This document summarizes the development of a new high-throughput method for single nucleotide polymorphism (SNP) genotyping using flow cytometric analysis of fluorescent microspheres. Key points:
- A multiplexed assay was developed that uses PCR-amplified DNA containing the SNP of interest, a capture probe with a unique "ZipCode" sequence, and fluorescent dyes to label extension products on the microspheres for analysis by flow cytometry.
- The assay was tested on 20 SNPs from 633 patients, showing 99.3% agreement with established gel-based genotyping methods. Signal was improved 5-10x using an indirect fluorescent labeling method.
- A new allele-specific primer extension assay was
The IOSR Journal of Pharmacy (IOSRPHR) is an open access online & offline peer reviewed international journal, which publishes innovative research papers, reviews, mini-reviews, short communications and notes dealing with Pharmaceutical Sciences( Pharmaceutical Technology, Pharmaceutics, Biopharmaceutics, Pharmacokinetics, Pharmaceutical/Medicinal Chemistry, Computational Chemistry and Molecular Drug Design, Pharmacognosy & Phytochemistry, Pharmacology, Pharmaceutical Analysis, Pharmacy Practice, Clinical and Hospital Pharmacy, Cell Biology, Genomics and Proteomics, Pharmacogenomics, Bioinformatics and Biotechnology of Pharmaceutical Interest........more details on Aim & Scope).
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The IOSR Journal of Pharmacy (IOSRPHR) is an open access online & offline peer reviewed international journal, which publishes innovative research papers, reviews, mini-reviews, short communications and notes dealing with Pharmaceutical Sciences( Pharmaceutical Technology, Pharmaceutics, Biopharmaceutics, Pharmacokinetics, Pharmaceutical/Medicinal Chemistry, Computational Chemistry and Molecular Drug Design, Pharmacognosy & Phytochemistry, Pharmacology, Pharmaceutical Analysis, Pharmacy Practice, Clinical and Hospital Pharmacy, Cell Biology, Genomics and Proteomics, Pharmacogenomics, Bioinformatics and Biotechnology of Pharmaceutical Interest........more details on Aim & Scope).
All manuscripts are subject to rapid peer review. Those of high quality (not previously published and not under consideration for publication in another journal) will be published without delay.
abstract
Extracts of the medicinal plant Palicourea rigida Kunth, popularly known as douradinha, are
widely used for treating urinary tract disorders. Unfortunately, nowadays this is one of the
species endemic to Brazilian Cerrado that is at greatest risk of extinction.
The aim of the this work was to use AFLP molecular markers to determine the genetic
structure and diversity of eight natural populations of P. rigida and to associate their genetic
characteristics with loganin production in order to obtain provide relevant information
to promote programs for the conservation of this valuable medicinal plant.
A total of 120 polymorphic bands were scored and higher proportion of genetic diversity
was found in inter-populations (64%) rather than in intra-populations (36%). Fst value was
found to be significantly greater than zero (0.3601), demonstrating the complex genetic
structure of P. rigida populations. Accessions collected from Cristalina, GO, showed higher
percentage of polymorphic loci (65.5%) and the highest genetic diversity. Analysis of
Molecular variance (AMOVA) demonstrated 63.9% of intra-population genetic variation.
The lowest genetic variability was detected among accessions from the population found
in Sacramento, MG. No spatial standard was observed for P. rigida population, suggesting a
partially isolated island model. It was observed a minor but significant positive correlation
(r ¼ 0.22) between chemical and genetic matrices. The association between chemical and
genetic data indicated that environmental factors promoted the loganin production in
populations growing in Luziânia, GO, and therefore accessions from those populations
should be considered as prime material for initiating the conservation process of P. rigida.
2013 Elsevier Ltd. All rights reserved.
This is Part 2 of a presentation on Genetic Toxicology that was given by Dr. David Kirkland to scientific staff at Health Canada in Nov. 2010. Part 1 is availabile here in ppt and as a webinar at the LinkedIn DABT CE group link
Objective: To investigate the changes in the retina due to deltamethrin toxicity and the process in cell inflammation and apoptosis.
Study Design: Sixteen Wistar albino rats were randomly divided into two groups as control (n=8) and deltamethrin (n=8) groups. Saline was given to the control group, and 0.5 mL of 5 mg/kg deltamethrin was given to the deltamethrin group for 14 days each. Blood was collected for biochemical analysis. Retinal tissue was processed for histological examination.
Results: Compared to the control group, MDA levels were high while GSH and CAT levels were low in the deltamethrin group. Histopathological analysis showed spaces between the pigment epithelium, irregularity in the delimiting membrane, degenerated ganglion, cone and bacillus cell, pyknotic nuclei, thinned inner limitation membrane, and thickened vascular wall. The control group showed FAS expression in the pigment layer limiting membranes, in the nuclei of many cone and bacillus cells, and ganglion cells in the control group sections. In the deltamethrin group, FAS expression was observed in the inner and outer limiting membranes of the pigment epithelium, cone and bacillus cells, and ganglion cell nuclei. In the control group, negative NOS expression in the pigment epithelium and outer limiting membranes, internal limitation membrane, and ganglion cells in the cone and bacillus cell nuclei were observed. In the deltamethrin group, NOS expression was positive in the pigment epithelium, cone and bacillus, and ganglion cell nuclei.
Conclusion: We suggest that deltamethrin toxicity induced apoptotic process due to increased inflammation in the retina and may cause visual impairment as a result of neural damage.
Keywords: deltamethrin, FAS, insecticides, NOS, nitric oxide synthase, retina
This is Part 1 of a presentation on Genetic Toxicology that was given by Dr. David Kirkland to scientific staff at Health Canada in Sept. 2010. Part 2 is availabile in ppt
Objective: Ischemia-reperfusion (I/R) leads to reactive oxygen species formation and cell death in kidney tissue with injury and organ transplantation. Simvastatin (SIM) is an antioxidant, anti-inflammatory, and anticoagulant agent. Alterations in I/R-induced acute kidney injury model with SIM treatment were analyzed.
Study Design: Wistar rats (n=28) were grouped into Sham, Ischemia, I/R, and I/R+SIM treated. Left rat kidney renal vessels were clamped for 60 minutes for ischemia, and the I/R group had 6 hours of reperfusion. 10 mg/kg SIM was given orally for 28 days. MDA, GSH, and MPO were analyzed. Kidney tissues were paraffin embedded, and primary antibodies TNF-α and caspase-3 were applied for immunohistochemistry.
