}(E)^2</math> (5)
Line 78: Line 78:


== SCODA DNA concentration and purification ==
== SCODA DNA concentration and purification ==
DNA molecules are long, charged polymers that, under certain regimes, exhibit highly non-linear mobility profiles when exposed to electrophoretic fields in separation media, such as [[Agarose gel electrophoresis|agarose gel]]. As such DNA is an ideal candidate for SCODA concentration.
DNA molecules are unique in that they are long, charged polymers which when in a separation medium, such as [[Agarose gel electrophoresis|agarose gel]], can exhibit highly non-linear velocity profiles in response to an electric field. As such, DNA is easily separated from other molecules that are not both charged and strongly non-linear, using SCODA<ref name=":1" />


=== SCODA DNA Injection ===
=== SCODA DNA Injection ===
To perform SCODA concentration of DNA molecules the sample must be embedded in the separation media (gel) in locations where the electrophoretic field is of optimal intensity. This initial translocation of the sample into the optimal concentration position is referred to as "injection". The optimal position is determined by the gel geometry and location of the SCODA driving electrodes. Initially the sample is located in a buffer solution in the sample chamber. Injection is achieved by the application of a controlled DC electrophoretic field across the sample chamber which results in all charged particles being transferred into the concentration gel. To obtain a good stacking of the sample (i.e. tight DNA band) multiple methods can be employed. One example is to exploit the conductivity ratio between the sample chamber buffer and the concentration gel buffer. If the sample chamber buffer has a low conductivity and the concentration gel buffer has a high conductivity this results in a sharp drop off in electric field at the gel-buffer interface which promotes stacking.
To perform SCODA concentration of DNA molecules the sample must be embedded in the separation media (gel) in locations where the electrophoretic field is of optimal intensity. This initial translocation of the sample into the optimal concentration position is referred to as "injection". The optimal position is determined by the gel geometry and location of the SCODA driving electrodes. Initially the sample is located in a buffer solution in the sample chamber, adjacent to the concentration gel. Injection is achieved by the application of a controlled DC electrophoretic field across the sample chamber which results in all charged particles being transferred into the concentration gel. To obtain a good stacking of the sample (i.e. tight DNA band) multiple methods can be employed. One example is to exploit the conductivity ratio between the sample chamber buffer and the concentration gel buffer. If the sample chamber buffer has a low conductivity and the concentration gel buffer has a high conductivity this results in a sharp drop off in electric field at the gel-buffer interface which promotes stacking.
=== SCODA DNA Concentration ===
=== SCODA DNA Concentration ===
Once the DNA is positioned optimally in the concentration gel the SCODA rotating fields are applied. The frequency of the fields can be tuned such that only specific DNA lengths are concentrated. To prevent boiling during the concentration stage due to Joule heating the separation medium needs to be actively cooled and the heat released in the gel carefully controlled.
Once the DNA is positioned optimally in the concentration gel the SCODA rotating fields are applied. The frequency of the fields can be tuned such that only specific DNA lengths are concentrated. To prevent boiling during the concentration stage due to Joule heating the separation medium may be actively cooled. It is also possible to reverse the phase of SCODA fields, so that molecules are de-focused.


=== SCODA DNA Purification ===
=== SCODA DNA Purification ===
As only particles that exhibit non-linear mobility experience the SCODA concentrating force, small charged particles that respond linearly to electrophoretic fields are not concentrated. These particles instead of spiraling towards the center of the SCODA gel orbit at a constant radius. If a weak DC field is superimposed on the SCODA rotating fields these particles will be "washed" off from the SCODA gel resulting in highly pure DNA remaining in the gel center.
As only particles that exhibit non-linear velocity experience the SCODA concentrating force, small charged particles that respond linearly to electrophoretic fields are not concentrated. These particles instead of spiraling towards the center of the SCODA gel orbit at a constant radius. If a weak DC field is superimposed on the SCODA rotating fields these particles will be "washed" off from the SCODA gel resulting in highly pure DNA remaining in the gel center.


