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BMC Immunology logoLink to BMC Immunology
. 2012 Jul 2;13:33. doi: 10.1186/1471-2172-13-33

Bacillus anthracis’ lethal toxin induces broad transcriptional responses in human peripheral monocytes

Kassidy M Chauncey 1, M Cecilia Lopez 2, Gurjit Sidhu 1, Sarah E Szarowicz 1, Henry V Baker 2, Conrad Quinn 3, Frederick S Southwick 1,
PMCID: PMC3475123  PMID: 22747600

Abstract

Background

Anthrax lethal toxin (LT), produced by the Gram-positive bacterium Bacillus anthracis, is a highly effective zinc dependent metalloprotease that cleaves the N-terminus of mitogen-activated protein kinase kinases (MAPKK or MEKs) and is known to play a role in impairing the host immune system during an inhalation anthrax infection. Here, we present the transcriptional responses of LT treated human monocytes in order to further elucidate the mechanisms of LT inhibition on the host immune system.

Results

Western Blot analysis demonstrated cleavage of endogenous MEK1 and MEK3 when human monocytes were treated with 500 ng/mL LT for four hours, proving their susceptibility to anthrax lethal toxin. Furthermore, staining with annexin V and propidium iodide revealed that LT treatment did not induce human peripheral monocyte apoptosis or necrosis. Using Affymetrix Human Genome U133 Plus 2.0 Arrays, we identified over 820 probe sets differentially regulated after LT treatment at the p <0.001 significance level, interrupting the normal transduction of over 60 known pathways. As expected, the MAPKK signaling pathway was most drastically affected by LT, but numerous genes outside the well-recognized pathways were also influenced by LT including the IL-18 signaling pathway, Toll-like receptor pathway and the IFN alpha signaling pathway. Multiple genes involved in actin regulation, signal transduction, transcriptional regulation and cytokine signaling were identified after treatment with anthrax LT.

Conclusion

We conclude LT directly targets human peripheral monocytes and causes multiple aberrant gene responses that would be expected to be associated with defects in human monocyte’s normal signaling transduction pathways and function. This study provides further insights into the mechanisms associated with the host immune system collapse during an anthrax infection, and suggests that anthrax LT may have additional downstream targets outside the well-known MAPK pathway.

Background

Bacillus anthracis, the causative agent of anthrax, is a gram-positive bacterium that is naturally found in the soil, and rarely affects the human population. Unfortunately, deliberate dissemination of anthrax spores is capable of delivering a highly potent and lethal air-borne bioterrorist agent, as documented in the 2001 U.S. anthrax attacks. Inhalation anthrax is a highly fatal, acute disease characterized by a rapid onset of systemic shock and ultimately death [1].

The most virulent strains of B. anthracis contain two plasmids, pXO2 and pXO1, encoding an antiphagocytic poly-D-glutamic acid capsule and three exotoxins: lethal factor, edema factor and protective antigen [2]. Protective antigen is an 83 kDa protein that is known to bind to two host cell receptors, TEM-8 and CMG-2, facilitating the entry of edema and/or lethal factor into host cells [3]. Lethal factor is a 90 kDa zinc-dependent metalloprotease that cleaves the N-terminus of mitogen-activated protein kinase kinases (MAPKKs or MEKs) [4,5]. Edema factor is an 89 kDa adenylate cyclase that increases intracellular cAMP levels [6].

Previous studies using anthrax animal models have documented resistance to anthrax lethal toxin (LT) through depletion of host macrophages, suggesting that these cells play a critical role in anthrax LT induced lethality [7,8]. LT has also been shown to suppress cytokine responses by peripheral blood mononuclear cells, induce macrophage apoptosis, and prevent monocyte proliferation and differentiation [1,9,10]. Inhalation anthrax cases present clinical manifestations indicative of host immune collapse in humans and in nonhuman primate studies [11-13]. However, more recent studies investigating human monocytes and macrophages have suggested human alveolar macrophages are resistant to LT, and undifferentiated human monocytic cell lines are resistant to LT-induced death [10,14]. LT’s targeting of human monocytes/macrophages could help to explain the rapid onset of fatal symptoms and host demise during an inhalation anthrax infection, but the exact effects LT exerts on human peripheral monocytes, along with the mechanisms underlying the impairment of the host immune cell’s responses, have yet to be fully determined.

Previous studies investigating LT treated murine macrophages have shown a broad range in transcriptional effects induced by LT. These studies concluded LT-induced changes in macrophage inflammation, signaling, and transcription factors, along with changes in the immune response by macrophages. This study discovered the down regulation of CD-137 after LT treatment, shown to play a role in monocyte proliferation in response to LPS, and up regulation of plasminogen activator inhibitor type I, which results in fibrin deposits, massive imbalances in coagulation, and, in some instances, multi-organ failure [15,16]. Another study has measured the transcriptional responses of THP-1 cells after B. anthracis spore exposure, finding toxigenic B. anthracis strains suppress the cell signaling responses to infection [17].

Blood monocytes are mononuclear cells that play a major role in the host immune response through regulation of inflammatory responses, secretion of cytokine and antimicrobial factors, and direct pathogen clearance [18]. Monocytes are derived from monoblasts in the bone marrow, and circulate in the blood for 1-2 days before they migrate into tissues where they replenish the macrophage and dendritic pools [19-21]. Here, we determined human monocyte susceptibility to LT by demonstrating cleavage of MEKs, and utilized Affymetrix GeneChip® Human Genome U133 Plus 2.0 Arrays in order to identify additional mechanisms of LT impairment on the transcriptional responses of human peripheral monocytes. The arrays contained 54,675 probe sets representing over 22,000 of the best characterized human genes, providing extensive insights into the mechanisms behind LT induced dysfunction of human peripheral monocytes.

This study is the first to determine direct human monocyte susceptibility via cleavage of MEKs, along with the analysis of the transcriptional responses, to anthrax LT. The mechanisms of LT impairment on human peripheral monocytes will help elucidate the roles monocytes contribute during the host immune system collapse documented during an anthrax infection. The transcriptional analysis will serve to not only unravel the mechanisms behind the rapid onset of death in anthrax victims, but will also potentially provide new targets for controlling inflammation and enhancing host defense.

Results and discussion

Monocyte purity, apoptosis and susceptibility to anthrax LT

In order to first determine monocyte cell purity, isolated cells were analyzed using flow cytometry and gated using forward and side scatter, along with the monocytic marker, CD14. It was found that monocytes were isolated with a >85% purity (Figure  1A and 1B). Because previous reports have documented LT induced cell apoptosis, it was important to assure the transcriptional response of LT treated monocytes were independent of apoptosis. This was assured by the analysis of the necrosis and apoptosis markers, propidium iodide (PI) and annexin V, on human peripheral monocytes. Nearly all (99%) human peripheral monocytes showed no evidence of necrosis or apoptosis after a 4 h treatment of LT (Figure  1C and 1D). There has been some conflicting data suggesting monocytes, along with monocyte-derived cells, are not susceptible to the actions of anthrax LT. One study utilized human monocytic cell lines and found that undifferentiated monocytic cells did not undergo LT-induced cytotoxicity, while the differentiated cells were susceptible [10]. Another study investigating human alveolar macrophages (AM) found that these cells were relatively resistant to the actions of LT. It was ascertained that LT failed to suppress human AM cytokine responses, cleave MEKs, and induce apoptosis [14].

Figure 1.

Figure 1

Monocyte purity, apoptosis, and susceptibility to LT. Red = CD14+ monocytes. Green = CD14-lymphocytes. A.) Forward and side scatter analysis of purified fixed human monocytes showing the monocyte population as compared to total population. B.) CD14 Pacific Blue and forward scatter analysis of fixed purified human monocytes showing >85% monocytes. C.) PI and annexin-FITC analysis of CD14 + monocytes after a 4 h incubation showing 99.0% viable cells indicated in quadrant 3. D.) PI and annexin-FITC analysis of CD14 + monocytes after a 4 h LT treatment showing 99.1% viable cells indicated in quadrant 3. HeLa cells or human monocytes were left untreated or treated with 500 ng/mL LT for 4 h at 37°C. Samples were lysed, run on SDS-PAGE, transferred to PVDF membrane, and probed with indicated antibodies. Both MEK3 and MEK1 were cleaved by LT while control cells showed no MEK cleavage. β-actin loading controls show equivalent loading of both control and LT treated cells.

In order to explore the actions of LT on human peripheral monocytes, a Western Blot analysis was performed and MEK1, along with MEK3, cleavage was determined after a 4-hour treatment with LT. Human peripheral monocytes were found to be susceptible to the actions of LT as evidenced by cleavage of MEK1 and MEK3 (Figure  1E). HeLa cells were used as a positive control and β-actin was used to assure equal loading controls. We conclude that human peripheral monocytes are a direct target of anthrax LT.

Microarray analysis and results

Human peripheral monocytes were treated with LT or media alone, and microarray analysis was performed using four biological replicates from healthy volunteers. A total of 8 microarray hybridizations were employed and analyzed on Affymetrix Gene Chips®(HG U133 plus 2.0). The chips contained 54,675 probe sets and identified multiple differentially regulated pathways and genes by human peripheral monocytes after LT treatment. Unsupervised hierarchical analysis was used to assess the noise in the array experiments. First, probe sets whose signal intensity varied most in the data set were selected by applying a variation filter. Probes sets that displayed a coefficient of variation of greater than 0.5 were subjected to hierarchical analysis. The clustering dendrogram showed the major node of separation between control and LT treated samples (Figure  2A).

Figure 2.

Figure 2

Unsupervised microarray analysis. A.) Hierarchical clustering dendrogram showing similarities between expression patterns within each condition. Specimens were paired based on donor, using 4 separate donors as indicated in replica r1 through r4. B.) Significant genes (p < 0.001) up or down regulated after LT treatment, along with their fold change, p-value and probe ID. C.) Leave-one-out-cross validation was used to calculate mis-classification rate that yielded a 100% correct classification between pairs.

To identify specific genes responsive to LT treatment, a paired t-test (by donor) was performed at a significance threshold of p < 0.001. Genes specified by 820 probe sets were found to be significant among the treatment groups (Table  1). The hierarchical cluster pattern of the significant probe sets is shown (Figure  3A). Of these probe sets, multiple gene products known to play a role in monocyte function were discovered (Figure  2B). The ability of probe sets significant at p < 0.001 to function as a classifier between treatment groups (LT treated vs. control) was established by leave-one-out-cross-validation and Monte Carlo simulations. Using 4 different prediction models, the classifier performed flawlessly. Of the significant genes identified, many are known to play a role in monocyte function (Figure  2C).

Table 1.