Results: In the I/R group, intense inflammatory cell infiltration around the vessels and necrosis in the glomerular structures were observed. In the treated group, proximal and distal tubular cells were found to be close to normal. Immunoexpression of caspase-3 in the ischemia group was positive in degenerative glomeruli. In the treated group, TNF-α expression was negative in the glomerular structures. MDA and MPO levels were significantly increased in ischemia and I/R.
Conclusion: We suggest that SIM treatment improved kidney tissue structure and function in a model of I/R injury.
Keywords: caspase-3; immunohistochemistry; ischemia/reperfusion; kidney; MPO; simvastatin
V79C cells were derived from V79 cell line by through chronic oxidative stress that was found to be radio-resistant. These cells had demonstrated transformation–like stable changes and could be used as model system to study oxidant induced carcinogenesis. Our objective was to understand mechanism of radiation-resistance in these cells. Apoptotic cell death was inhibited in these cells as visualized microscopically by Hoechst staining and nucleosomal ladder formation in agarose gel. Release of cytochrome c in cytoplasm and Apoptosis Inducing Factor in the mitochondrial and nuclear fraction of cells were determined by Western blotting. The caspase 9 and caspase 3 activities in these cells were estimated from fluorimetric assays. These results revealed that the radiation resistance was due to inhibition of caspase-dependent apoptotic death pathways although Apoptosis Inducing Factor mediated pathway remained unaffected. These findings may aid in understanding the mechanism of radiation resistance in tumors arising from oxidative stress.
Human Monocyte/Macrophage Fungicidal Activity of GM-CSF Against Paracoccidioi...CrimsonpublishersCJMI
The ability of recombinant human granulocyte-macrophage colony-stimulating factor (GM-CSF) to activate human monocytes/macrophages for virulent Paracoccidioides brasiliensis killing was evaluated. Peripheral blood monocytes (MO) and monocyte-derived macrophages (M∅) were activated with different concentrations of GM-CSF. Afterwards, cells were challenged with P. brasiliensis strain 18 (Pb18) and the fungicidal activity was evaluated, plating and counting the Colony Forming Units (CFU) after 10 days. GM-CSF activated MO and M∅ for P. brasiliensis killling in a concentration-dependent manner. There was an association between this fungicidal activity and the high levels of H2O2 release by the activated cells. Moreover, the killing effect was inhibited by Catalase (CAT), confirming the role of H2O2 in this process. On the other hand, L-Monomethyl-Arginine (L-NMMA) had no effect on fungicidal activity, showing that nitric oxide (NO) is not involved in killing by human cells against P. brasiliensis. Based on these data, the role of GM-CSF-activated human cells in the innate defense mechanisms against P. brasiliensis is discussed.
https://crimsonpublishers.com/cjmi/fulltext/CJMI.000511.php
For more open access journals in Crimson Publishers please click on link: https://crimsonpublishers.com/
For more articles in Cohesive Journal of Microbiology & Infectious Disease please click on link: https://crimsonpublishers.com/cjmi/
Invitation to CryoSymp 2017
The 3rd ISHS International Symposium on Plant Cryopreservation (CryoSymp2017) http://www.ishs.org/symposium/493 will be held in Cayo Guillermo, Ciego de Ávila (Cuba) from 22 to 26 May, 2017. This is a continuation of the Symposiums held in Leuven, April, 2009 (Belgium), and in Fort Collins, Colorado, August, 2013 (USA). The CryoSymp2017 is under ISHS guide http://www.ishs.org and will be co-organized together with the 11th International Congress on Plant Biotechnology and Agriculture BioVeg2017 http://bioveg.bioplantas.cu.
All scientists, students and professionals interested in cryobiology and ex situ plant preservation are invited to attend. The symposium will include in depth analyses of basic research in the cryobiology of living cells as well as reports on state-of-the-art methods, research and successes with cryopreservation of selected horticultural and agricultural crops.
The program will include oral and posters sessions on topics dealing with fundamental aspects of cryobiology as well as with the application of cryopreservation in germplasm collections. The symposium will focus on presentations of selected topics, keynote addresses on cryopreservation of plants, discussions and interaction around poster presentations. Moreover, one day will be dedicated to practical session at Bioplantas Center, University of Ciego de Avila.
abstract
Extracts of the medicinal plant Palicourea rigida Kunth, popularly known as douradinha, are
widely used for treating urinary tract disorders. Unfortunately, nowadays this is one of the
species endemic to Brazilian Cerrado that is at greatest risk of extinction.
The aim of the this work was to use AFLP molecular markers to determine the genetic
structure and diversity of eight natural populations of P. rigida and to associate their genetic
characteristics with loganin production in order to obtain provide relevant information
to promote programs for the conservation of this valuable medicinal plant.
A total of 120 polymorphic bands were scored and higher proportion of genetic diversity
was found in inter-populations (64%) rather than in intra-populations (36%). Fst value was
found to be significantly greater than zero (0.3601), demonstrating the complex genetic
structure of P. rigida populations. Accessions collected from Cristalina, GO, showed higher
percentage of polymorphic loci (65.5%) and the highest genetic diversity. Analysis of
Molecular variance (AMOVA) demonstrated 63.9% of intra-population genetic variation.
The lowest genetic variability was detected among accessions from the population found
in Sacramento, MG. No spatial standard was observed for P. rigida population, suggesting a
partially isolated island model. It was observed a minor but significant positive correlation
(r ¼ 0.22) between chemical and genetic matrices. The association between chemical and
genetic data indicated that environmental factors promoted the loganin production in
populations growing in Luziânia, GO, and therefore accessions from those populations
should be considered as prime material for initiating the conservation process of P. rigida.
2013 Elsevier Ltd. All rights reserved.
This is Part 2 of a presentation on Genetic Toxicology that was given by Dr. David Kirkland to scientific staff at Health Canada in Nov. 2010. Part 1 is availabile here in ppt and as a webinar at the LinkedIn DABT CE group link
Objective: To investigate the changes in the retina due to deltamethrin toxicity and the process in cell inflammation and apoptosis.
Study Design: Sixteen Wistar albino rats were randomly divided into two groups as control (n=8) and deltamethrin (n=8) groups. Saline was given to the control group, and 0.5 mL of 5 mg/kg deltamethrin was given to the deltamethrin group for 14 days each. Blood was collected for biochemical analysis. Retinal tissue was processed for histological examination.