=== DNA extraction ===
=== DNA extraction ===
The SCODA DNA force results in the DNA sample concentrating in the center of the SCODA gel. To extract the DNA an extraction well can be formed in the gel and filled with buffer. As the DNA does not experience non-linear mobility in buffer it accumulates in the extraction well. At the end of the concentration and purification stage the sample can then be pipetted out from this well.[[File:Aurora DNA concentration.png|SCODA DNA concentration using the Aurora system. A - injection of DNA sample. B, C, D - purification of DNA sample. In image D the DNA achieves an equilibrium position between the concentrating SCODA force and the DC wash field. E - focused DNA sample ready to be pipetted from the central extraction well.|center|frame]]
The SCODA DNA force results in the DNA sample concentrating in the center of the SCODA gel. To extract the DNA an extraction well can be pre-formed in the gel and filled with buffer. As the DNA does not experience non-linear mobility in buffer it accumulates in the extraction well. At the end of the concentration and purification stage the sample can then be pipetted out from this well.[[File:Aurora DNA concentration.png|SCODA DNA concentration using the Aurora system. A - injection of DNA sample. B, C, D - purification of DNA sample. In image D the DNA achieves an equilibrium position between the concentrating SCODA force and the DC wash field. E - focused DNA sample ready to be pipetted from the central extraction well.|center|frame]]
== SCODA applications ==
== SCODA applications ==


=== High Molecular Weight DNA purification ===
=== High Molecular Weight DNA purification ===
[[File:Aurora - tar sands.png|thumb|Raw oil-sand sample and resuspension of oil-sand sample in SCODA buffer.]]SCODA force is gentle enough to maintain the integrity of high molecular weight DNA as it is concentrated towards the center of the SCODA gel. Depending on the length of the DNA in the sample different protocols can be used to concentrate it.
[[File:Aurora - tar sands.png|thumb|Raw oil-sand sample and resuspension of oil-sand sample in SCODA buffer.]]The electrophoretic SCODA force is gentle enough to maintain the integrity of high molecular weight DNA as it is concentrated towards the center of the SCODA gel. Depending on the length of the DNA in the sample different protocols can be used to concentrate DNA over 1 Mb in length.
=== Oil contaminated DNA purification ===
=== Contaminated DNA purification ===
DNA concentration and purification has been achieved directly from tar sands samples resuspended in buffer using the SCODA technique. DNA sequencing was subsequently performed and tentatively over 200 distinct bacterial genomes have been identified.
DNA concentration and purification has been achieved directly from tar sands samples resuspended in buffer using the SCODA technique. DNA sequencing was subsequently performed and tentatively over 200 distinct bacterial genomes have been identified<ref name=":1" />. SCODA has also been used for purification of DNA from many other environmental sources.<ref>{{Cite journal|last=Engel|first=Katja|last2=Pinnell|first2=Lee|last3=Cheng|first3=Jiujun|last4=Charles|first4=Trevor C.|last5=Neufeld|first5=Josh D.|date=2012-01-01|title=Nonlinear electrophoresis for purification of soil DNA for metagenomics|url=http://www.sciencedirect.com/science/article/pii/S0167701211003617|journal=Journal of Microbiological Methods|volume=88|issue=1|pages=35–40|doi=10.1016/j.mimet.2011.10.007}}</ref><ref>{{Cite journal|last=Charlop-Powers|first=Zachary|last2=Milshteyn|first2=Aleksandr|last3=Brady|first3=Sean F|title=Metagenomic small molecule discovery methods|url=http://dx.doi.org/10.1016/j.mib.2014.05.021|journal=Current Opinion in Microbiology|volume=19|pages=70–75|doi=10.1016/j.mib.2014.05.021|pmc=4135586|pmid=25000402}}</ref>