Control vs Toxin corresponding P-value p<0.001

  Paramet. p-value Geometric mean of intensities Probe set Gene symbol Description
1
2.80E-006
1.78
222001_x_at
FAM91A2
family with sequence similarity 91, member A2
2
2.90E-006
1.25
218734_at
NAT11
N-acetyltransferase 11
3
3.40E-006
1.6
230350_at
NA
NA
4
7.80E-006
1.56
228930_at
NA
NA
5
8.70E-006
1.58
208661_s_at
TTC3
tetratricopeptide repeat domain 3
6
9.80E-006
1.16
218716_x_at
MTO1
mitochondrial translation optimization 1 homolog (S. cerevisiae)
7
1.07E-005
1.15
238538_at
ANKRD11
ankyrin repeat domain 11
8
1.22E-005
2.92
225896_at
NA
NA
9
1.41E-005
3.87
227450_at
ERP27
endoplasmic reticulum protein 27 kDa
10
1.49E-005
1.23
226602_s_at
BCR
breakpoint cluster region
11
1.60E-005
1.65
209123_at
QDPR
quinoid dihydropteridine reductase
12
1.66E-005
1.73
213934_s_at
ZNF23
zinc finger protein 23 (KOX 16)
13
1.66E-005
1.56
226419_s_at
SFRS1
splicing factor, arginine/serine-rich 1
14
1.84E-005
2.91
227946_at
OSBPL7
oxysterol binding protein-like 7
15
2.04E-005
1.84
242989_at
NA
NA
16
2.18E-005
1.92
242590_at
NA
NA
17
2.29E-005
1.36
204559_s_at
LSM7
LSM7 homolog, U6 small nuclear RNA associated (S. cerevisiae)
18
2.35E-005
1.68
225902_at
NA
NA
19
2.44E-005
1.29
220939_s_at
DPP8
dipeptidyl-peptidase 8
20
2.63E-005
1.2
218682_s_at
SLC4A1AP
solute carrier family 4 (anion exchanger), member 1, adaptor protein
21
2.72E-005
2.21
212056_at
KIAA0182
KIAA0182
22
2.91E-005
2.87
222477_s_at
TM7SF3
transmembrane 7 superfamily member 3
23
3.01E-005
2.01
202512_s_at
ATG5
ATG5 autophagy related 5 homolog (S. cerevisiae)
24
3.07E-005
1.52
209042_s_at
UBE2G2
ubiquitin-conjugating enzyme E2G 2 (UBC7 homolog, yeast)
25
3.10E-005
5.25
232181_at
LOC153346
hypothetical protein LOC153346
26
3.13E-005
1.79
1554452_a_at
HIG2
hypoxia-inducible protein 2
27
3.36E-005
2.11
228772_at
HNMT
histamine N-methyltransferase
28
3.37E-005
1.3
221501_x_at
LOC339047
hypothetical protein LOC339047
29
3.39E-005
1.81
239038_at
C1orf52
chromosome 1 open reading frame 52
30
3.46E-005
1.95
203839_s_at
TNK2
tyrosine kinase, non-receptor, 2
31
3.89E-005
1.89
227558_at
CBX4
chromobox homolog 4 (Pc class homolog, Drosophila)
32
3.90E-005
1.4
214691_x_at
FAM63B
family with sequence similarity 63, member B
33
3.91E-005
1.32
228301_x_at
NDUFB10
NADH dehydrogenase (ubiquinone) 1 beta subcomplex, 10, 22kDa
34
4.05E-005
1.8
1556306_at
NA
NA
35
4.22E-005
3.27
229016_s_at
TRERF1
transcriptional regulating factor 1
36
4.47E-005
3.85
223741_s_at
TTYH2
tweety homolog 2 (Drosophila)
37
4.48E-005
5.6
49306_at
RASSF4
Ras association (RalGDS/AF-6) domain family member 4
38
4.63E-005
1.49
32209_at
FAM89B
family with sequence similarity 89, member B
39
4.75E-005
2.83
225298_at
PNKD
paroxysmal nonkinesigenic dyskinesia
40
5.00E-005
1.59
228726_at
NA
NA
41
5.36E-005
1.17
1562984_at
NA
NA
42
5.39E-005
1.6
201639_s_at
CPSF1
cleavage and polyadenylation specific factor 1, 160kDa
43
5.66E-005
1.47
221649_s_at
PPAN
peter pan homolog (Drosophila)
44
5.88E-005
1.94
225360_at
TRABD
TraB domain containing
45
6.23E-005
1.27
221005_s_at
PTDSS2
phosphatidylserine synthase 2
46
6.35E-005
2.13
228914_at
NA
NA
47
6.47E-005
1.65
208206_s_at
RASGRP2
RAS guanyl releasing protein 2 (calcium and DAG-regulated)
48
6.49E-005
1.64
209198_s_at
SYT11
synaptotagmin XI
49
6.55E-005
1.7
221575_at
SCLY
selenocysteine lyase
50
6.74E-005
1.82
229969_at
NA
NA
51
6.76E-005
2.22
235513_at
NA
NA
52
6.77E-005
1.93
236922_at
NA
NA
53
6.78E-005
1.14
204364_s_at
REEP1
receptor accessory protein 1
54
6.87E-005
1.55
227025_at
PPHLN1
periphilin 1
55
7.02E-005
1.78
227288_at
SFRS12IP1
SFRS12-interacting protein 1
56
7.13E-005
2.55
205075_at
SERPINF2
serpin peptidase inhibitor, clade F (alpha-2 antiplasmin, pigment epithelium derived factor), member 2
57
7.16E-005
2.29
222988_s_at
TMEM9
transmembrane protein 9
58
7.35E-005
1.39
231831_at
COX19
COX19 cytochrome c oxidase assembly homolog (S. cerevisiae)
59
7.37E-005
1.88
221788_at
NA
NA
60
7.66E-005
1.61
236004_at
NA
NA
61
7.68E-005
1.85
219751_at
SETD6
SET domain containing 6
62
7.92E-005
1.74
227273_at
NA
NA
63
8.67E-005
1.56
235787_at
NA
NA
64
8.91E-005
1.42
212888_at
DICER1
dicer 1, ribonuclease type III
65
8.93E-005
1.93
1568593_a_at
NUDT16P
nudix (nucleoside diphosphate linked moiety X)-type motif 16 pseudogene
66
9.00E-005
1.92
226721_at
DPY19L4
dpy-19-like 4 (C. elegans)
67
9.02E-005
1.39
227159_at
GHDC
GH3 domain containing
68
9.14E-005
2.36
225982_at
UBTF
upstream binding transcription factor, RNA polymerase I
69
9.25E-005
1.62
220341_s_at
C5orf45
chromosome 5 open reading frame 45
70
9.51E-005
1.36
214501_s_at
H2AFY
H2A histone family, member Y
71
9.96E-005
7.6
226186_at
NA
NA
72
0.0001001
2.59
224946_s_at
CCDC115
coiled-coil domain containing 115
73
0.0001056
1.66
237059_at
NA
NA
74
0.0001076
3.11
38671_at
PLXND1
plexin D1
75
0.0001083
1.92
231912_s_at
DKFZP434B0335
DKFZP434B0335 protein
76
0.0001087
1.55
238492_at
NA
NA
77
0.0001088
2.05
228548_at
NA
NA
78
0.0001089
1.9
225757_s_at
CLMN
calmin (calponin-like, transmembrane)
79
0.0001093
1.15
203926_x_at
ATP5D
ATP synthase, H+ transporting, mitochondrial F1 complex, delta subunit
80
0.0001100
1.41
232520_s_at
NSFL1C
NSFL1 (p97) cofactor (p47)
81
0.0001101
2.06
238012_at
DPP7
dipeptidyl-peptidase 7
82
0.0001101
1.38
211101_x_at
LILRA2
leukocyte immunoglobulin-like receptor, subfamily A (with TM domain), member 2
83
0.0001109
1.35
210128_s_at
LTB4R
leukotriene B4 receptor
84
0.0001115
1.34
223393_s_at
TSHZ3
teashirt zinc finger homeobox 3
85
0.0001123
1.46
213628_at
CLCC1
chloride channel CLIC-like 1
86
0.0001152
1.27
214870_x_at
LOC100132540
similar to LOC339047 protein
87
0.0001171
2.41
221756_at
PIK3IP1
phosphoinositide-3-kinase interacting protein 1
88
0.0001171
1.62
222478_at
VPS36
vacuolar protein sorting 36 homolog (S. cerevisiae)
89
0.0001192
1.99
225719_s_at
MRPL55
mitochondrial ribosomal protein L55
90
0.0001206
1.87
212959_s_at
GNPTAB
N-acetylglucosamine-1-phosphate transferase, alpha and beta subunits
91
0.0001210
7.64
238520_at
TRERF1
transcriptional regulating factor 1
92
0.0001235
3.04
226974_at
NA
NA
93
0.0001269
2.06
225851_at
FNTB
farnesyltransferase, CAAX box, beta
94
0.0001288
2.04
224452_s_at
MGC12966
hypothetical protein LOC84792
95
0.0001306
1.46
226092_at
MPP5
membrane protein, palmitoylated 5 (MAGUK p55 subfamily member 5)
96
0.0001312
1.5
1558693_s_at
C1orf85
chromosome 1 open reading frame 85
97
0.0001336
1.19
204020_at
PURA
purine-rich element binding protein A
98
0.0001350
1.73
1555882_at
SPIN3
spindlin family, member 3
99
0.0001354
1.8
235532_at
PIGM
phosphatidylinositol glycan anchor biosynthesis, class M
100
0.0001371
2.61
1553111_a_at
KBTBD6
kelch repeat and BTB (POZ) domain containing 6
101
0.0001408
1.44
227868_at
LOC154761
hypothetical LOC154761
102
0.0001408
3.15
214058_at
MYCL1
v-myc myelocytomatosis viral oncogene homolog 1, lung carcinoma derived (avian)
103
0.0001409
2.65
212686_at
PPM1H
protein phosphatase 1H (PP2C domain containing)
104
0.0001414
1.61
218971_s_at
WDR91
WD repeat domain 91
105
0.0001418
2.07
225777_at
C9orf140
chromosome 9 open reading frame 140
106
0.0001426
1.92
225366_at
PGM2
phosphoglucomutase 2
107
0.0001451
1.74
238768_at
C2orf68
chromosome 2 open reading frame 68
108
0.0001454
1.49
218674_at
C5orf44
chromosome 5 open reading frame 44
109
0.0001462
1.26
218490_s_at
ZNF302
zinc finger protein 302
110
0.0001537
1.17
202704_at
TOB1
transducer of ERBB2, 1
111
0.0001561
1.69
218361_at
GOLPH3L
golgi phosphoprotein 3-like
112
0.0001565
1.32
222994_at
PRDX5
peroxiredoxin 5
113
0.0001590
2.19
209828_s_at
IL16
interleukin 16 (lymphocyte chemoattractant factor)
114
0.0001593
1.47
204611_s_at
PPP2R5B
protein phosphatase 2, regulatory subunit B@#$%&, beta isoform
115
0.0001593
1.48
227730_at
NA
NA
116
0.0001599
1.14
228605_at
NA
NA
117
0.0001646
1.54
202135_s_at
ACTR1B
ARP1 actin-related protein 1 homolog B, centractin beta (yeast)
118
0.0001669
1.73
226183_at
NA
NA
119
0.0001709
1.88
65472_at
C2orf68
chromosome 2 open reading frame 68
120
0.0001738
1.57
200098_s_at
ANAPC5
anaphase promoting complex subunit 5
121
0.0001748
1.37
218181_s_at
MAP4K4
mitogen-activated protein kinase kinase kinase kinase 4
122
0.0001762
2.81
238135_at
AGTRAP
angiotensin II receptor-associated protein
123
0.0001767
3.66
203386_at
TBC1D4
TBC1 domain family, member 4
124
0.0001784
2.06
213670_x_at
NSUN5B
NOL1/NOP2/Sun domain family, member 5B
125
0.0001787
1.69
212109_at
HN1L
hematological and neurological expressed 1-like
126
0.0001789
1.85
219968_at
ZNF589
zinc finger protein 589
127
0.0001799
2.25
211495_x_at
TNFSF13
tumor necrosis factor (ligand) superfamily, member 13
128
0.0001836
2.07
214177_s_at
PBXIP1
pre-B-cell leukemia homeobox interacting protein 1
129
0.0001843
1.64
1554085_at
DDX51
DEAD (Asp-Glu-Ala-Asp) box polypeptide 51
130
0.0001852
1.99
203271_s_at
UNC119
unc-119 homolog (C. elegans)
131
0.0001878
1.43
226072_at
FUK
fucokinase
132
0.0001878
3.32
212235_at
PLXND1
plexin D1
133
0.0001902
1.67
205658_s_at
SNAPC4
small nuclear RNA activating complex, polypeptide 4, 190kDa
134
0.0001983
1.84
218021_at
DHRS4
dehydrogenase/reductase (SDR family) member 4
135
0.0001987
1.76
229429_x_at
FAM91A2
family with sequence similarity 91, member A2
136
0.0001990
1.27
212429_s_at
GTF3C2
general transcription factor IIIC, polypeptide 2, beta 110kDa
137
0.0002007
1.81
226873_at
NA
NA
138
0.0002010
1.31
227801_at
TRIM59
tripartite motif-containing 59
139
0.0002032
1.36
227679_at
NA
NA
140
0.0002081
4.03
218326_s_at
LGR4
leucine-rich repeat-containing G protein-coupled receptor 4