Results: Compared to the control group, MDA levels were high while GSH and CAT levels were low in the deltamethrin group. Histopathological analysis showed spaces between the pigment epithelium, irregularity in the delimiting membrane, degenerated ganglion, cone and bacillus cell, pyknotic nuclei, thinned inner limitation membrane, and thickened vascular wall. The control group showed FAS expression in the pigment layer limiting membranes, in the nuclei of many cone and bacillus cells, and ganglion cells in the control group sections. In the deltamethrin group, FAS expression was observed in the inner and outer limiting membranes of the pigment epithelium, cone and bacillus cells, and ganglion cell nuclei. In the control group, negative NOS expression in the pigment epithelium and outer limiting membranes, internal limitation membrane, and ganglion cells in the cone and bacillus cell nuclei were observed. In the deltamethrin group, NOS expression was positive in the pigment epithelium, cone and bacillus, and ganglion cell nuclei.
Conclusion: We suggest that deltamethrin toxicity induced apoptotic process due to increased inflammation in the retina and may cause visual impairment as a result of neural damage.
Keywords: deltamethrin, FAS, insecticides, NOS, nitric oxide synthase, retina
This is Part 1 of a presentation on Genetic Toxicology that was given by Dr. David Kirkland to scientific staff at Health Canada in Sept. 2010. Part 2 is availabile in ppt
Objective: Ischemia-reperfusion (I/R) leads to reactive oxygen species formation and cell death in kidney tissue with injury and organ transplantation. Simvastatin (SIM) is an antioxidant, anti-inflammatory, and anticoagulant agent. Alterations in I/R-induced acute kidney injury model with SIM treatment were analyzed.
Study Design: Wistar rats (n=28) were grouped into Sham, Ischemia, I/R, and I/R+SIM treated. Left rat kidney renal vessels were clamped for 60 minutes for ischemia, and the I/R group had 6 hours of reperfusion. 10 mg/kg SIM was given orally for 28 days. MDA, GSH, and MPO were analyzed. Kidney tissues were paraffin embedded, and primary antibodies TNF-α and caspase-3 were applied for immunohistochemistry.
Results: In the I/R group, intense inflammatory cell infiltration around the vessels and necrosis in the glomerular structures were observed. In the treated group, proximal and distal tubular cells were found to be close to normal. Immunoexpression of caspase-3 in the ischemia group was positive in degenerative glomeruli. In the treated group, TNF-α expression was negative in the glomerular structures. MDA and MPO levels were significantly increased in ischemia and I/R.
Conclusion: We suggest that SIM treatment improved kidney tissue structure and function in a model of I/R injury.
Keywords: caspase-3; immunohistochemistry; ischemia/reperfusion; kidney; MPO; simvastatin
V79C cells were derived from V79 cell line by through chronic oxidative stress that was found to be radio-resistant. These cells had demonstrated transformation–like stable changes and could be used as model system to study oxidant induced carcinogenesis. Our objective was to understand mechanism of radiation-resistance in these cells. Apoptotic cell death was inhibited in these cells as visualized microscopically by Hoechst staining and nucleosomal ladder formation in agarose gel. Release of cytochrome c in cytoplasm and Apoptosis Inducing Factor in the mitochondrial and nuclear fraction of cells were determined by Western blotting. The caspase 9 and caspase 3 activities in these cells were estimated from fluorimetric assays. These results revealed that the radiation resistance was due to inhibition of caspase-dependent apoptotic death pathways although Apoptosis Inducing Factor mediated pathway remained unaffected. These findings may aid in understanding the mechanism of radiation resistance in tumors arising from oxidative stress.
Human Monocyte/Macrophage Fungicidal Activity of GM-CSF Against Paracoccidioi...CrimsonpublishersCJMI
The ability of recombinant human granulocyte-macrophage colony-stimulating factor (GM-CSF) to activate human monocytes/macrophages for virulent Paracoccidioides brasiliensis killing was evaluated. Peripheral blood monocytes (MO) and monocyte-derived macrophages (M∅) were activated with different concentrations of GM-CSF. Afterwards, cells were challenged with P. brasiliensis strain 18 (Pb18) and the fungicidal activity was evaluated, plating and counting the Colony Forming Units (CFU) after 10 days. GM-CSF activated MO and M∅ for P. brasiliensis killling in a concentration-dependent manner. There was an association between this fungicidal activity and the high levels of H2O2 release by the activated cells. Moreover, the killing effect was inhibited by Catalase (CAT), confirming the role of H2O2 in this process. On the other hand, L-Monomethyl-Arginine (L-NMMA) had no effect on fungicidal activity, showing that nitric oxide (NO) is not involved in killing by human cells against P. brasiliensis. Based on these data, the role of GM-CSF-activated human cells in the innate defense mechanisms against P. brasiliensis is discussed.
https://crimsonpublishers.com/cjmi/fulltext/CJMI.000511.php
For more open access journals in Crimson Publishers please click on link: https://crimsonpublishers.com/
For more articles in Cohesive Journal of Microbiology & Infectious Disease please click on link: https://crimsonpublishers.com/cjmi/
Invitation to CryoSymp 2017
The 3rd ISHS International Symposium on Plant Cryopreservation (CryoSymp2017) http://www.ishs.org/symposium/493 will be held in Cayo Guillermo, Ciego de Ávila (Cuba) from 22 to 26 May, 2017. This is a continuation of the Symposiums held in Leuven, April, 2009 (Belgium), and in Fort Collins, Colorado, August, 2013 (USA). The CryoSymp2017 is under ISHS guide http://www.ishs.org and will be co-organized together with the 11th International Congress on Plant Biotechnology and Agriculture BioVeg2017 http://bioveg.bioplantas.cu.
All scientists, students and professionals interested in cryobiology and ex situ plant preservation are invited to attend. The symposium will include in depth analyses of basic research in the cryobiology of living cells as well as reports on state-of-the-art methods, research and successes with cryopreservation of selected horticultural and agricultural crops.
The program will include oral and posters sessions on topics dealing with fundamental aspects of cryobiology as well as with the application of cryopreservation in germplasm collections. The symposium will focus on presentations of selected topics, keynote addresses on cryopreservation of plants, discussions and interaction around poster presentations. Moreover, one day will be dedicated to practical session at Bioplantas Center, University of Ciego de Avila.
OMICS Publishing Group, Journal of Bioprocessing and Biotechniques explicates the latest technological developments of the researchers on techniques of bioprocessing in the field of biotechnology, and the contents of the journal are designed specifically for technical professionals in process where it acts as a key for various emerging industries and technologies.
The slides tells about the basic techniques performed in biotechnology lab. a initiator should be known with these techniques so that it become easier for the one who wants to see himself in a biotechnology field.