=== Sequence specific SCODA<ref>{{Cite journal|last=Thompson|first=Jason D.|last2=Shibahara|first2=Gosuke|last3=Rajan|first3=Sweta|last4=Pel|first4=Joel|last5=Marziali|first5=Andre|date=2012-02-15|title=Winnowing DNA for Rare Sequences: Highly Specific Sequence and Methylation Based Enrichment|url=http://journals.plos.org/plosone/article?id=10.1371/journal.pone.0031597|journal=PLOS ONE|volume=7|issue=2|pages=e31597|doi=10.1371/journal.pone.0031597|issn=1932-6203|pmc=3280224|pmid=22355378}}</ref><ref>{{Cite web|url=http://hdl.handle.net/2429/33073|title=A syncronous coefficient of drag alteration (SCODA) based technique for sequence specific enrichment of nucleic acids|last=Donald|first=Thompson, Jason|website=hdl.handle.net|access-date=2016-04-20}}</ref> ===
=== Sequence specific SCODA ===
The non-linear mobility of DNA in gel can be further controlled by embedding in the SCODA gel DNA [[Oligonucleotide|oligonucleotides]] complementary to DNA fragments in the sample. This then results in highly specific non-linear mobilities for the sample DNA that matches the gel-embedded DNA. This artificial specific non-linearity is then used to selectively concentrate only sequences of interest while rejecting all other DNA sequences in the sample.
The non-linear mobility of DNA in gel can be further controlled by embedding in the SCODA gel DNA [[Oligonucleotide|oligonucleotides]] complementary to DNA fragments in the sample. This then results in highly specific non-linear velocities for the sample DNA that matches the gel-embedded DNA. This artificial specific non-linearity is then used to selectively concentrate only sequences of interest while rejecting all other DNA sequences in the sample. Over 1,000,000-fold enrichment of single nucleotide variants over wild-type have been demonstrated.


An application of this technique is the detection of rare DNA tumour-derived DNA ([[Cell-free tumour DNA|ctDNA]]) from blood samples<ref>{{Cite journal|last=Kidess|first=Evelyn|last2=Heirich|first2=Kyra|last3=Wiggin|first3=Matthew|last4=Vysotskaia|first4=Valentina|last5=Visser|first5=Brendan C.|last6=Marziali|first6=Andre|last7=Wiedenmann|first7=Bertram|last8=Norton|first8=Jeffrey A.|last9=Lee|first9=Mark|date=2015-02-10|title=Mutation profiling of tumor DNA from plasma and tumor tissue of colorectal cancer patients with a novel, high-sensitivity multiplexed mutation detection platform|url=http://www.ncbi.nlm.nih.gov/pubmed/25575824|journal=Oncotarget|volume=6|issue=4|pages=2549–2561|doi=10.18632/oncotarget.3041|issn=1949-2553|pmc=4385870|pmid=25575824}}</ref>.
An application of this technique is the highly specific concentration of [[Cell-free tumour DNA|ctDNA]] from blood samples.
[[File:Sequence Specific SCODA.png|center|frame|Mutant DNA (green) is being separated from Wild Type DNA (red) during Sequence Specific SCODA.]]
[[File:Sequence Specific SCODA.png|center|frame|Mutant DNA (green) is being separated from Wild Type DNA (red) during Sequence Specific SCODA.]]



Revision as of 21:44, 20 April 2016

Time-lapse sequence showing SYBR Green I - stained pUC19 DNA (2.7kb) being SCODA concentrated in the center of a 1% agarose gel (where no electrode is present).

SCODA (Synchronous Coefficient of Drag Alteration) is a broad biotechnology method for purifying, separating and/or concentrating bio-molecules. SCODA has the ability to separate molecules whose mobility (or drag) can be altered in sync with a driving field. This technique has been primarily used for concentrating and purifying DNA, where DNA mobility changes with applied electrophoretic fields[1][2][3]. Electrophoretic SCODA has also been demonstrated with RNA and proteins.

SCODA theory

As shown below, the SCODA principle applies to any particle driven by a force field in which the particle's mobility is altered in sync with a driving field.

SCODA principle

For explanatory purposes consider an electrophoretic particle moving in an electric field. Let:

(1)

and

(2)

denote an electric field and the velocity of the particle in such a field. If is constant the time average of .

If is not constant as a function of time and if has a frequency component proportional to the time average of need not be zero.

Consider the following example:

(3)

Substituting (3) in (2) and computing the time average, , we obtain:

(4)

Thus, it is possible to have the particle experience a non-zero time average velocity, in other words, a net electrophoretic drift, even when the time average of the applied electric field is zero.