141
0.0002087
1.93
235252_at
KSR1
kinase suppressor of ras 1
142
0.0002093
1.45
1558522_at
NA
NA
143
0.0002165
1.57
225396_at
NA
NA
144
0.0002167
1.4
206469_x_at
AKR7A3
aldo-keto reductase family 7, member A3 (aflatoxin aldehyde reductase)
145
0.0002197
1.79
1563549_a_at
ANO8
anoctamin 8
146
0.0002219
1.79
211576_s_at
SLC19A1
solute carrier family 19 (folate transporter), member 1
147
0.0002234
1.35
202846_s_at
PIGC
phosphatidylinositol glycan anchor biosynthesis, class C
148
0.0002246
2.17
232231_at
RUNX2
runt-related transcription factor 2
149
0.0002301
1.24
213480_at
VAMP4
vesicle-associated membrane protein 4
150
0.0002335
1.57
1558755_x_at
ZNF763
zinc finger protein 763
151
0.0002348
1.87
1557667_at
NA
NA
152
0.0002362
1.53
211036_x_at
ANAPC5
anaphase promoting complex subunit 5
153
0.0002367
2.73
203387_s_at
TBC1D4
TBC1 domain family, member 4
154
0.0002416
1.35
217896_s_at
NIP30
NEFA-interacting nuclear protein NIP30
155
0.0002420
2.35
212136_at
ATP2B4
ATPase, Ca++ transporting, plasma membrane 4
156
0.0002425
1.4
207618_s_at
BCS1L
BCS1-like (yeast)
157
0.0002450
1.85
239300_at
NA
NA
158
0.0002478
2.1
229497_at
ANKDD1A
ankyrin repeat and death domain containing 1A
159
0.0002509
1.29
214035_x_at
LOC399491
LOC399491 protein
160
0.0002517
1.66
229874_x_at
NA
NA
161
0.0002521
1.74
221264_s_at
LOC100128223
hypothetical protein LOC100128223
162
0.0002522
1.54
227630_at
NA
NA
163
0.0002531
2.4
226016_at
CD47
CD47 molecule
164
0.0002559
1.53
1558947_at
NA
NA
165
0.0002582
2.08
222664_at
KCTD15
potassium channel tetramerisation domain containing 15
166
0.0002606
4.49
207843_x_at
CYB5A
cytochrome b5 type A (microsomal)
167
0.0002633
2.1
218394_at
ROGDI
rogdi homolog (Drosophila)
168
0.0002634
1.86
214100_x_at
NSUN5B
NOL1/NOP2/Sun domain family, member 5B
169
0.0002641
1.4
212895_s_at
ABR
active BCR-related gene
170
0.0002648
2.01
227580_s_at
DKFZP434B0335
DKFZP434B0335 protein
171
0.0002678
2.59
227253_at
CP
ceruloplasmin (ferroxidase)
172
0.0002679
1.78
230917_at
NA
NA
173
0.0002686
1.69
200843_s_at
EPRS
glutamyl-prolyl-tRNA synthetase
174
0.0002686
2.67
227346_at
IKZF1
IKAROS family zinc finger 1 (Ikaros)
175
0.0002715
1.44
219095_at
LOC100137047-PLA2G4B
hypothetical protein LOC8681
176
0.0002762
1.68
229776_at
SLCO3A1
solute carrier organic anion transporter family, member 3A1
177
0.0002768
4.48
226436_at
RASSF4
Ras association (RalGDS/AF-6) domain family member 4
178
0.0002796
1.37
221951_at
TMEM80
transmembrane protein 80
179
0.0002809
1.49
228606_at
TM4SF19
transmembrane 4 L six family member 19
180
0.0002817
1.66
232535_at
NA
NA
181
0.0002826
1.28
1569597_at
NA
NA
182
0.0002831
1.77
1555845_at
NA
NA
183
0.0002835
2.77
205955_at
NA
NA
184
0.0002839
2.47
220137_at
FLJ20674
hypothetical protein FLJ20674
185
0.0002845
2.56
218459_at
TOR3A
torsin family 3, member A
186
0.0002870
1.73
238929_at
SFRS2B
splicing factor, arginine/serine-rich 2B
187
0.0002872
2.1
203317_at
PSD4
pleckstrin and Sec7 domain containing 4
188
0.0002969
1.32
238263_at
LOC285965
hypothetical protein LOC285965
189
0.0003005
2.64
235159_at
NA
NA
190
0.0003043
1.24
218388_at
PGLS
6-phosphogluconolactonase
191
0.0003057
1.3
206729_at
TNFRSF8
tumor necrosis factor receptor superfamily, member 8
192
0.0003121
1.28
231130_at
NA
NA
193
0.0003123
1.4
1552257_a_at
TTLL12
tubulin tyrosine ligase-like family, member 12
194
0.0003129
1.29
219175_s_at
SLC41A3
solute carrier family 41, member 3
195
0.0003162
1.41
204786_s_at
IFNAR2
interferon (alpha, beta and omega) receptor 2
196
0.0003176
1.47
225391_at
LOC93622
hypothetical LOC93622
197
0.0003216
1.35
227127_at
TMEM110
transmembrane protein 110
198
0.0003219
3.64
202341_s_at
TRIM2
tripartite motif-containing 2
199
0.0003243
2.09
210731_s_at
LGALS8
lectin, galactoside-binding, soluble, 8
200
0.0003251
1.77
213374_x_at
HIBCH
3-hydroxyisobutyryl-Coenzyme A hydrolase
201
0.0003260
1.38
200931_s_at
VCL
vinculin
202
0.0003264
1.45
230304_at
NA
NA
203
0.0003271
2.03
235195_at
FBXW2
F-box and WD repeat domain containing 2
204
0.0003290
4.23
215726_s_at
CYB5A
cytochrome b5 type A (microsomal)
205
0.0003300
2.01
242794_at
MAML3
mastermind-like 3 (Drosophila)
206
0.0003304
2.18
225961_at
KLHDC5
kelch domain containing 5
207
0.0003309
1.48
212556_at
SCRIB
scribbled homolog (Drosophila)
208
0.0003322
2.66
220494_s_at
NA
NA
209
0.0003337
2.38
242297_at
RREB1
ras responsive element binding protein 1
210
0.0003349
1.9
228771_at
ADRBK2
adrenergic, beta, receptor kinase 2
211
0.0003390
1.19
227465_at
KIAA0892
KIAA0892
212
0.0003390
1.37
228667_at
AGPAT4
1-acylglycerol-3-phosphate O-acyltransferase 4 (lysophosphatidic acid acyltransferase, delta)
213
0.0003408
1.72
202161_at
PKN1
protein kinase N1
214
0.0003417
1.32
AFFX-LysX-M_at
NA
NA
215
0.0003429
1.57
223314_at
TSPAN14
tetraspanin 14
216
0.0003438
2.51
204610_s_at
CCDC85B
coiled-coil domain containing 85B
217
0.0003438
2.03
218027_at
MRPL15
mitochondrial ribosomal protein L15
218
0.0003450
2.45
204718_at
EPHB6
EPH receptor B6
219
0.0003454
2.06
227313_at
CNPY4
canopy 4 homolog (zebrafish)
220
0.0003454
1.52
228600_x_at
C7orf46
chromosome 7 open reading frame 46
221
0.0003472
1.28
226335_at
RPS6KA3
ribosomal protein S6 kinase, 90kDa, polypeptide 3
222
0.0003481
1.48
219147_s_at
C9orf95
chromosome 9 open reading frame 95
223
0.0003492
1.41
219801_at
ZNF34
zinc finger protein 34
224
0.0003534
1.37
224865_at
FAR1
fatty acyl CoA reductase 1
225
0.0003534
1.25
209450_at
OSGEP
O-sialoglycoprotein endopeptidase
226
0.0003535
1.8
239016_at
NA
NA
227
0.0003567
1.44
228670_at
TEP1
telomerase-associated protein 1
228
0.0003600
1.87
210580_x_at
SULT1A3
sulfotransferase family, cytosolic, 1A, phenol-preferring, member 3
229
0.0003607
1.38
213945_s_at
NUP210
nucleoporin 210kDa
230
0.0003644
1.32
218505_at
WDR59
WD repeat domain 59
231
0.0003661
2.32
230343_at
NA
NA
232
0.0003663
2.08
230888_at
WDR91
WD repeat domain 91
233
0.0003691
1.87
226368_at
CHST11
carbohydrate (chondroitin 4) sulfotransferase 11
234
0.0003691
1.67
213364_s_at
SNX1
sorting nexin 1
235
0.0003706
2.17
213626_at
CBR4
carbonyl reductase 4
236
0.0003712
1.45
AFFX-PheX-3_at
NA
NA
237
0.0003730
1.59
206567_s_at
PHF20
PHD finger protein 20
238
0.0003737
1.49
221090_s_at
OGFOD1
2-oxoglutarate and iron-dependent oxygenase domain containing 1
239
0.0003762
1.33
44040_at
FBXO41
F-box protein 41
240
0.0003796
2.03
226238_at
MCEE
methylmalonyl CoA epimerase
241
0.0003812
1.45
204562_at
IRF4
interferon regulatory factor 4
242
0.0003827
1.46
226241_s_at
MRPL52
mitochondrial ribosomal protein L52
243
0.0003831
1.46
220178_at
C19orf28
chromosome 19 open reading frame 28
244
0.0003841
1.31
209263_x_at
TSPAN4
tetraspanin 4
245
0.0003893
1.45
232228_at
ZNF530
zinc finger protein 530
246
0.0003907
2.04
208760_at
UBE2I
ubiquitin-conjugating enzyme E2I (UBC9 homolog, yeast)
247
0.0003909
1.18
224562_at
WASF2
WAS protein family, member 2
248
0.0003923
1.63
213485_s_at
ABCC10
ATP-binding cassette, sub-family C (CFTR/MRP), member 10
249
0.0003984
1.13
202942_at
ETFB
electron-transfer-flavoprotein, beta polypeptide
250
0.0004011
1.54
AFFX-LysX-3_at
NA
NA
251
0.0004028
1.79
212135_s_at
ATP2B4
ATPase, Ca++ transporting, plasma membrane 4
252
0.0004062
1.24
217828_at
SLTM
SAFB-like, transcription modulator
253
0.0004150
2.05
212875_s_at
C2CD2
C2 calcium-dependent domain containing 2
254
0.0004182
2.92
1557411_s_at
SLC25A43
solute carrier family 25, member 43
255
0.0004259
2.11
227117_at
NA
NA
256
0.0004308
1.57
207124_s_at
GNB5
guanine nucleotide binding protein (G protein), beta 5
257
0.0004325
1.6
227607_at
STAMBPL1
STAM binding protein-like 1
258
0.0004326
1.25
204538_x_at
NPIP
nuclear pore complex interacting protein
259
0.0004339
2.03
244619_at
BCL10
B-cell CLL/lymphoma 10
260
0.0004343
1.38
223239_at
C14orf129
chromosome 14 open reading frame 129
261
0.0004347
1.58
201087_at
PXN
paxillin
262
0.0004367
1.8
219149_x_at
DBR1
debranching enzyme homolog 1 (S. cerevisiae)
263
0.0004371
1.88
229905_at
RAP1GDS1
RAP1, GTP-GDP dissociation stimulator 1
264
0.0004382
1.61
222111_at
NA
NA
265
0.0004389
2.71
235052_at
ZNF792
zinc finger protein 792
266
0.0004422
1.62
225748_at
LTV1
LTV1 homolog (S. cerevisiae)
267
0.0004451
1.37
241741_at
CRLS1
cardiolipin synthase 1
268
0.0004463
1.46
221504_s_at
ATP6V1H
ATPase, H+ transporting, lysosomal 50/57kDa, V1 subunit H
269
0.0004468
1.98
213448_at
NA
NA
270
0.0004483
1.15
201949_x_at
CAPZB
capping protein (actin filament) muscle Z-line, beta
271
0.0004501
2.15
234295_at
DBR1
debranching enzyme homolog 1 (S. cerevisiae)
272
0.0004505
1.72
217608_at
SFRS12IP1
SFRS12-interacting protein 1
273
0.0004518
1.34
215737_x_at
USF2
upstream transcription factor 2, c-fos interacting
274
0.0004529
1.47
215873_x_at
ABCC10
ATP-binding cassette, sub-family C (CFTR/MRP), member 10
275
0.0004530
2.34
1552256_a_at
SCARB1
scavenger receptor class B, member 1
276
0.0004546
2.47
208657_s_at
9-Sep
septin 9
277
0.0004555
2.08
228096_at
C1orf151
chromosome 1 open reading frame 151
278
0.0004560
1.75
222471_s_at
KCMF1
potassium channel modulatory factor 1
279
0.0004590
1.55
48808_at
DHFR
dihydrofolate reductase
280
0.0004608
3.5
227228_s_at
CCDC88C
coiled-coil domain containing 88C
281
0.0004636
1.94
1558445_at
NA
NA
282
0.0004641
1.13
205540_s_at
RRAGB
Ras-related GTP binding B
283
0.0004670
1.48
227239_at
FAM126A
family with sequence similarity 126, member A
284
0.0004673
1.72
220246_at
CAMK1D
calcium/calmodulin-dependent protein kinase ID
285
0.0004677
3.38
226478_at
NA
NA
286
0.0004700
1.41
230235_at
NA
NA
287
0.0004709