Determination and comparison rate of expression markers of osteoblast derived...IJERD Editor
Nowadays high accident rates, fractures leading to permanent bone disorders and the impossibility of bone transplant have made scientists to look for new methods of repairing injured bones. Considering the application of stem cells in bone tissue engineering, there exists the necessity to investigate various culture methods and suitable fields and scaffolds. Thus, we decided to induce adipose-derived stem cells into osteoblast cells in two systems of pellet culture and monolayer and compare osteogenic markers. Methods: Stem cells have been separated via mechanical and enzymatic methods and cultured in monolayer and pellet culture models with osteogenic medium. Then, RNA was separated from differentiated cells, complementary DNA (cDNA) was synthesized and amplified. Polymerase chain reaction (PCR) product was transferred to electrophoresis gel. The intensity of the bands was measured by Image-J software and analyzed by SPSS.
Treating cancer effectively requires an understanding of the molecular alterations driving each patient’s tumor. Targeted sequencing efforts that characterize prevalent somatic alterations and require limited sample input may provide an effective diagnostic approach. Herein, we describe the design and characterization of the Oncomine™ Cancer Research Panel (OCP) that includes recurrent somatic alterations in solid tumors derived from the Oncomine™ cancer database. Using Ion AmpliSeq™ technology, we designed a DNA panel that includes assays for 73 oncogenes with 1,826 recurrent hotspot mutations, 26 tumor suppressor genes enriched for deleterious mutations, as well as 75 genes subject to recurrent focal copy gain or loss. A complementary RNA panel includes 183 assays for relevant gene fusions involving 22 fusion driver genes. Recommended sample inputs were 10 ng of nucleic acid per pool. Sequencing libraries were analyzed on an Ion Torrent™ Personal Genome Machine™. Initial testing revealed an average read depth of > 1,500X with > 95% uniformity and on target frequency. The panel was shown to reliably detect known hotspots, insertions/deletions, gene copy changes, and gene fusions in molecular standards, cell lines and formalin-fixed paraffin embedded samples. Retrospective analysis of large sample cohorts has been completed and the results of analysis of 100 lung cancer and 100 prostate cancer cases will be summarized. In addition, a prospective cohort of 100 samples from the University of Michigan Molecular Diagnostics laboratory was profiled with OCP. Overall, we achieved >95% sensitivity and specificity for detection of KRAS, EGFR and BRAF mutations and ALK gene fusions.
Examples of various art techniques and projects, including image transfer onto clay, ceramic crystalline glazes, stained glass and recycled lab materials
1. DRUG DISCOVERY
AND GENOMIC TECHNOLOGIES
Vol. 30, No. 3 (2001) BioTechniques 661
J.D. Taylor, D. Briley, Q.
Nguyen, K. Long, M.A.
Iannone, M.-S. Li, F. Ye, A.
Afshari, E. Lai, M. Wagner,
J. Chen, and M.P. Weiner
GlaxoWellcome Research and
Development, Research Trian-
gle Park, NC, USA
ABSTRACT
We have developed a rapid, cost-effec-
tive, high-throughput readout for single nu-
cleotide polymorphism (SNP) genotyping
using flow cytometric analysis performed
on a Luminex™ 100 flow cytometer. This
robust technique employs a PCR-derived
target DNA containing the SNP, a synthetic
SNP-complementary ZipCode-bearing cap-
ture probe, a fluorescent reporter molecule,
and a thermophilic DNA polymerase. An
array of fluorescent microspheres, covalent-
ly coupled with complementary ZipCode se-
quences (cZipCodes), was hybridized to the
reaction products and sequestered them for
flow cytometric analysis. The single base
chain extension (SBCE) reaction was used
to assay 20 multiplexed SNPs for 633 pa-
tients in 96-well format. Comparison of the
microsphere-based SBCE assay results to
gel-based oligonucleotide ligation assay
(OLA) results showed 99.3% agreement in
genotype assignments. Substitution of di-
rect-labeled R6G dideoxynucleotide with
indirect-labeled phycoerythrin dideoxynu-
cleotide enhanced signal five- to tenfold
while maintaining low noise levels. A new
assay based on allele-specific primer exten-
sion (ASPE) was validated on a set of 15
multiplexed SNPs for 96 patients. ASPE of-
fers both the advantage of streamlining the
SNP analysis protocol and the ability to
perform multiplex SNP analysis on any mix-
ture of allelic variants.
INTRODUCTION
As the sequence of the human
genome approaches completion, much
attention is being focused on single nu-
cleotide polymorphisms (SNPs), the
most prevalent form of genetic varia-
tion. One SNP is estimated to occur ap-
proximately every 1000 bp with a total
of over three million in the human
genome (4). Due to their frequency and
distribution, SNPs may serve as superi-
or genetic markers for the assembly of
a high-resolution map, aiding the iden-
tification of disease-related loci (11).
Another potential utility of SNPs is
to help establish individualized medi-
cine. The powerful, target-specific
pharmaceuticals being developed today
can bring profound improvements to
the lives of many patients, but may
have serious side effects in certain sub-
populations. The genetic variation be-
hind these differing biological respons-
es may correlate with a small set of
SNPs that could serve as a diagnostic
tool to insure prescription of “the right
medicine to the right patient”.
Current assays used for SNP detec-
tion and screening include restriction
fragment length polymorphism (RFLP)
analysis, single-strand conformation
polymorphism (SSCP) analysis (17),
allele-specific oligonucleotide (ASO)
hybridization (19), oligonucleotide lig-
ation assay (OLA) (12), primer exten-
sion assay (20), TaqMan® (Applied
Biosystems, Foster City, CA, USA)
(13), molecular beacons (21), and
structure-specific flp nuclease technol-
ogy (16). A variety of platforms have
been used to analyze reaction products,
including gel electrophoresis, fluores-
cence polarization (3), semiconductor
chips (8), and mass spectrometry (6).
We have adapted the use of fluores-
cent microspheres in flow cytometric
analysis (7,10,14,15) for SNP determi-
nation. We previously demonstrated the
proof-of-concept for this SNP detection
platform using FACScalibur™ (Becton
Dickinson, Franklin Lakes, NJ, USA)
instrumentation for the analysis of OLA
(9) and single base chain extension
(SBCE) (2) assays. In this study, we
demonstrate the robustness, accuracy,
and higher throughput achieved for
DNA polymerase-based SNP analysis
by using a less expensive flow cytomet-
ric platform with a 96-well plate reader.