Creation of focusing field geometry

Consider a particle under a force field that has a velocity parallel to the field direction and a speed proportional to the square of the magnitude of the electric field (any other non-linearity can be employed[1]):

(5)

The effective mobility of the particle (the relationship between small changes in drift velocity with respect to small changes in electric field ) can be expressed in Cartesian coordinates as:

(6)

(7)

Combining (5), (6) and (7) we get:

(8)

(9)

Further consider the field E is applied in a plane and it rotates counter-clockwise at angular frequency , such that the field components are:

(10)

(11)

Substituting (10) and (11) in (8) and (9) and simplifying using trigonometric identities results in a sum of constant terms, sine and cosine, at angular frequency . The next calculations will be performed such that only the cosine terms at angular frequency will yield non-zero net drift velocity - therefore we need only evaluate these terms, which will be abbreviated and . The following is obtained:

(12)

(13)

Let and take the form of a small quadrupole field of intensity that varies in a sinusoidal manner proportional to such that:

(14)

(15)

Substituting (14) and (15) into (12) and (13) and taking the time average we obtain:

(16)

(17)

which can be summarized in vector notation to:

(18)

Equation (18) shows that for all positions the time averaged velocity is in the direction toward the origin (concentrating the particles towards the origin), with speed proportional to the mobility coefficient k, the strength of the rotating field E and the strength of the perturbing quadrupole field .

SCODA DNA concentration and purification

DNA molecules are unique in that they are long, charged polymers which when in a separation medium, such as agarose gel, can exhibit highly non-linear velocity profiles in response to an electric field. As such, DNA is easily separated from other molecules that are not both charged and strongly non-linear, using SCODA[2]

SCODA DNA Injection

To perform SCODA concentration of DNA molecules the sample must be embedded in the separation media (gel) in locations where the electrophoretic field is of optimal intensity. This initial translocation of the sample into the optimal concentration position is referred to as "injection". The optimal position is determined by the gel geometry and location of the SCODA driving electrodes. Initially the sample is located in a buffer solution in the sample chamber, adjacent to the concentration gel. Injection is achieved by the application of a controlled DC electrophoretic field across the sample chamber which results in all charged particles being transferred into the concentration gel. To obtain a good stacking of the sample (i.e. tight DNA band) multiple methods can be employed. One example is to exploit the conductivity ratio between the sample chamber buffer and the concentration gel buffer. If the sample chamber buffer has a low conductivity and the concentration gel buffer has a high conductivity this results in a sharp drop off in electric field at the gel-buffer interface which promotes stacking.

SCODA DNA Concentration

Once the DNA is positioned optimally in the concentration gel the SCODA rotating fields are applied. The frequency of the fields can be tuned such that only specific DNA lengths are concentrated. To prevent boiling during the concentration stage due to Joule heating the separation medium may be actively cooled. It is also possible to reverse the phase of SCODA fields, so that molecules are de-focused.

SCODA DNA Purification

As only particles that exhibit non-linear velocity experience the SCODA concentrating force, small charged particles that respond linearly to electrophoretic fields are not concentrated. These particles instead of spiraling towards the center of the SCODA gel orbit at a constant radius. If a weak DC field is superimposed on the SCODA rotating fields these particles will be "washed" off from the SCODA gel resulting in highly pure DNA remaining in the gel center.

DNA extraction

The SCODA DNA force results in the DNA sample concentrating in the center of the SCODA gel. To extract the DNA an extraction well can be pre-formed in the gel and filled with buffer. As the DNA does not experience non-linear mobility in buffer it accumulates in the extraction well. At the end of the concentration and purification stage the sample can then be pipetted out from this well.

SCODA DNA concentration using the Aurora system. A - injection of DNA sample. B, C, D - purification of DNA sample. In image D the DNA achieves an equilibrium position between the concentrating SCODA force and the DC wash field. E - focused DNA sample ready to be pipetted from the central extraction well.

SCODA applications

High Molecular Weight DNA purification

Raw oil-sand sample and resuspension of oil-sand sample in SCODA buffer.

The electrophoretic SCODA force is gentle enough to maintain the integrity of high molecular weight DNA as it is concentrated towards the center of the SCODA gel. Depending on the length of the DNA in the sample different protocols can be used to concentrate DNA over 1 Mb in length.