1.22
220750_s_at
LEPRE1
leucine proline-enriched proteoglycan (leprecan) 1
288
0.0004727
2.69
223455_at
TCHP
trichoplein, keratin filament binding
289
0.0004736
1.31
238552_at
NA
NA
290
0.0004739
1.47
200827_at
PLOD1
procollagen-lysine 1, 2-oxoglutarate 5-dioxygenase 1
291
0.0004751
1.28
227710_s_at
NA
NA
292
0.0004785
4.77
236798_at
NA
NA
293
0.0004788
1.88
242824_at
NA
NA
294
0.0004793
1.08
215846_at
NA
NA
295
0.0004795
1.92
211385_x_at
SULT1A2
sulfotransferase family, cytosolic, 1A, phenol-preferring, member 2
296
0.0004800
1.38
226358_at
LOC145842
hypothetical protein LOC145842
297
0.0004832
1.95
213534_s_at
PASK
PAS domain containing serine/threonine kinase
298
0.0004841
5.65
205698_s_at
MAP2K6
mitogen-activated protein kinase kinase 6
299
0.0004850
1.53
222661_at
AGGF1
angiogenic factor with G patch and FHA domains 1
300
0.0004855
1.43
212036_s_at
PNN
pinin, desmosome associated protein
301
0.0004858
1.6
244534_at
NA
NA
302
0.0004876
1.58
1555751_a_at
GEMIN7
gem (nuclear organelle) associated protein 7
303
0.0004879
1.87
203063_at
PPM1F
protein phosphatase 1F (PP2C domain containing)
304
0.0004973
1.16
205922_at
VNN2
vanin 2
305
0.0004975
1.23
202797_at
SACM1L
SAC1 suppressor of actin mutations 1-like (yeast)
306
0.0005017
2.46
202826_at
SPINT1
serine peptidase inhibitor, Kunitz type 1
307
0.0005059
1.73
226073_at
TMEM218
transmembrane protein 218
308
0.0005077
1.55
238523_at
KLHL36
kelch-like 36 (Drosophila)
309
0.0005080
1.78
231843_at
DDX55
DEAD (Asp-Glu-Ala-Asp) box polypeptide 55
310
0.0005094
2.26
219714_s_at
CACNA2D3
calcium channel, voltage-dependent, alpha 2/delta subunit 3
311
0.0005097
2.02
229202_at
NA
NA
312
0.0005114
3.54
209048_s_at
ZMYND8
zinc finger, MYND-type containing 8
313
0.0005132
1.64
218473_s_at
GLT25D1
glycosyltransferase 25 domain containing 1
314
0.0005172
1.71
65493_at
HEATR6
HEAT repeat containing 6
315
0.0005179
2.03
236194_at
NA
NA
316
0.0005179
2.28
226531_at
ORAI1
ORAI calcium release-activated calcium modulator 1
317
0.0005201
1.58
219351_at
TRAPPC2
trafficking protein particle complex 2
318
0.0005244
1.26
220036_s_at
LMBR1L
limb region 1 homolog (mouse)-like
319
0.0005321
4.22
217974_at
TM7SF3
transmembrane 7 superfamily member 3
320
0.0005335
1.26
211759_x_at
TBCB
tubulin folding cofactor B
321
0.0005359
1.4
242155_x_at
NA
NA
322
0.0005397
2
209377_s_at
HMGN3
high mobility group nucleosomal binding domain 3
323
0.0005401
2.12
230653_at
LOC100132218
hypothetical protein LOC100132218
324
0.0005504
1.77
224708_at
KIAA2013
KIAA2013
325
0.0005504
1.9
204000_at
GNB5
guanine nucleotide binding protein (G protein), beta 5
326
0.0005559
1.32
244346_at
NA
NA
327
0.0005568
1.9
225108_at
AGPS
alkylglycerone phosphate synthase
328
0.0005599
1.85
236626_at
NA
NA
329
0.0005615
1.85
228314_at
LRRC8C
leucine rich repeat containing 8 family, member C
330
0.0005636
1.46
1558754_at
ZNF763
zinc finger protein 763
331
0.0005650
1.42
226155_at
FAM160B1
family with sequence similarity 160, member B1
332
0.0005679
1.72
229705_at
NA
NA
333
0.0005686
4.21
228891_at
C9orf164
chromosome 9 open reading frame 164
334
0.0005708
1.49
225146_at
C9orf25
chromosome 9 open reading frame 25
335
0.0005724
1.86
219817_at
C12orf47
chromosome 12 open reading frame 47
336
0.0005724
1.58
235610_at
ALKBH8
alkB, alkylation repair homolog 8 (E. coli)
337
0.0005728
1.59
217949_s_at
VKORC1
vitamin K epoxide reductase complex, subunit 1
338
0.0005746
2.14
222858_s_at
DAPP1
dual adaptor of phosphotyrosine and 3-phosphoinositides
339
0.0005748
1.17
223049_at
GRB2
growth factor receptor-bound protein 2
340
0.0005792
1.45
212987_at
FBXO9
F-box protein 9
341
0.0005793
1.42
209903_s_at
ATR
ataxia telangiectasia and Rad3 related
342
0.0005805
1.45
201067_at
PSMC2
proteasome (prosome, macropain) 26S subunit, ATPase, 2
343
0.0005806
1.37
201076_at
NHP2L1
NHP2 non-histone chromosome protein 2-like 1 (S. cerevisiae)
344
0.0005811
1.28
236804_at
NA
NA
345
0.0005820
1.27
234107_s_at
DTD1
D-tyrosyl-tRNA deacylase 1 homolog (S. cerevisiae)
346
0.0005858
2.04
1553987_at
C12orf47
chromosome 12 open reading frame 47
347
0.0005877
1.42
226679_at
SLC26A11
solute carrier family 26, member 11
348
0.0005893
1.7
1554608_at
TGOLN2
trans-golgi network protein 2
349
0.0005911
1.65
219256_s_at
SH3TC1
SH3 domain and tetratricopeptide repeats 1
350
0.0005950
1.46
232369_at
NA
NA
351
0.0005992
1.39
243750_x_at
C21orf70
chromosome 21 open reading frame 70
352
0.0006007
2.4
219759_at
ERAP2
endoplasmic reticulum aminopeptidase 2
353
0.0006025
1.24
203981_s_at
ABCD4
ATP-binding cassette, sub-family D (ALD), member 4
354
0.0006028
1.43
202428_x_at
DBI
diazepam binding inhibitor (GABA receptor modulator, acyl-Coenzyme A binding protein)
355
0.0006039
1.54
212886_at
CCDC69
coiled-coil domain containing 69
356
0.0006041
2.12
221878_at
C2orf68
chromosome 2 open reading frame 68
357
0.0006052
1.91
202039_at
TIAF1
TGFB1-induced anti-apoptotic factor 1
358
0.0006058
2.8
40472_at
LPCAT4
lysophosphatidylcholine acyltransferase 4
359
0.0006135
1.48
217751_at
GSTK1
glutathione S-transferase kappa 1
360
0.0006135
1.84
228303_at
GALNT6
UDP-N-acetyl-alpha-D-galactosamine:polypeptide N-acetylgalactosaminyltransferase 6 (GalNAc-T6)
361
0.0006147
1.44
202172_at
VEZF1
vascular endothelial zinc finger 1
362
0.0006167
2.09
1558692_at
C1orf85
chromosome 1 open reading frame 85
363
0.0006190
1.89
207122_x_at
SULT1A2
sulfotransferase family, cytosolic, 1A, phenol-preferring, member 2
364
0.0006205
1.49
1560874_at
FLJ33046
hypothetical gene supported by AK057608
365
0.0006228
1.97
212473_s_at
MICAL2
microtubule associated monoxygenase, calponin and LIM domain containing 2
366
0.0006241
1.67
225409_at
C2orf64
chromosome 2 open reading frame 64
367
0.0006246
1.97
203615_x_at
SULT1A1
sulfotransferase family, cytosolic, 1A, phenol-preferring, member 1
368
0.0006275
1.4
224724_at
SULF2
sulfatase 2
369
0.0006277
1.47
225022_at
GOPC
golgi associated PDZ and coiled-coil motif containing
370
0.0006282
1.18
214879_x_at
USF2
upstream transcription factor 2, c-fos interacting
371
0.0006311
1.43
222843_at
FIGNL1
fidgetin-like 1
372
0.0006313
2.06
210136_at
MBP
myelin basic protein
373
0.0006322
2.27
229512_at
FAM120C
family with sequence similarity 120C
374
0.0006326
1.2
209017_s_at
LONP1
lon peptidase 1, mitochondrial
375
0.0006333
1.69
237926_s_at
NA
NA
376
0.0006351
1.44
222294_s_at
RAB27A
RAB27A, member RAS oncogene family
377
0.0006411
3.49
210986_s_at
TPM1
tropomyosin 1 (alpha)
378
0.0006490
1.28
209932_s_at
DUT
deoxyuridine triphosphatase
379
0.0006513
1.28
227656_at
C6orf70
chromosome 6 open reading frame 70
380
0.0006514
1.63
228131_at
ERCC1
excision repair cross-complementing rodent repair deficiency, complementation group 1 (includes overlapping antisense sequence)
381
0.0006519
1.11
212848_s_at
C9orf3
chromosome 9 open reading frame 3
382
0.0006526
2.3
1552540_s_at
IQCD
IQ motif containing D
383
0.0006530
2.09
239698_at
NA
NA
384
0.0006586
1.62
1553102_a_at
CCDC69
coiled-coil domain containing 69
385
0.0006622
1.77
228542_at
MRS2
MRS2 magnesium homeostasis factor homolog (S. cerevisiae)
386
0.0006623
1.37
208956_x_at
DUT
deoxyuridine triphosphatase
387
0.0006635
2.14
223528_s_at
METT11D1
methyltransferase 11 domain containing 1
388
0.0006636
1.38
201234_at
ILK
integrin-linked kinase
389
0.0006637
1.57
228694_at
NA
NA
390
0.0006659
1.36
225136_at
PLEKHA2
pleckstrin homology domain containing, family A (phosphoinositide binding specific) member 2
391
0.0006723
1.55
212567_s_at
MAP4
microtubule-associated protein 4
392
0.0006726
1.52
219549_s_at
RTN3
reticulon 3
393
0.0006730
1.89
232681_at
NA
NA
394
0.0006742
2.21
219627_at
ZNF767
zinc finger family member 767
395
0.0006762
2.7
231449_at
NA
NA
396
0.0006771
1.58
239035_at
MTHFR
5,10-methylenetetrahydrofolate reductase (NADPH)
397
0.0006773
1.39
205256_at
ZBTB39
zinc finger and BTB domain containing 39
398
0.0006786
1.51
205945_at
IL6R
interleukin 6 receptor
399
0.0006802
4.26
230032_at
OSGEPL1
O-sialoglycoprotein endopeptidase-like 1
400
0.0006837
1.56
225888_at
C12orf30
chromosome 12 open reading frame 30
401
0.0006840
1.35
227767_at
CSNK1G3
casein kinase 1, gamma 3
402
0.0006879
1.76
205060_at
PARG
poly (ADP-ribose) glycohydrolase
403
0.0006921
1.37
239730_at
DGCR14
DiGeorge syndrome critical region gene 14
404
0.0006924
1.58
201029_s_at
CD99
CD99 molecule
405
0.0006928
1.63
211709_s_at
CLEC11A
C-type lectin domain family 11, member A
406
0.0006952
1.95
201985_at
KIAA0196
KIAA0196
407
0.0006964
2.17
204995_at
CDK5R1
cyclin-dependent kinase 5, regulatory subunit 1 (p35)
408
0.0007029
1.52
217521_at
NA
NA
409
0.0007045
1.35
1558184_s_at
ZNF17
zinc finger protein 17
410
0.0007099
1.24
218167_at
AMZ2
archaelysin family metallopeptidase 2
411
0.0007119
1.52
226712_at
SSR1
signal sequence receptor, alpha
412
0.0007129
1.22
238668_at
NA
NA
413
0.0007138
1.16
221651_x_at
IGKC
immunoglobulin kappa constant
414
0.0007143
1.85
64064_at
GIMAP5
GTPase, IMAP family member 5
415
0.0007160
1.24
234734_s_at
TNRC6A
trinucleotide repeat containing 6A
416
0.0007165
1.34
213582_at
ATP11A
ATPase, class VI, type 11A
417
0.0007176
1.34
226165_at
C8orf59
chromosome 8 open reading frame 59
418
0.0007186
2.61
205565_s_at
FXN
frataxin
419
0.0007225
1.21
220251_at
C1orf107
chromosome 1 open reading frame 107
420
0.0007231
2.16
225980_at
C14orf43
chromosome 14 open reading frame 43
421
0.0007247
1.69
238379_x_at
NA
NA
422
0.0007266
1.72
1559034_at
SIRPB2
signal-regulatory protein beta 2
423
0.0007273
1.21
201053_s_at
PSMF1
proteasome (prosome, macropain) inhibitor subunit 1 (PI31)