We also demonstrate a novel micro-
sphere-based DNA polymerase assay
that uses an allele-specific primer exten-
sion (ASPE). The ASPE assay permits
multiplexed querying of different nu-
cleotides, thereby allowing multiplex-
ing of all alleles of a particular SNP.
MATERIALS AND METHODS
Reagents
AmpliTaq®, AmpliTaq Gold®, and
AmpliTaq® FS DNA polymerases were
purchased from Applied Biosystems.
PLATINUM® GenoTYPE™ Tsp DNA
polymerase was ordered from Life
Technologies (Rockville, MD, USA).
Shrimp alkaline phosphatase (SAP), E.
coli exonuclease I (ExoI), and unla-
beled ddNTPs were obtained from
Amersham Pharmacia Biotech (Piscat-
away, NJ, USA). Biotin-labeled
ddNTPs, biotin-labeled dCTP, and
R6G-labeled ddNTPs were obtained
from NEN® Life Science Products
(Boston, MA, USA). Streptavidin-phy-
coerythrin (SA-PE) was obtained from
Molecular Probes (Eugene, OR, USA).
Unmodified oligonucleotides were pur-
chased from Keystone Biosource (Ca-
Research Report
Flow Cytometric Platform for High-Throughput
Single Nucleotide Polymorphism Analysis
BioTechniques 30:661-669 (March 2001)
2. marillo, CA, USA). Oligonucleotides
with 5′ amino groups were ordered from
Applied Biosystems. 2-[N-morpholi-
no]ethanesulfonic acid (MES) and 1-
ethyl-3-(3-dimethylaminopropyl) car-
bodiimide hydrochloride (EDC) were
purchased from Sigma (St. Louis, MO,
USA) and Pierce Chemical (Rockford,
IL, USA), respectively. Carboxylated
fluorescent polystyrene microspheres
were purchased from Luminex (Austin,
TX, USA).
Design of Oligonucleotides as
Capture Probes
All capture probes were designed
with a 25-nucleotide ZipCode sequence
at the 5′ end and an allele-specific se-
quence at the 3′ end. The allele-specific
sequence varied in length but always
possessed a melting temperature (Tm)
of 51°C–56°C. For each SNP analyzed
by SBCE, a single capture probe was
synthesized with its allele-specific por-
tion ending immediately before the
polymorphic base. For each biallelic
SNP analyzed by ASPE, two capture
probes were synthesized, each probe
differing in the choice of ZipCode and
in the polymorphic nucleotide con-
tained at its 3′ terminus. Thus, for a giv-
en SNP, ASPE probes were one base
longer than the SBCE probe and were
identical to the OLA capture probes (9).
Design of Oligonucleotides
for Microsphere Attachment
Oligonucleotides were designed to
contain four distinct structural ele-
ments. Described from 5′ to 3′, these el-
ements include a 5′ amino group for co-
valent attachment to the carboxylated
microsphere surface, an 18-atom spac-
er (CH3C H2O)6 to minimize potential
interaction between the oligonucleotide
sequence and the microsphere surface,
a 10-base LUCtag sequence (CAGGC-
CAAGT) to monitor the coupling effi-
ciency of the oligonucleotides to the
microspheres, and one of a set of 25-
base complementary ZipCode se-
quences (cZipCodes). This set of 58
cZipCodes was arbitrarily selected
from the Mycobacterium tuberculosis
genome and was checked empirically
for absence of cross-hybridization be-
tween members of the set (9).
Coupling of Oligonucleotides
to Microspheres
Carboxylated microspheres (5 ×
106; 400 µL) were pelleted, resuspend-
ed in 50 µL 0.1 M MES buffer, and
mixed with 2 nmol (2 µL 1 mM)
amino-modified oligonucleotide. Ten
microliters of fresh EDC (30 mg/mL)
in water were added to the micro-
sphere/oligonucleotide mixture and in-
cubated at room temperature. After 30
min, a fresh 10-µL aliquot of EDC was
added. In each case, EDC solution was
made immediately before addition to
the reaction. The reaction mixture was
mixed and sonicated occasionally dur-
ing incubation to assure microsphere
separation and suspension. After total
incubation for 1 h, the microspheres
were washed with 1 mL 0.1% SDS,
then with 1 mL 0.02% Tween® 20, and
finally resuspended in 500 µL TE (10
mM Tris-HCl, pH 8.0, 1 mM EDTA)
and stored in the dark at 4°C.
Coupling Reaction Quality
Assurance
Coupling reaction success was as-
sessed by hybridizing coupled micros-
pheres with a molar excess of biotinylat-
ed oligonucleotide complementary to
the LUCtag sequence. The standard pro-
cedure was the same as that detailed be-
low for the hybridization of reaction
products to the microspheres. Effective
coupling reactions produced micros-
pheres with a mean fluorescent intensity
(MFI) of 2000–4000 U. Microspheres
with MFIs less than 1000 were replaced.
PCR Amplification
PCRs were performed in a Polyfil-
tronics™ 96-well plate on a PTC-100™
thermal cycler (MJ Research, Waltham,
MA, USA). A typical 15-µL reaction
mixture contained 10 mM Tris-HCl
(pH 8.3), 50 mM KCl, 1.5 mM MgCl2,
0.1 mM dNTPs, 0.2 µM each primer,
AmpliTaq Gold DNA polymerase (1.5
U) and 20 ng genomic DNA. The reac-
tion was held at 95°C for 10 min to ac-
tivate the DNA polymerase, followed
by 40 cycles at 94°C for 30 s, 60°C for
30 s, and 72°C for 30 s. After a final 5-
min extension at 72°C, the reaction was
held at 4°C.
PCR Cleanup before SBCE
Equal volumes of all PCR products
to be simultaneously assayed were
pooled together and enzymatically
treated to degrade excess PCR primers
and dNTPs using 1 U SAP and 2 U
ExoI per 10 µL PCR products. The re-
action was thoroughly mixed and incu-
bated at 37°C for 30 min, followed by
15 min at 80°C to inactivate the en-
zymes. Sensitivity of the subsequent
SBCE assay made concentration of the
treated PCR products unnecessary.
SBCE Reactions
Two nearly identical reactions were
set up, differing only in the choice of la-
beled ddNTP. Ten microliters of pooled,
treated PCR products (10–20 ng each
product) were added to 10 µL 2× SBCE
reaction mixture containing 160 mM
Tris-HCl (pH 9.0), 4 mM MgCl2, 25 nM
positive control target oligonucleotide,
25 nM positive control capture oligonu-
cleotide, 50 nM each SNP capture
oligonucleotide, 2.4 U AmpliTaq FS, 2
µM allele-specific labeled ddNTP, and 2
µM each of the other three ddNTPs. The
reactions were denatured at 96°C for 2
min, followed by 30 cycles of extension
at 94°C for 30 s, 55°C for 30 s, and 72°C
for 30 s. Reactions were held at 4°C be-
fore the addition of microspheres.