Contaminated DNA purification

DNA concentration and purification has been achieved directly from tar sands samples resuspended in buffer using the SCODA technique. DNA sequencing was subsequently performed and tentatively over 200 distinct bacterial genomes have been identified[2]. SCODA has also been used for purification of DNA from many other environmental sources.[4][5]

Sequence specific SCODA[6][7]

The non-linear mobility of DNA in gel can be further controlled by embedding in the SCODA gel DNA oligonucleotides complementary to DNA fragments in the sample. This then results in highly specific non-linear velocities for the sample DNA that matches the gel-embedded DNA. This artificial specific non-linearity is then used to selectively concentrate only sequences of interest while rejecting all other DNA sequences in the sample. Over 1,000,000-fold enrichment of single nucleotide variants over wild-type have been demonstrated.

An application of this technique is the detection of rare DNA tumour-derived DNA (ctDNA) from blood samples[8].

Mutant DNA (green) is being separated from Wild Type DNA (red) during Sequence Specific SCODA.

Examples of commercial systems

Aurora system for generic SCODA DNA concentration and purification

OnTarget system for sequence specific SCODA concentration

See also

References

  1. ^ a b Marziali, Andre; Pel, Joel; Bizzotto, Dan; Whitehead, Lorne A. (2005-01-01). "Novel electrophoresis mechanism based on synchronous alternating drag perturbation". Electrophoresis. 26 (1): 82–90. doi:10.1002/elps.200406140. ISSN 0173-0835. PMID 15624147.
  2. ^ a b c Pel, Joel; Broemeling, David; Mai, Laura; Poon, Hau-Ling; Tropini, Giorgia; Warren, René L.; Holt, Robert A.; Marziali, Andre (2009-09-01). "Nonlinear electrophoretic response yields a unique parameter for separation of biomolecules". Proceedings of the National Academy of Sciences of the United States of America. 106 (35): 14796–14801. doi:10.1073/pnas.0907402106. ISSN 0027-8424. PMC 2728113. PMID 19706437.
  3. ^ Joel, Pel,. "A novel electrophoretic mechanism and separation parameter for selective nucleic acid concentration based on synchronous coefficient of drag alteration (SCODA)". hdl.handle.net. Retrieved 2016-04-20.{{cite web}}: CS1 maint: extra punctuation (link) CS1 maint: multiple names: authors list (link)
  4. ^ Engel, Katja; Pinnell, Lee; Cheng, Jiujun; Charles, Trevor C.; Neufeld, Josh D. (2012-01-01). "Nonlinear electrophoresis for purification of soil DNA for metagenomics". Journal of Microbiological Methods. 88 (1): 35–40. doi:10.1016/j.mimet.2011.10.007.
  5. ^ Charlop-Powers, Zachary; Milshteyn, Aleksandr; Brady, Sean F. "Metagenomic small molecule discovery methods". Current Opinion in Microbiology. 19: 70–75. doi:10.1016/j.mib.2014.05.021. PMC 4135586. PMID 25000402.
  6. ^ Thompson, Jason D.; Shibahara, Gosuke; Rajan, Sweta; Pel, Joel; Marziali, Andre (2012-02-15). "Winnowing DNA for Rare Sequences: Highly Specific Sequence and Methylation Based Enrichment". PLOS ONE. 7 (2): e31597. doi:10.1371/journal.pone.0031597. ISSN 1932-6203. PMC 3280224. PMID 22355378.{{cite journal}}: CS1 maint: unflagged free DOI (link)
  7. ^ Donald, Thompson, Jason. "A syncronous coefficient of drag alteration (SCODA) based technique for sequence specific enrichment of nucleic acids". hdl.handle.net. Retrieved 2016-04-20.{{cite web}}: CS1 maint: multiple names: authors list (link)
  8. ^ Kidess, Evelyn; Heirich, Kyra; Wiggin, Matthew; Vysotskaia, Valentina; Visser, Brendan C.; Marziali, Andre; Wiedenmann, Bertram; Norton, Jeffrey A.; Lee, Mark (2015-02-10). "Mutation profiling of tumor DNA from plasma and tumor tissue of colorectal cancer patients with a novel, high-sensitivity multiplexed mutation detection platform". Oncotarget. 6 (4): 2549–2561. doi:10.18632/oncotarget.3041. ISSN 1949-2553. PMC 4385870. PMID 25575824.