424
0.0007318
1.1
40225_at
GAK
cyclin G associated kinase
425
0.0007329
2.14
209729_at
GAS2L1
growth arrest-specific 2 like 1
426
0.0007344
1.55
221027_s_at
PLA2G12A
phospholipase A2, group XIIA
427
0.0007348
1.28
209724_s_at
ZFP161
zinc finger protein 161 homolog (mouse)
428
0.0007380
1.4
214494_s_at
SPG7
spastic paraplegia 7 (pure and complicated autosomal recessive)
429
0.0007392
1.58
205131_x_at
CLEC11A
C-type lectin domain family 11, member A
430
0.0007393
2.07
204019_s_at
SH3YL1
SH3 domain containing, Ysc84-like 1 (S. cerevisiae)
431
0.0007417
1.42
214861_at
JMJD2C
jumonji domain containing 2C
432
0.0007421
1.69
242965_at
NA
NA
433
0.0007485
1.99
228167_at
KLHL6
kelch-like 6 (Drosophila)
434
0.0007547
2.15
209269_s_at
SYK
spleen tyrosine kinase
435
0.0007563
1.5
244663_at
NA
NA
436
0.0007563
2.14
203802_x_at
NSUN5
NOL1/NOP2/Sun domain family, member 5
437
0.0007578
1.62
242108_at
NA
NA
438
0.0007655
1.46
205632_s_at
PIP5K1B
phosphatidylinositol-4-phosphate 5-kinase, type I, beta
439
0.0007691
2.28
238604_at
NA
NA
440
0.0007694
1.25
219084_at
NSD1
nuclear receptor binding SET domain protein 1
441
0.0007712
1.4
223716_s_at
ZRANB2
zinc finger, RAN-binding domain containing 2
442
0.0007728
1.82
209760_at
KIAA0922
KIAA0922
443
0.0007796
1.29
214437_s_at
SHMT2
serine hydroxymethyltransferase 2 (mitochondrial)
444
0.0007836
1.46
224704_at
TNRC6A
trinucleotide repeat containing 6A
445
0.0007841
2.01
223339_at
ATPIF1
ATPase inhibitory factor 1
446
0.0007848
1.59
222622_at
PGP
phosphoglycolate phosphatase
447
0.0007851
1.62
218231_at
NAGK
N-acetylglucosamine kinase
448
0.0007878
1.79
1554544_a_at
MBP
myelin basic protein
449
0.0007894
2.2
1554250_s_at
TRIM73
tripartite motif-containing 73
450
0.0007896
2.19
216199_s_at
MAP3K4
mitogen-activated protein kinase kinase kinase 4
451
0.0007925
1.3
206881_s_at
LILRA3
leukocyte immunoglobulin-like receptor, subfamily A (without TM domain), member 3
452
0.0007976
1.65
226716_at
PRR12
proline rich 12
453
0.0007989
1.67
202534_x_at
DHFR
dihydrofolate reductase
454
0.0007995
2.43
202369_s_at
TRAM2
translocation associated membrane protein 2
455
0.0008009
2.59
218112_at
MRPS34
mitochondrial ribosomal protein S34
456
0.0008035
1.48
230925_at
APBB1IP
amyloid beta (A4) precursor protein-binding, family B, member 1 interacting protein
457
0.0008086
1.16
213027_at
TROVE2
TROVE domain family, member 2
458
0.0008124
2.99
1562289_at
NA
NA
459
0.0008148
1.41
202615_at
GNAQ
guanine nucleotide binding protein (G protein), q polypeptide
460
0.0008150
1.71
219151_s_at
RABL2B
RAB, member of RAS oncogene family-like 2B
461
0.0008158
2.1
1559214_at
NA
NA
462
0.0008161
1.84
203711_s_at
HIBCH
3-hydroxyisobutyryl-Coenzyme A hydrolase
463
0.0008187
1.87
233955_x_at
CXXC5
CXXC finger 5
464
0.0008205
1.26
201804_x_at
TBCB
tubulin folding cofactor B
465
0.0008207
1.44
211100_x_at
LILRA2
leukocyte immunoglobulin-like receptor, subfamily A (with TM domain), member 2
466
0.0008229
5.13
212757_s_at
CAMK2G
calcium/calmodulin-dependent protein kinase (CaM kinase) II gamma
467
0.0008232
1.76
214202_at
NA
NA
468
0.0008255
2.01
221746_at
UBL4A
ubiquitin-like 4A
469
0.0008277
1.35
1560587_s_at
PRDX5
peroxiredoxin 5
470
0.0008278
1.41
211070_x_at
DBI
diazepam binding inhibitor (GABA receptor modulator, acyl-Coenzyme A binding protein)
471
0.0008279
1.53
242887_at
KCMF1
potassium channel modulatory factor 1
472
0.0008283
1.29
206200_s_at
ANXA11
annexin A11
473
0.0008318
1.72
203607_at
INPP5F
inositol polyphosphate-5-phosphatase F
474
0.0008344
1.9
205282_at
LRP8
low density lipoprotein receptor-related protein 8, apolipoprotein e receptor
475
0.0008347
1.42
209566_at
INSIG2
insulin induced gene 2
476
0.0008361
1.54
223306_at
EBPL
emopamil binding protein-like
477
0.0008444
3.9
210166_at
TLR5
toll-like receptor 5
478
0.0008451
1.44
225050_at
ZNF512
zinc finger protein 512
479
0.0008463
1.9
226480_at
NA
NA
480
0.0008510
1.22
211152_s_at
HTRA2
HtrA serine peptidase 2
481
0.0008526
1.9
222603_at
ERMP1
endoplasmic reticulum metallopeptidase 1
482
0.0008590
1.42
226078_at
RPUSD1
RNA pseudouridylate synthase domain containing 1
483
0.0008602
1.89
203409_at
DDB2
damage-specific DNA binding protein 2, 48kDa
484
0.0008607
1.79
222996_s_at
CXXC5
CXXC finger 5
485
0.0008619
1.42
229597_s_at
WDFY4
WDFY family member 4
486
0.0008625
1.21
209420_s_at
SMPD1
sphingomyelin phosphodiesterase 1, acid lysosomal
487
0.0008648
2.16
213333_at
MDH2
malate dehydrogenase 2, NAD (mitochondrial)
488
0.0008654
1.57
232524_x_at
ANAPC4
anaphase promoting complex subunit 4
489
0.0008674
1.63
238058_at
FLJ27365
FLJ27365 protein
490
0.0008682
2.88
212660_at
PHF15
PHD finger protein 15
491
0.0008701
2.47
209197_at
SYT11
synaptotagmin XI
492
0.0008755
1.49
200875_s_at
NOL5A
nucleolar protein 5A (56kDa with KKE/D repeat)
493
0.0008868
5.04
207008_at
IL8RB
interleukin 8 receptor, beta
494
0.0008925
1.33
233694_at
HSPA1L
heat shock 70kDa protein 1-like
495
0.0008958
1.35
217957_at
C16orf80
chromosome 16 open reading frame 80
496
0.0008961
1.64
228070_at
PPP2R5E
protein phosphatase 2, regulatory subunit B@#$%&, epsilon isoform
497
0.0008967
1.56
225997_at
MOBKL1A
MOB1, Mps One Binder kinase activator-like 1A (yeast)
498
0.0009020
1.98
65438_at
KIAA1609
KIAA1609
499
0.0009056
1.82
218921_at
SIGIRR
single immunoglobulin and toll-interleukin 1 receptor (TIR) domain
500
0.0009103
1.06
240001_at
NA
NA
501
0.0009114
1.51
227533_at
NA
NA
502
0.0009136
1.47
226333_at
IL6R
interleukin 6 receptor
503
0.0009154
1.68
1562249_at
LOC285965
hypothetical protein LOC285965
504
0.0009189
3.86
204301_at
KBTBD11
kelch repeat and BTB (POZ) domain containing 11
505
0.0009197
1.67
213296_at
RER1
RER1 retention in endoplasmic reticulum 1 homolog (S. cerevisiae)
506
0.0009228
1.32
224688_at
C7orf42
chromosome 7 open reading frame 42
507
0.0009245
1.91
221843_s_at
KIAA1609
KIAA1609
508
0.0009272
1.24
1569808_at
NA
NA
509
0.0009308
5.94
38290_at
RGS14
regulator of G-protein signaling 14
510
0.0009357
3.85
226820_at
ZNF362
zinc finger protein 362
511
0.0009370
1.35
241344_at
NA
NA
512
0.0009378
1.73
228512_at
PTCD3
Pentatricopeptide repeat domain 3
513
0.0009417
1.63
210830_s_at
PON2
paraoxonase 2
514
0.0009436
1.44
219493_at
SHCBP1
SHC SH2-domain binding protein 1
515
0.0009471
1.38
230122_at
MLLT10
myeloid/lymphoid or mixed-lineage leukemia (trithorax homolog, Drosophila); translocated to, 10
516
0.0009526
1.67
218380_at
NLRP1
NLR family, pyrin domain containing 1
517
0.0009562
1.42
202200_s_at
SRPK1
SFRS protein kinase 1
518
0.0009575
1.63
202741_at
PRKACB
protein kinase, cAMP-dependent, catalytic, beta
519
0.0009592
1.43
228869_at
NA
NA
520
0.0009614
1.25
224252_s_at
FXYD5
FXYD domain containing ion transport regulator 5
521
0.0009626
1.45
221488_s_at
CUTA
cutA divalent cation tolerance homolog (E. coli)
522
0.0009634
1.7
244687_at
DBT
dihydrolipoamide branched chain transacylase E2
523
0.0009679
1.17
209445_x_at
C7orf44
chromosome 7 open reading frame 44
524
0.0009703
1.14
244537_at
NA
NA
525
0.0009717
1.7
226104_at
RNF170
ring finger protein 170
526
0.0009730
1.31
205240_at
GPSM2
G-protein signaling modulator 2 (AGS3-like, C. elegans)
527
0.0009732
1.73
200766_at
CTSD
cathepsin D
528
0.0009734
1.41
231844_at
MGC27345
hypothetical protein MGC27345
529
0.0009738
1.29
202634_at
POLR2K
polymerase (RNA) II (DNA directed) polypeptide K, 7.0kDa
530
0.0009760
1.58
224938_at
NUFIP2
nuclear fragile X mental retardation protein interacting protein 2
531
0.0009764
2.26
204089_x_at
MAP3K4
mitogen-activated protein kinase kinase kinase 4
532
0.0009776
1.93
211985_s_at
CALM1
calmodulin 1 (phosphorylase kinase, delta)
533
0.0009778
2.65
213280_at
GARNL4
GTPase activating Rap/RanGAP domain-like 4
534
0.0009805
1.48
236016_at
NA
NA
535
0.0009828
1.84
217394_at
NA
NA
536
0.0009900
1.58
201030_x_at
LDHB
lactate dehydrogenase B
537
0.0009925
1.81
227379_at
MBOAT1
membrane bound O-acyltransferase domain containing 1
538
0.0009997
-1.19
236663_at
NA
NA
539
0.0009983
-1.6
219766_at
B9D2
B9 protein domain 2
540
0.0009949
-1.71
204157_s_at
KIAA0999
KIAA0999 protein
541
0.0009891
-1.23
214060_at
SSBP1
single-stranded DNA binding protein 1
542
0.0009868
-1.47
226276_at
TMEM167A
transmembrane protein 167A
543
0.0009825
-1.75
203596_s_at
IFIT5
interferon-induced protein with tetratricopeptide repeats 5
544
0.0009805
-1.64
226310_at
RICTOR
rapamycin-insensitive companion of mTOR
545
0.0009772
-2.29
218986_s_at
DDX60
DEAD (Asp-Glu-Ala-Asp) box polypeptide 60
546
0.0009758
-1.52
217618_x_at
HUS1
HUS1 checkpoint homolog (S. pombe)
547
0.0009746
-2.4
219017_at
ETNK1
ethanolamine kinase 1
548
0.0009745
-1.24
201957_at
PPP1R12B
protein phosphatase 1, regulatory (inhibitor) subunit 12B
549
0.0009737
-1.26
240887_at
NA
NA
550
0.0009681
-1.33
209514_s_at
RAB27A
RAB27A, member RAS oncogene family
551
0.0009661
-2.54
219026_s_at
RASAL2
RAS protein activator like 2
552
0.0009592
-1.49
211395_x_at
FCGR2C
Fc fragment of IgG, low affinity IIc, receptor for (CD32)
553
0.0009568
-3.72
205126_at
VRK2
vaccinia related kinase 2
554
0.0009560
-1.22
1556514_at
LOC338809
hypothetical protein LOC338809
555
0.0009506
-2.66
206991_s_at
CCR5
chemokine (C-C motif) receptor 5
556
0.0009500
-1.47
212840_at
UBXN7
UBX domain protein 7
557
0.0009443
-1.25
244496_at
NA
NA
558
0.0009406
-1.21
236108_at
KIAA1632
KIAA1632
559
0.0009366
-1.2
203654_s_at
COIL
coilin
560
0.0009338
-2.95
236156_at
LIPA
lipase A, lysosomal acid, cholesterol esterase
561
0.0009309
-1.3
212462_at
MYST4
MYST histone acetyltransferase (monocytic leukemia) 4
562
0.0009278