ASPE Reactions
Ten microliters of pooled, untreated
PCR products were added to 10 µL 2×
ASPE reaction mixture containing 40
mM Tris-HCl (pH 8.4), 100 mM KCl,
2.5 mM MgCl2, 25 nM positive control
target oligonucleotide, 25 nM positive
control capture oligonucleotide, 50 nM
each SNP capture oligonucleotide, 1.5 U
Tsp DNA polymerase, and 6 µM biotin-
dCTP. The reactions were denatured at
96°C for 2 min, followed by 30 cycles at
94°C for 30 s, 55°C for 1 min, and 74°C
for 2 min. Reactions were held at 4°C
before the addition of microspheres.
Hybridization of Reaction Products
to the Microspheres
One thousand microspheres of each
type were added to the 20 µL SBCE or
ASPE reaction mixture for a final vol-
662 BioTechniques Vol. 30, No. 3 (2001)
DRUG DISCOVERY
AND GENOMIC TECHNOLOGIES
3. Vol. 30, No. 3 (2001)
Figure 1. SA-PE titration curve. Ten samples of a 22-microsphere mixture were each hybridized to 20
pmol biotinylated oligonucleotide complementary to the LUCtag. Fluorescent signals were generated by
the addition of one of the following dilutions of SA-PE: 10-fold (500 ng), 20-fold (250 ng), 40-fold (125
ng), 60-fold (83 ng), 80-fold (63 ng), 100-fold (50 ng), 125-fold (40 ng), 150-fold (33 ng), 175-fold (29
ng), or 200-fold (25 ng). The resulting MFI values from three representative microsphere types were
graphed. Microsphere 39 was a negative control without oligonucleotide coupled to its surface. Micro-
sphere 58 produced the lowest positive signal, and microsphere 39 produced the highest signal in the 22-
microsphere mixture.
Ionic Strength Microspheres Time
(mM NaCl) Counteda (s)b
0 3200 8.5
300 3200 9.8
400 3200 10.1
500 3200 57.7
600 3200 79.3
700 3022 132.8
800 1854 132.9
900 1247 132.1
1000 1267 133.4
aInstrument settings were configured to count 3200 microspheres total.
bMaximum time was limited to 133 s because that is the length of time required
to inject 100% of the 55-µL sample volume into the flow cell.
Table 1. Effect of Salt on Detection Time
4. ume of 30 µL containing 500 mM NaCl
and 13 mM EDTA. The mixture was
incubated at 40°C for 1 h.
Removal of Excess Biotin-ddNTPs
Microspheres were washed by addi-
tion of 150 µL 1× SSC/0.02% Tween 20
at room temperature (1× SSC is 150
mM sodium chloride, 15 mM sodium
citrate, pH 7.0) to remove free biotin-
ddNTPs. After centrifugation at 1100×
g for 5 min, most of the supernatant was
removed using the Hydra®-96 micro-
dispenser (Robbins Scientific, Sunny-
vale, CA, USA), typically leaving less
than 10 µL (5.6%) of the volume be-
hind. The pelleted microspheres were
resuspended in 60 µL 1× SSC/0.02%
Tween 20 for flow cytometric analysis.
Addition of SA-PE to Biotin-
Modified Capture Probes
SA-PE reagent was diluted 1:10 in
PBS, and 5 µL were added to the mi-
crosphere-hybridized SBCE or ASPE
reaction products in 60 µL 1× SSC/
0.02% Tween 20. The mixture was in-
cubated for 30 min at room temperature
and analyzed without further cleanup.
Flow Cytometric Analysis
Microsphere fluorescence was mea-
sured using a Luminex 100™ cytometer
(Luminex) equipped with a Luminex
XYP™ plate reader and Luminex™ soft-
ware. Data were collected from a mi-
nimum of 30 microspheres of each type.
Data Anaysis
Data were collected from a 96-well
plate containing target DNA from 96
different patient samples analyzed for
one allele of a biallelic SNP. Following
application of the three-step normaliza-
tion calculations described below, data
from the two corresponding allelic
plates were merged, allowing the dis-
play of the results on a two-coordinate
system in which allelic calls were made
and written to a database.
Step 1. Adjustment for Microsphere
Background Fluorescence
Each microsphere type in the 100-
microsphere set was identified by its
characteristic fluorescence of red and
infrared wavelengths. However, each
microsphere type also emitted a small
amount of its own characteristic fluo-
rescence in the orange wavelengths of
the reporter channel. This inherent, an-
alyte-independent reporter signal of
each microsphere was subtracted from
the MFI value of each sample on the
corresponding microsphere. Micro-
sphere corrections ranged from values
of 1–100 MFI, depending on the micro-
sphere type, and were consistent across
different preparations of microspheres.
Step 2. Negative Control Adjustment
for Variability in Solution Back-
ground Fluorescence across a Plate
Because of features incorporated
into the Luminex 100 software, back-
ground contributions to fluorescence by
the solution were minimal. The mean
background fluorescence was 25 MFI,
with a typical range of 1–50 MFI. To
adjust for well-to-well variability in the
wash step, every sample well contained
a microsphere with no cZipCode at-
tached. Adjusted MFI (as described in
Step 1 above) from this negative con-
trol microsphere was subtracted from
the MFI of every microsphere type in
that particular well.
Step 3. Positive Control Adjustment
for Variability in Reaction Efficiency
across a Plate
A positive control reaction in each
well was used to adjust for varying
664 BioTechniques Vol. 30, No. 3 (2001)
DRUG DISCOVERY
AND GENOMIC TECHNOLOGIES
Figure 2. Comparison of R6G and PE reporters. Three SNPs were assayed on three microsphere types
in multiplex SBCE format for 96 patients using either R6G-labeled or biotin-labeled dideoxynucleotides.
The different labeling protocols were performed separately, using different preparations of PCR target
DNA that had been independently amplified and treated. Normalized MFI values for the G allele are plot-
ted on the Y-axis, while A-allele values appear on the X-axis.
5. amounts of product due to variability in
addition of reagents or thermal cycling
efficiency of a particular well location.