-2.58
219403_s_at
HPSE
heparanase
563
0.0009220
-1.58
1554747_a_at
2-Sep
septin 2
564
0.0009134
-1.08
203291_at
CNOT4
CCR4-NOT transcription complex, subunit 4
565
0.0009077
-1.25
243772_at
SDCCAG8
serologically defined colon cancer antigen 8
566
0.0009071
-1.7
201656_at
ITGA6
integrin, alpha 6
567
0.0009063
-3.06
201325_s_at
EMP1
epithelial membrane protein 1
568
0.0009031
-1.27
209531_at
GSTZ1
glutathione transferase zeta 1
569
0.0008974
-1.42
208779_x_at
DDR1
discoidin domain receptor tyrosine kinase 1
570
0.0008959
-1.19
242654_at
FANCC
Fanconi anemia, complementation group C
571
0.0008945
-1.16
220386_s_at
EML4
echinoderm microtubule associated protein like 4
572
0.0008922
-1.32
227003_at
RAB28
RAB28, member RAS oncogene family
573
0.0008910
-3.14
224009_x_at
DHRS9
dehydrogenase/reductase (SDR family) member 9
574
0.0008877
-1.67
32069_at
N4BP1
NEDD4 binding protein 1
575
0.0008870
-1.29
232141_at
U2AF1
U2 small nuclear RNA auxiliary factor 1
576
0.0008761
-1.35
240468_at
NA
NA
577
0.0008698
-1.32
204367_at
SP2
Sp2 transcription factor
578
0.0008616
-1.87
225076_s_at
ZNFX1
zinc finger, NFX1-type containing 1
579
0.0008599
-1.25
225056_at
SIPA1L2
signal-induced proliferation-associated 1 like 2
580
0.0008580
-1.13
207070_at
RGR
retinal G protein coupled receptor
581
0.0008574
-1.28
217129_at
NA
NA
582
0.0008537
-1.22
225268_at
KPNA4
karyopherin alpha 4 (importin alpha 3)
583
0.0008463
-1.07
232295_at
GFM1
G elongation factor, mitochondrial 1
584
0.0008408
-1.33
211975_at
ARFGAP2
ADP-ribosylation factor GTPase activating protein 2
585
0.0008385
-1.24
244625_at
NA
NA
586
0.0008384
-1.49
202083_s_at
SEC14L1
SEC14-like 1 (S. cerevisiae)
587
0.0008274
-1.34
232987_at
ARL17
ADP-ribosylation factor-like 17
588
0.0008198
-1.33
1570541_s_at
NA
NA
589
0.0008196
-2.91
201324_at
EMP1
epithelial membrane protein 1
590
0.0008172
-1.42
222408_s_at
YPEL5
yippee-like 5 (Drosophila)
591
0.0008164
-1.3
201585_s_at
SFPQ
splicing factor proline/glutamine-rich (polypyrimidine tract binding protein associated)
592
0.0008160
-1.35
243492_at
THEM4
thioesterase superfamily member 4
593
0.0008023
-1.53
222537_s_at
CDC42SE1
CDC42 small effector 1
594
0.0007993
-1.38
223225_s_at
SEH1L
SEH1-like (S. cerevisiae)
595
0.0007951
-1.4
231139_at
NA
NA
596
0.0007921
-3.08
206911_at
TRIM25
tripartite motif-containing 25
597
0.0007824
-1.55
1554390_s_at
ACTR2
ARP2 actin-related protein 2 homolog (yeast)
598
0.0007777
-1.32
208824_x_at
PCTK1
PCTAIRE protein kinase 1
599
0.0007732
-1.36
214258_x_at
KAT5
K(lysine) acetyltransferase 5
600
0.0007729
-1.47
208751_at
NAPA
N-ethylmaleimide-sensitive factor attachment protein, alpha
601
0.0007690
-1.16
238337_s_at
DNAJC21
DnaJ (Hsp40) homolog, subfamily C, member 21
602
0.0007673
-1.31
211314_at
CACNA1G
calcium channel, voltage-dependent, T type, alpha 1G subunit
603
0.0007657
-1.53
217834_s_at
SYNCRIP
synaptotagmin binding, cytoplasmic RNA interacting protein
604
0.0007625
-1.85
208653_s_at
CD164
CD164 molecule, sialomucin
605
0.0007608
-1.45
209091_s_at
SH3GLB1
SH3-domain GRB2-like endophilin B1
606
0.0007426
-1.25
1557533_at
NA
NA
607
0.0007405
-2.01
1555785_a_at
XRN1
5@#$%&-3@#$%& exoribonuclease 1
608
0.0007371
-1.41
236961_at
NA
NA
609
0.0007346
-1.14
204080_at
TOE1
target of EGR1, member 1 (nuclear)
610
0.0007341
-1.29
243852_at
LUC7L2
LUC7-like 2 (S. cerevisiae)
611
0.0007227
-1.29
210317_s_at
YWHAE
tyrosine 3-monooxygenase/tryptophan 5-monooxygenase activation protein, epsilon polypeptide
612
0.0007183
-1.4
209284_s_at
C3orf63
chromosome 3 open reading frame 63
613
0.0007169
-3.19
227361_at
HS3ST3B1
heparan sulfate (glucosamine) 3-O-sulfotransferase 3B1
614
0.0007139
-1.19
211066_x_at
PCDHGC3
protocadherin gamma subfamily C, 3
615
0.0006984
-1.09
202814_s_at
HEXIM1
hexamethylene bis-acetamide inducible 1
616
0.0006943
-1.35
226710_at
C8orf82
chromosome 8 open reading frame 82
617
0.0006932
-3.2
209969_s_at
STAT1
signal transducer and activator of transcription 1, 91kDa
618
0.0006882
-1.56
225242_s_at
CCDC80
coiled-coil domain containing 80
619
0.0006875
-1.5
214121_x_at
PDLIM7
PDZ and LIM domain 7 (enigma)
620
0.0006868
-1.41
203916_at
NDST2
N-deacetylase/N-sulfotransferase (heparan glucosaminyl) 2
621
0.0006826
-1.32
208901_s_at
TOP1
topoisomerase (DNA) I
622
0.0006769
-2.95
206028_s_at
MERTK
c-mer proto-oncogene tyrosine kinase
623
0.0006749
-1.35
205724_at
PKP1
plakophilin 1 (ectodermal dysplasia/skin fragility syndrome)
624
0.0006737
-1.23
228121_at
NA
NA
625
0.0006701
-1.04
226928_x_at
SLC25A37
solute carrier family 25, member 37
626
0.0006700
-1.37
1555301_a_at
DIP2A
DIP2 disco-interacting protein 2 homolog A (Drosophila)
627
0.0006616
-1.27
1566301_at
PPP1R11
protein phosphatase 1, regulatory (inhibitor) subunit 11
628
0.0006570
-1.46
234519_at
NOBOX
NOBOX oogenesis homeobox
629
0.0006553
-1.24
218520_at
TBK1
TANK-binding kinase 1
630
0.0006552
-1.55
201878_at
ARIH1
ariadne homolog, ubiquitin-conjugating enzyme E2 binding protein, 1 (Drosophila)
631
0.0006495
-1.3
1564131_a_at
NA
NA
632
0.0006472
-1.49
209102_s_at
HBP1
HMG-box transcription factor 1
633
0.0006450
-1.18
238586_at
LOC731489
hypothetical protein LOC731489
634
0.0006425
-1.03
216231_s_at
B2M
beta-2-microglobulin
635
0.0006398
-1.79
1552772_at
CLEC4D
C-type lectin domain family 4, member D
636
0.0006384
-1.42
201586_s_at
SFPQ
splicing factor proline/glutamine-rich (polypyrimidine tract binding protein associated)
637
0.0006373
-1.74
41644_at
SASH1
SAM and SH3 domain containing 1
638
0.0006346
-1.11
216652_s_at
DR1
down-regulator of transcription 1, TBP-binding (negative cofactor 2)
639
0.0006313
-1.3
212436_at
TRIM33
tripartite motif-containing 33
640
0.0006284
-1.57
212264_s_at
WAPAL
wings apart-like homolog (Drosophila)
641
0.0006259
-1.2
226481_at
VPRBP
Vpr (HIV-1) binding protein
642
0.0006104
-1.35
217490_at
NA
NA
643
0.0006091
-1.29
1557463_at
NA
NA
644
0.0005929
-1.35
238273_at
PL-5283
PL-5283 protein
645
0.0005927
-1.77
203840_at
BLZF1
basic leucine zipper nuclear factor 1
646
0.0005896
-1.17
237604_at
LOC415056
hypothetical gene LOC415056
647
0.0005883
-1.9
222881_at
HPSE
heparanase
648
0.0005855
-1.25
220634_at
TBX4
T-box 4
649
0.0005853
-1.3
200669_s_at
UBE2D3
ubiquitin-conjugating enzyme E2D 3 (UBC4/5 homolog, yeast)
650
0.0005801
-1.05
232017_at
TJP2
tight junction protein 2 (zona occludens 2)
651
0.0005772
-1.35
213918_s_at
NIPBL
Nipped-B homolog (Drosophila)
652
0.0005770
-1.62
215357_s_at
POLDIP3
polymerase (DNA-directed), delta interacting protein 3
653
0.0005750
-1.4
1561354_at
NA
NA
654
0.0005678
-1.08
206516_at
AMH
anti-Mullerian hormone
655
0.0005652
-2.05
211030_s_at
SLC6A6
solute carrier family 6 (neurotransmitter transporter, taurine), member 6
656
0.0005634
-2.18
222651_s_at
TRPS1
trichorhinophalangeal syndrome I
657
0.0005618
-2.05
57703_at
SENP5
SUMO1/sentrin specific peptidase 5
658
0.0005604
-11.89
211372_s_at
IL1R2
interleukin 1 receptor, type II
659
0.0005547
-1.2
1567246_at
OR5H1
olfactory receptor, family 5, subfamily H, member 1
660
0.0005488
-1.85
205003_at
DOCK4
dedicator of cytokinesis 4
661
0.0005371
-2.37
222262_s_at
ETNK1
ethanolamine kinase 1
662
0.0005358
-1.38
201684_s_at
TOX4
TOX high mobility group box family member 4
663
0.0005357
-1.85
206011_at
CASP1
caspase 1, apoptosis-related cysteine peptidase (interleukin 1, beta, convertase)
664
0.0005349
-1.16
211505_s_at
STAU1
staufen, RNA binding protein, homolog 1 (Drosophila)
665
0.0005342
-1.47
1554049_s_at
WDR42A
WD repeat domain 42A
666
0.0005321
-1.36
225978_at
FAM80B
family with sequence similarity 80, member B
667
0.0005228
-1.15
215056_at
NA
NA
668
0.0005162
-1.38
202066_at
PPFIA1
protein tyrosine phosphatase, receptor type, f polypeptide (PTPRF), interacting protein (liprin), alpha 1
669
0.0005087
-1.13
226128_at
NA
NA
670
0.0005005
-1.17
1562449_s_at
NA
NA
671
0.0004997
-1.51
217847_s_at
THRAP3
thyroid hormone receptor associated protein 3
672
0.0004992
-1.6
229845_at
MAPKAP1
mitogen-activated protein kinase associated protein 1
673
0.0004955
-2.82
211806_s_at
KCNJ15
potassium inwardly-rectifying channel, subfamily J, member 15
674
0.0004947
-2.32
217503_at
NA
NA
675
0.0004946
-1.2
221147_x_at
WWOX
WW domain containing oxidoreductase
676
0.0004897
-1.26
1552684_a_at
SENP8
SUMO/sentrin specific peptidase family member 8
677
0.0004707
-1.17
206251_s_at
AVPR1A
arginine vasopressin receptor 1A
678
0.0004609
-1.24
223546_x_at
LUC7L
LUC7-like (S. cerevisiae)
679
0.0004595
-1.33
208576_s_at
HIST1H3B
histone cluster 1, H3b
680
0.0004582
-1.97
202684_s_at
RNMT
RNA (guanine-7-) methyltransferase
681
0.0004567
-1.36
201378_s_at
UBAP2L
ubiquitin associated protein 2-like
682
0.0004553
-1.15
202178_at
PRKCZ
protein kinase C, zeta
683
0.0004545
-1.13
1555139_a_at
OTUD7B
OTU domain containing 7B
684
0.0004543
-1.47
244595_at
NA
NA
685
0.0004511
-1.32
210592_s_at
04/01/12
spermidine/spermine N1-acetyltransferase 1
686
0.0004444
-1.21
1554327_a_at
CANT1
calcium activated nucleotidase 1
687
0.0004435
-1.41
223430_at
SNF1LK2
SNF1-like kinase 2
688
0.0004430
-1.42
232437_at
CPSF3L
cleavage and polyadenylation specific factor 3-like
689
0.0004418
-1.11
202230_s_at
CHERP
calcium homeostasis endoplasmic reticulum protein
690
0.0004358
-1.8
211782_at
IDS
iduronate 2-sulfatase
691
0.0004288
-1.63
208869_s_at
GABARAPL1
GABA(A) receptor-associated protein like 1
692
0.0004258
-1.14
1554646_at
OSBPL1A
oxysterol binding protein-like 1A
693
0.0004189
-1.29
224410_s_at
LMBR1
limb region 1 homolog (mouse)
694
0.0004130
-1.09
201698_s_at
SFRS9
splicing factor, arginine/serine-rich 9
695
0.0004109
-1.57
218578_at
CDC73
cell division cycle 73, Paf1/RNA polymerase II complex component, homolog (S. cerevisiae)
696
0.0003904
-1.3
1566456_at
NA
NA
697
0.0003884
-2.78
226026_at
DIRC2
disrupted in renal carcinoma 2
698
0.0003884
-1.49
222035_s_at
PAPOLA
poly(A) polymerase alpha
699
0.0003882
-1.25
240313_at
DMRTB1
DMRT-like family B with proline-rich C-terminal, 1
700
0.0003880
-1.65
242943_at
ST8SIA4
ST8 alpha-N-acetyl-neuraminide alpha-2,8-sialyltransferase 4
701
0.0003868
-2.87
243271_at
NA
NA
702
0.0003850
-1.43
234173_s_at
NXF2
nuclear RNA export factor 2
703
0.0003839
-1.93
211368_s_at
CASP1
caspase 1, apoptosis-related cysteine peptidase (interleukin 1, beta, convertase)
704
0.0003823
-1.24
227712_at
LYRM2
LYR motif containing 2
705
0.0003803
-1.63
201377_at
UBAP2L
ubiquitin associated protein 2-like
706
0.0003785
-1.4
204858_s_at
TYMP
thymidine phosphorylase
707
0.0003695
-1.53
205415_s_at
ATXN3
ataxin 3
708
0.0003684
-2.46
209237_s_at
SLC23A2
solute carrier family 23 (nucleobase transporters), member 2
709
0.0003661
-1.25
235833_at
PPAT
phosphoribosyl pyrophosphate amidotransferase
710
0.0003575
-1.29
209590_at
BMP7
bone morphogenetic protein 7
711
0.0003529
-3.5
215966_x_at
GK3P
glycerol kinase 3 pseudogene
712
0.0003527
-1.22
202807_s_at
TOM1
target of myb1 (chicken)
713
0.0003455
-1.18
201198_s_at
PSMD1
proteasome (prosome, macropain) 26S subunit, non-ATPase, 1
714
0.0003409
-3.97
202068_s_at
LDLR
low density lipoprotein receptor
715
0.0003389
-1.07
200914_x_at
KTN1
kinectin 1 (kinesin receptor)
716
0.0003355
-1.77
225395_s_at
FAM120AOS
family with sequence similarity 120A opposite strand
717
0.0003300
-1.17
216306_x_at
PTBP1
polypyrimidine tract binding protein 1
718
0.0003300
-1.38
208985_s_at
EIF3J
eukaryotic translation initiation factor 3, subunit J
719
0.0003231
-1.15
1569932_at
NHSL2
NHS-like 2
720
0.0003229
-1.41
204781_s_at
FAS
Fas (TNF receptor superfamily, member 6)
721
0.0003210
-2
209593_s_at
TOR1B
torsin family 1, member B (torsin B)
722
0.0003206
-1.3
237285_at
SORBS2
sorbin and SH3 domain containing 2
723
0.0003169
-1.19
202550_s_at
VAPB
VAMP (vesicle-associated membrane protein)-associated protein B and C
724
0.0003084
-1.34
201461_s_at
MAPKAPK2
mitogen-activated protein kinase-activated protein kinase 2
725
0.0003068
-1.11
1563069_at
NA
NA
726
0.0002955
-1.14
218382_s_at
U2AF2
U2 small nuclear RNA auxiliary factor 2
727
0.0002940
-1.11
205570_at
PIP4K2A
phosphatidylinositol-5-phosphate 4-kinase, type II, alpha
728
0.0002921
-1.28
208642_s_at
XRCC5
X-ray repair complementing defective repair in Chinese hamster cells 5 (double-strand-break rejoining)
729
0.0002910
-1.24
221603_at
PEX16
peroxisomal biogenesis factor 16
730
0.0002863
-1.21
231211_s_at
LOC541469
hypothetical protein LOC541469
731
0.0002857
-2.02
219062_s_at
ZCCHC2
zinc finger, CCHC domain containing 2
732
0.0002808
-1.2
218570_at
KBTBD4
kelch repeat and BTB (POZ) domain containing 4
733
0.0002799
-1.16
223545_at
FANCD2
Fanconi anemia, complementation group D2
734
0.0002764
-1.34
1555614_at
SUGT1P
suppressor of G2 allele of SKP1 pseudogene (S. cerevisiae)
735
0.0002736
-1.53
1556283_s_at
FGFR1OP2
FGFR1 oncogene partner 2
736
0.0002703
-1.66
226022_at
SASH1
SAM and SH3 domain containing 1
737
0.0002699
-1.87
214838_at
SFT2D2
SFT2 domain containing 2
738
0.0002674
-1.26
206307_s_at
FOXD1
forkhead box D1
739
0.0002668
-1.41
208108_s_at
AVPR2
arginine vasopressin receptor 2
740
0.0002633
-1.21
239949_at
THNSL2
threonine synthase-like 2 (S. cerevisiae)
741
0.0002619
-1.76
1554096_a_at
RBM33
RNA binding motif protein 33
742
0.0002577
-1.25
203039_s_at
NDUFS1
NADH dehydrogenase (ubiquinone) Fe-S protein 1, 75kDa (NADH-coenzyme Q reductase)
743
0.0002569
-3.7
1563541_at
NA
NA
744
0.0002547
-1.33
210569_s_at
SIGLEC9
sialic acid binding Ig-like lectin 9
745
0.0002484
-1.44
203922_s_at
CYBB
cytochrome b-245, beta polypeptide
746
0.0002482
-1.33
220012_at
ERO1LB
ERO1-like beta (S. cerevisiae)
747
0.0002373
-2.41
236106_at
NA
NA
748
0.0002362
-1.34
242834_at
NA
NA
749
0.0002316
-1.2
220498_at
ACTL7B
actin-like 7B
750
0.0002303
-1.44
240873_x_at
DAB2
disabled homolog 2, mitogen-responsive phosphoprotein (Drosophila)
751
0.0002296
-1.19
221471_at
SERINC3
serine incorporator 3
752
0.0002267
-1.74
213236_at
SASH1
SAM and SH3 domain containing 1
753
0.0002262
-1.62
213988_s_at
04/01/12
spermidine/spermine N1-acetyltransferase 1
754
0.0002220
-1.2
239372_at
NA
NA
755
0.0002208
-1.35
240079_at
ZNF81
zinc finger protein 81
756
0.0002182
-1.65
205227_at
IL1RAP
interleukin 1 receptor accessory protein
757
0.0002149
-1.5
223751_x_at
TLR10
toll-like receptor 10
758
0.0002132
-1.35
1553677_a_at
TIPRL
TIP41, TOR signaling pathway regulator-like (S. cerevisiae)
759
0.0002103
-1.44
AFFX-HUMISGF3A/M97935_5_at
STAT1
signal transducer and activator of transcription 1, 91kDa
760
0.0002103
-1.11
202240_at
PLK1
polo-like kinase 1 (Drosophila)
761
0.0002099
-1.28
1556281_at
NA
NA
762
0.0002093
-1.53
222989_s_at
UBQLN1
ubiquilin 1
763
0.0002070
-1.16
204682_at
LTBP2
latent transforming growth factor beta binding protein 2
764
0.0002018
-1.37
225830_at
PDZD8
PDZ domain containing 8
765
0.0002016
-1.34
229208_at
CEP27
centrosomal protein 27kDa
766
0.0002006
-1.38
202211_at
ARFGAP3
ADP-ribosylation factor GTPase activating protein 3
767
0.0001969
-1.21
208696_at
CCT5
chaperonin containing TCP1, subunit 5 (epsilon)
768
0.0001905
-1.71
219207_at
EDC3
enhancer of mRNA decapping 3 homolog (S. cerevisiae)
769
0.0001804
-1.31
221248_s_at
WHSC1L1
Wolf-Hirschhorn syndrome candidate 1-like 1
770
0.0001758
-1.59
211781_x_at
NA
NA
771
0.0001730
-1.36
226037_s_at
TAF9B
TAF9B RNA polymerase II, TATA box binding protein (TBP)-associated factor, 31kDa
772
0.0001724
-1.14
200901_s_at
M6PR
mannose-6-phosphate receptor (cation dependent)
773
0.0001713
-1.67
213173_at
PCNX
pecanex homolog (Drosophila)
774
0.0001667
-2.06
206038_s_at
NR2C2
nuclear receptor subfamily 2, group C, member 2
775
0.0001616
-1.24
225397_at
C15orf57
chromosome 15 open reading frame 57
776
0.0001297
-2.14
211367_s_at
CASP1
caspase 1, apoptosis-related cysteine peptidase (interleukin 1, beta, convertase)
777
0.0001209
-1.66
222810_s_at
RASAL2
RAS protein activator like 2
778
0.0001196
-1.23
231718_at
SLU7
SLU7 splicing factor homolog (S. cerevisiae)
779
0.0001187
-1.32
223905_at
CCDC135
coiled-coil domain containing 135
780
0.0001127
-1.28
211672_s_at
ARPC4
actin related protein 2/3 complex, subunit 4, 20kDa
781
0.0001127
-1.38
200828_s_at
ZNF207
zinc finger protein 207
782
0.0001073
-1.29
244211_at
NA
NA
783
0.0001070
-12.04
205403_at
IL1R2
interleukin 1 receptor, type II
784
0.0001065
-1.83
209970_x_at
CASP1
caspase 1, apoptosis-related cysteine peptidase (interleukin 1, beta, convertase)
785
0.0001034
-6.35
217502_at
IFIT2
interferon-induced protein with tetratricopeptide repeats 2
786
0.0001029
-2.07
237867_s_at
PID1
phosphotyrosine interaction domain containing 1
787
0.0001028
-1.26
218516_s_at
IMPAD1
inositol monophosphatase domain containing 1
788
9.94E-005
-1.64
226312_at
RICTOR
rapamycin-insensitive companion of mTOR
789
9.41E-005
-1.2
210940_s_at
GRM1
glutamate receptor, metabotropic 1
790
9.02E-005
-1.36
1554556_a_at
ATP11B
ATPase, class VI, type 11B
791
8.89E-005
-1.14
226735_at
TAPT1
transmembrane anterior posterior transformation 1
792
8.70E-005
-3.84
213006_at
CEBPD
CCAAT/enhancer binding protein (C/EBP), delta
793
8.35E-005
-1.31
207787_at
KRT33B
keratin 33B
794
8.34E-005
-1.29
207410_s_at
TLX2
T-cell leukemia homeobox 2
795
8.21E-005
-1.6
223596_at
SLC12A6
solute carrier family 12 (potassium/chloride transporters), member 6
796
7.98E-005
-1.23
231859_at
C14orf132
chromosome 14 open reading frame 132
797
7.81E-005
-1.25
228277_at
FBXL19
F-box and leucine-rich repeat protein 19
798
7.75E-005
-1.35
210470_x_at
NONO
non-POU domain containing, octamer-binding
799
7.52E-005
-1.29
222432_s_at
CCDC47
coiled-coil domain containing 47
800
7.19E-005
-1.8
238496_at
NA
NA
801
7.11E-005
-1.38
208698_s_at
NONO
non-POU domain containing, octamer-binding
802
7.08E-005
-4.66
203946_s_at
ARG2
arginase, type II
803
7.03E-005
-1.17
1559952_x_at
LOC100132923
similar to hCG1993470
804
6.19E-005
-2.35
220104_at
ZC3HAV1
zinc finger CCCH-type, antiviral 1
805
5.57E-005
-2.43
203595_s_at
IFIT5
interferon-induced protein with tetratricopeptide repeats 5
806
5.53E-005
-1.33
1569859_at
NA
NA
807
5.31E-005
-1.5
224359_s_at
HOOK3
hook homolog 3 (Drosophila)
808
4.19E-005
-2.51
205921_s_at
SLC6A6
solute carrier family 6 (neurotransmitter transporter, taurine), member 6
809
3.18E-005
-2.18
205749_at
CYP1A1
cytochrome P450, family 1, subfamily A, polypeptide 1
810
2.93E-005
-1.38
1566136_at
NA
NA
811
2.02E-005
-1.51
210992_x_at
FCGR2C
Fc fragment of IgG, low affinity IIc, receptor for (CD32)
812
1.61E-005
-1.22
207801_s_at
RNF10
ring finger protein 10
813
1.32E-005
-2.03
222816_s_at
ZCCHC2
zinc finger, CCHC domain containing 2
814
1.29E-005
-1.25
211884_s_at
CIITA
class II, major histocompatibility complex, transactivator
815
8.60E-006
-1.68
212664_at
TUBB4
tubulin, beta 4
816
4.60E-006
-1.16
212081_x_at
BAT2
HLA-B associated transcript 2
817
3.60E-006
-1.21
1554177_a_at
ATP5S
ATP synthase, H+ transporting, mitochondrial F0 complex, subunit s (factor B)
818
7.00E-007
-1.82
224783_at
FAM100B
family with sequence similarity 100, member B
819
6.00E-007
-1.57
208840_s_at
G3BP2
GTPase activating protein (SH3 domain) binding protein 2
820 4.00E-007 -1.59 206717_at MYH8 myosin, heavy chain 8, skeletal muscle, perinatal