The mean positive control MFI of all 96
reactions across an individual plate was
calculated. Wells with a positive control
MFI that was three standard deviations
from the mean MFI were eliminated
from further SNP analysis. A new mean
positive control MFI was calculated
without values from the eliminated
wells. MFI values for all microsphere
types in the non-eliminated wells were
multiplied by a well-specific normal-
ization constant, which was calculated
to adjust the positive control MFI to the
new mean positive control MFI.
RESULTS
Salt Effect
Among several modifications neces-
sary to successfully transfer the SBCE
protocol (2) from the FACScalibur to
the Luminex 100 instrument, we found
that reducing the ionic strength of the
hybridization step was critical for cor-
rect microsphere classification. When
microspheres were analyzed in NaCl
solutions of 400 mM or less, the instru-
ment easily counted an average of 100
events for each of 32 microsphere types
within 10 s (Table 1). However, under
higher salt conditions, a smaller per-
centage of microspheres was correctly
classified. This extended the read time
and, above 700 mM NaCl, also pre-
vented the accumulation of the pre-
scribed 3200 events. This salt phenom-
enon probably arises from differences
between the refractive indices of the
high ionic strength samples containing
the microspheres and the low ionic
strength sheath fluid.
Photobleaching of Microspheres
Microspheres were rigorously pro-
tected from ambient light by wrapping
their containers in aluminum foil. The
revision A microsphere set intended for
use with the Luminex 100 contains
mixtures of red and infrared dyes in
varying proportions. Some of these mi-
crospheres appear to be more sensitive
to photobleaching than the revision 0
microspheres, which are embedded
with red and orange dyes and are used
for analysis on the FACScalibur instru-
ment. In particular, we have observed
that the subset of eight 90-series, revi-
sion A microspheres (nos. 92–99) shift
significantly out of their normal map
positions after a 1-h exposure to ambi-
ent light.
Positive Control
Even in a complex reaction mixture
in which 20 different genomic locations
are being assayed for polymorphisms
in a single patient sample, it is possible
that the queried allele will not be pre-
sent (i.e., the patient may be homozy-
gous for the other allele at all 20 loci).
In this case, the sample would generate
no signal on any of the 20 micro-
spheres. Although this may be the legit-
imate result of a successful assay, the
same result would be observed if the
polymerase reactions failed for that as-
say point. To minimize the occurrence
of false negatives, we developed a posi-
tive control to serve as an internal stan-
dard in every assay well.
Three different pairs of synthetic
target and capture probes were de-
signed from randomly selected genom-
ic sequence of M. tuberculosis (Table
2) and were evaluated as possible con-
trols. Each target consisted of about 40
nucleotides with a fourfold degenerate
nucleotide at position 20. Employing a
degenerate target allowed universal use
of one target probe, regardless of which
of the four nucleotides was being as-
666 BioTechniques Vol. 30, No. 3 (2001)
DRUG DISCOVERY
AND GENOMIC TECHNOLOGIES
Oligonucleotide Probe Length Tm
b
Name Typea Sequence of Oligonucleotide (5′→3′) (nucleotides) (°C)
CTRL.000.NN1 target AACCAGCGGGGCAACCAACNAATCCAA 40 52
GTGCATCGCCGAT
CTRL.023.NN1 ZipCode/capture GTAAATCTCCAGCGGAAGGGTACGGATCGG 45 52
CGATGCACTTGGATT
CTRL.000.NN2 target ACCCGCCACGGCGGTATAGNGTGGGTCGGTT 39 54
GAATGGCA
CTRL.023.NN2 ZipCode/capture GTAAATCTCCAGCGGAAGGGTACGGATGCCATTC 44 53
ACCGACCCAC
CTRL.000.NN3 target AACCAGCGGGGCAACCAACNCATCCAAGTGCT 40 54
ATCGCCGA
CTRL.023.NN3 ZipCode/capture GTAAATCTCCAGCGGAAGGGTACGGATCGGCGAT 45 54
GCACTTGGATG
aTarget sequence was derived from the MTV406 locus of M. tuberculosis H37Rv genome (GenBank® accession no.
AL022001).
bMelting temperature of capture/target duplex.
Table 2. Oligonucleotide Sequences
6. sayed in a given sample well. Each cap-
ture probe was designed with a 25-nu-
cleotide ZipCode on the 5′ end and a
19–20-nucleotide target-specific se-
quence on the 3′ end. All three controls
produced similar SBCE assay results.
The synthetic target CTRL.000.NN1
was selected for use as the standard
positive control.
Validation of SBCE Reaction
To help establish high-throughput
genotyping assay and analysis proto-
cols, microsphere-based SBCE assays
were performed on 633 patient samples
across 20 SNPs using R6G-labeled
ddNTPs. These patient samples and
SNPs had previously been assayed by
gel-based OLA (1,5). Of the 20 SNPs
assayed, two were not successfully
converted to the SBCE format. These
two SNPs generated such low signal in-
tensities that genotypic calls proved to
be unreliable.
A total of 9563 genotypes were gen-
erated using both OLA and SBCE as-
says, which allowed direct comparison
of results from the two methods. There
was an average 99.3% agreement in
genotype assignments. Four of the SNPs
(22%) produced results with 100%
agreement across all patient samples for
which comparisons could be made. The
poorest average agreement was 98.2%
for one SNP, with a range from 95.7%
across a single 96-well plate to 100%
across a different plate of samples.
Indirect Labeling of SBCE Products
Phycoerythrin (PE) is a large fluo-
rochrome with a high quantum yield
that is compatible with the Luminex
100 laser system. Although this mole-
cule generates brighter signals than
R6G, it is only commercially available
as a streptavidin conjugate and not as a
nucleotide adduct. To employ a PE la-
bel, biotinylated ddNTPs were substi-
tuted for R6G-labeled ddNTPs in the
standard SBCE reaction. An additional,
post-polymerase reaction was required
in which the SA-PE conjugate is al-
lowed to bind to the biotinylated capture
probe. The very strong binding of strep-
tavidin to biotin was used for the detec-
tion of the modified capture probes. To
test the signal intensity generated by PE
in this assay, a titration curve was estab-
lished using SA-PE (Figure 1). The ob-
served signal decreased sharply if less
than 63 ng of SA-PE were added to the
reaction. We routinely add 500 ng to en-
sure detection of SNPs with weaker sig-
nal strength. The addition of 5000 ng
SA-PE generated a background signal
that could not be filtered out by the in-
strument software, and the negative
control microsphere exhibited a strong
positive signal. The threefold variation
in signal observed between microsphere
58 and microsphere 79 is a function of
the average number of oligonucleotides
covalently attached to the microsphere
surface. This is the typical range of vari-
ation observed when microsphere-satu-
rating hybridizations are performed.
Figure 2 shows a set of scatter plots
comparing PE and R6G for three repre-
sentative SNPs in 96 patients. These
data demonstrate that the use of SA-PE
improved signal strength by up to ten-
fold and produced tighter data clusters,
resulting in more robust and reliable
genotype calls.
ASPE Assay
In an effort to simplify the SNP as-
say protocol, a new polymerase assay
was developed that required no PCR
cleanup and that used only a single la-
beled nucleotide. The ASPE assay was
validated by genotyping a separate set
of 15 SNPs in multiplex format using
PCR-amplified target DNA from 96 pa-
tients. The assay signal intensity was
similar to the SBCE-generated signal
strength. SNP 1979 generated the
strongest signals with the following av-
erage MFI values: A allele signal of
1473, A allele background of 89, G al-
lele signal of 1386, and G allele back-
ground of 317. Although SNP 1210
displayed the weakest signals of the 15
SNPs tested, all patient genotypes for
this SNP were readily determined. SNP
1210 produced average A allele signals
of 361 MFI and average G allele sig-
nals of 303 MFI. The average G allele
background was 68 MFI. The samples
assayed contained no GG homozygous
individuals, and, therefore, an A allele
background could not be determined.
Most importantly, comparing this set of
over 1400 ASPE genotypes with OLA
genotypes showed 98.7% agreement.
DISCUSSION
We have modified several assays to
perform accurate high-throughput
genotyping on the Luminex 100 fluo-
rimeter. This flow cytometric platform
offers several major advantages over
conventional flow cytometers, includ-
ing several-fold reduction of initial in-
strument cost, an increase in sample
throughput by using 96-well plates in-
stead of single tubes, and a decrease in
injected sample volume.
PE is the fluorochrome of choice for
use with the Luminex 100 system. Al-
though usable data has been generated
with nucleotides directly labeled with
R6G or TAMRA, the magnitude of the
signal and the signal-to-noise ratio are
inferior to that observed with SA-PE.
When using the biotin-streptavidin indi-
rect detection method, we have found
that the reagent stoichiometries make
the assay signal intensities quite sensi-
tive to residual pools of unincorporated
biotinylated ddNTP and unhybridized
biotinylated capture probe. Care must be
taken to consistently remove this supply
of biotin before the addition of SA-PE.
We observed rather large differences
in signal intensity generated between
different SNPs when assaying PCR-de-
rived targets. This variation in signal
strength between SNPs was as large as
fivefold and appears to be predominate-
ly dependent on the nucleotide se-
quence. Experiments in which different
ZipCodes were employed with the
same allele-specific sequence, or in
which the same ZipCode was used with
two opposite-strand probes for a single
SNP, suggest that the variation is inde-
pendent of ZipCode. It seems likely
that the observed differences in signal
intensities arise from DNA polymerase
sequence preferences (18) and/or from
probe secondary structure interference
in the extension reaction. Additionally,
signal intensity of the positive control
was seen to be dependent on the specif-
ic fluorescent nucleotide being added
to the polymerase reaction and dis-
played the general order of C > A > G >
U in the SBCE assay.
The SBCE assay only permits SNPs
with overlapping allele variants to be
multiplexed. This forces segregation of
SNPs into sets for analysis and can
greatly complicate experimental design.
668 BioTechniques Vol. 30, No. 3 (2001)
DRUG DISCOVERY
AND GENOMIC TECHNOLOGIES
7. This difficulty is overcome with the
ASPE assay, which allows multiplexed
SNP analysis for any mixtures of allelic
variants. This advantage is possible be-
cause the “query” nucleotide is part of
the ASPE capture probe, while the sig-
nal-generating “labeled” nucleotide is
free biotin-dCTP. In the SBCE assay,
the biotin-ddNTP serves as both
“query” and “labeled” nucleotide. An-
other advantage conferred by the ASPE
assay is simplification of the reaction
protocol. The residual dNTPs from the
target-generating PCR are used for the
primer extension, thereby eliminating
both the necessity of post-PCR cleanup
and the addition of unlabeled nu-
cleotides to the ASPE reaction.
It can be difficult to establish an as-
say cost per SNP because that cost will
vary dramatically depending on how the
assay is employed. Cost parameters in-
clude the total number of assays run, the
number of simultaneous assays per-
formed (multiplex factor), and whether
many SNPs are assayed on few patients
(genome-wide scan) or whether few
SNPs are assayed on many patients (tar-
geted genomic region). The micro-
spheres and coupling reagents are inex-
pensive compared to reagents such as
enzymes or fluorescent nucleotides. We
estimate our average cost is less than US
$0.20 per SNP, excluding the cost of
generating the PCR target. SBCE and
ASPE reactions are comparable in cost.
Attempts to reduce assay costs further
have concentrated on minimizing re-
agent consumption, especially that of
the enzyme and fluorochrome. Recently,
we have successfully generated short
target DNAs in 50-plex PCRs and have
also migrated from 20-plex to 50-plex
SBCE reactions. Even higher levels of
complexity are theoretically possible us-
ing the complete 100-microsphere set.
In an attempt to minimize the sub-
jectivity of genotypic calls, various data
clustering algorithms are currently un-
der development that will allow auto-
matic assignment of genotypes to the
different clusters. Observed challenges
to automated allele scoring include
variability in tightness of data cluster-
ing, dissimilar signal intensities be-
tween the two alleles, and the forma-
tion of extraneous data clusters due to
previously undetected polymorphisms
within the probe sequence. Extensive
testing on large data sets will not only
allow refinement of these algorithms
but also may identify characteristics of
problematic markers that can be avoid-
ed in future probe design.
ACKNOWLEDGMENTS
The authors thank Terri Fleming for
the bioinformatics support for high-
throughput operations, the Glaxo Well-
come Genotyping Facility, and the
Glaxo Wellcome Sequencing Core Fa-
cility for their services. Thanks also are
due to Dan Burns of the Genetics Direc-
torate and Ralph McDade, Van Chan-
dler, Mark Chandler, Jim Jacobson, and
Christy Weiss of Luminex Corporation
for many helpful discussions.
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Received 20 April 2000; accepted 13
October 2000.
Address correspondence to:
J. David Taylor
Glaxo Wellcome, Inc.
5 Moore Drive
Research Triangle Park
NC 27709-3398, USA
e-mail: jdt6451@glaxowellcome.com
Vol. 30, No. 3 (2001) BioTechniques 669