Figure 3.

Figure 3

Supervised microarray analysis. A.) Hierarchical cluster analysis showing the 820 probe sets which were differentially expressed at the 0.001 significance level. The arrays clustering on the left are from control samples, whereas the cluster on the right shows the LT treated samples. Up-regulated genes are shown in red and down-regulated genes are shown in blue. B.) Biocarta pathway analysis showing the pathways most significantly affected by LT, along with the number of genes and p-value within each pathway that were affected. C.) Correlation of genes altered after treatment with anthrax LT using microarray analysis versus RT-PCR. Spearman correlation coefficient = 0.885.

Using the Gene Set Expression Comparison Analysis, as implemented in BRB Array tools, the Biocarta pathways that were associated with the differentially regulated genes were identified. Over 60 differentially regulated pathways were discovered in monocytes in response to LT treatment. As expected, the most significant pathway affected by LT treatment was the MAPK signaling pathway, with the p38 MAPK signaling pathway being most impacted with 103 genes affected (Figure  3B). Additional pathways altered by LT at the p < 0.001 significance level included the IL-18, Toll-Like Receptor, IFN alpha, and G-Protein Family signaling pathways. It is interesting to note that a previous study measuring the transcriptional response of human alveolar macrophages to anthrax spores detected an activation of the TLR pathways [22], and our results indicated anthrax LT targets 87 genes within the TLR signaling pathway (Figure  3B).

RGS14 is a protein involved in the regulation of G-protein signaling through attenuation of G-protein heterotrimer signaling, thereby inactivating this signaling cascade. The Affymetrix microarrays revealed that RGS14 expression in LT treated monocytes showed a 6 fold increase in expression (Table  2). This is a potentially significant finding in that RGS14 inhibits G-proteins important for chemotaxis. Therefore LT could be impairing chemotaxis not only by blocking Hsp27 phosphorylation through disruption of the p38 pathway [23], but also by causing over-expression of RGS14, thereby inhibiting G-protein mediated signaling required for actin-based motility.

Table 2.

Predicted effects of LT on monocyte function.1

Gene Microarray Effects
RGS-14
5.61
Blockade of monocyte maturation to dendritic cells, inhibition of chemotaxis
CXCR2
5.04
Increased monocyte transendothelial migration into tissues
HPSE
-2.58
Diminished inflammatory response
CCR5
-2.33
Reduced responsiveness to the inflammatory mediators RANTES, MIP1 beta
ILIR2 -12.5 Increased IL1 alpha responsiveness and increased fever

1 Calculated fold changes compared to mock treated samples.

RGS14 expression is down-regulated during the maturation of monocytes to dendritic cells [24] and over-expression of this G-protein regulator would be expected to block monocyte maturation. RGS14 levels are also known to decrease in dendritic cells exposed to Leishmania major or Toxoplasma gondii, suggesting that RGS14 downregulation may be an important step in a normal immune response, and up-regulation of RGS14 by LT could be contributing to LT’s immunosuppressive effects [25].

Three chemokine receptors were also altered after LT treatment, suggesting that LT may be inducing functional defects in monocyte response signaling. IL-8 receptor beta (CXCR2) was up-regulated after LT treatment (Table  2). CXCR2 transduces signaling through a G-protein activated second messenger system. This receptor is important for monocyte transendothelial migration, and up-regulation of CXCR2 could serve to enhance the delivery of monocytes to tissues. Anthrax spores must be phagocytosed by macrophages in order to germinate into viable bacteria. An increase in the macrophage pool may aid in a reservoir for increased germination of viable bacteria. IL-1 receptor type II (IL-1R2), was found to be markedly down-regulated. IL-1R2 is a decoy receptor for IL-1 that functions either at the cell surface or in a soluble form [26]. The decreased expression of the decoy receptor would presumably increase IL-1a levels and increase the febrile response of the host potentially at least in part explaining the high fever that commonly accompanies systemic anthrax [27]. CCR5 is a receptor for the monocyte chemokines RANTES and MIP. The down-regulation of CCR5 by LT could reflect an inability of toxin-treated monocytes to differentiate into macrophages [28] (Table  2). During the early stages of infection, macrophages play a critical role in assisting B. anthracis pathogenesis by providing a place for bacteria germination from their spore form to viable bacteria. An increase in monocyte trafficking to allow an increase in spore uptake and subsequent germination would prove beneficial for B. anthracis. During later stages of infection, after release of viable bacteria, limiting monocyte differentiation to macrophages would assist in preventing clearance of viable bacteria.

In addition to an alteration in the chemokine response by LT, an additional enzyme, heparanase (HPSE), was found to be decreased in LT-treated human monocytes. This enzyme is an endoglycosidase that degrades heparin sulfate, resulting in disassembly of extracellular barriers required for cell migration [29]. Heparanase has also been postulated to play a role in inflammation [30] and our results showed a 2.6 fold decrease in heparanase gene expression (Table  2). One study has concluded that an in vivo siRNA against heparanase, along with an inhibitor of its enzymatic activity, results in a diminished inflammatory response [31]. Thus LT- mediated inhibition of heparanase expression could also contribute to the inhibition of the host immune response during an anthrax infection.

An external verification method using quantitative real-time PCR was utilized to confirm the microarray data. The eight genes corresponding to RGS14, IL8RB, TLR5, PPM1H, CD47, SYK, CCR5, and IL1R2 were chosen for microarray confirmation in monocytes. CCR5 and IL1R2 were confirmed to be down-regulated at 4 h after LT treatment, reinforcing the microarray data, while the other six genes were up-regulated, again confirming the microarray data (Table  3). A correlation curve was plotted (Figure  3C) and analyzed, showing a linear relationship between the microarray results and RT-PCR with a correlation coefficient of 0.885. Results were performed in duplicates and fold values were normalized to GAPDH. To exclude the possibility the lymphocyte contamination might be contributing to our microarray findings, a higher purity monocyte population (98% purity), obtained by adherence followed by washing off non-adherent lymphocytes, was treated with 500 ng/mL LT for 4 h and gene expression was assessed using real-time PCR. These experiments verified 3 genes to be increased after LT treatment: RGS14, TLR5, and CD47 (1.21-1.70), as observed by the microarray of suspended cells. These findings suggest that the changes in messenger RNA observed are primarily contributed by monocytes, but we cannot entirely exclude a contribution by lymphocytes.

Table 3.

q-RTPCR confirmation of LT-induced genes.1

Probe Microarray q-RT-PCR Gene name Primer sequence
38290_at
5.61
7.40
RGS14-F
CAGGGATCTGTGAGAAACGAG
 
 
 
RGS14-R
AGGTGATCCTGTTTTCCAGC
207008_at
5.04
7.50
IL8RB-F
GTCTAACAGCTCTGACTACCAC
 
 
 
L8RB-R
TTAAATCCTGACTGGGTCGC
210166_at
3.90
2.24
TLR5-F
TTTTCAGGAGCCCGAGC
 
 
 
TLR5-R
AGCCGAGATTGTGTCACTG
212686_at
2.65
3.85
PPM1H-F
GAGTACAGAGAAAGGAGCTTGG
 
 
 
PPM1H-R
TCCAATAGTTGCCATTACCCG
226016_at
2.38
1.60
CD47-F
TTTGCTATACTCCTGTTCTGGG
 
 
 
CD47-R
TGGGACGAAAAGAATGGCTC
209269_at
2.15
1.60
SYK-F
CAAGTTCTCCAGCAAAAGCG
 
 
 
SYK-R
CATCCGCTCTCCTTTCTCTAAC
206991_at
-2.66
-2.33
CCR5-F
CCAAAAGCACATTGCCAAACG
 
 
 
CCR5-R
ACTTGAGTCCGTGTCACAAGCC
205403_at
-12.5
-28.0
IL1R2-F
TGGCACCTACGTCTGCACTACT
      IL1R2-R TTGCGGGTATGAGATGAACG

1 Calculated fold changes comparedtomock treated samples.

Conclusions

Our investigations show human peripheral monocytes are susceptible to the actions of anthrax LT and do not undergo LT-mediated cytotoxicity after a four hour toxin treatment. We also find that LT induces changes in several genes involved in previously unidentified pathways including the TLR pathway, IFN alpha pathway, and G-Protein family signaling pathways. The identification of several previously unappreciated gene products including RGS14, IL8 receptor beta, CD47, TNF ligand, IL-16, Syk, CCR5, and IL-1 receptor II adds to our understanding of how LT impacts the immune response. Our pathway analysis reveals that anthrax LT targets multiple normal immune-regulatory pathways that would be expected to protect the host against anthrax infection. The increase in RGS14 levels and decrease in CCR5, along with IL-1R2, would likely impair monocyte functions and help to facilitate bacteria survival. B. anthracis maintains a selective advantage by impairing the host immune responses, thereby allowing for invasion and dissemination of the highly fatal bacilli. Our findings encourage further investigations into how these pathways converge functionally to impair normal monocyte function, along with providing new insights into the regulation of the host defense system and inflammation.

Methods

Monocyte isolation and toxin treatment

Whole blood was collected by venous puncture from healthy human volunteers into 8 mL vacutainer tubes containing Ficoll (BD Biosciences). The study followed US Department of Health and Human Services guidelines and was approved by the University of Florida Institutional Review Board. Whole blood was incubated with a monocyte negative selection antibody (Stem Cell Technologies) for 20 min., centrifuged 1700 × g for 25 min at RT, no brake over Ficoll, re-suspended in 10 mL RPMI (Mediatech) complete media, centrifuged at 250 × g for 9 min. to remove platelets, and re-suspended to 7-9 × 105 cells/mL in RPMI. Monocytes were inverted at 37°C with 500 ng/mL LF and 500 ng/mL PA for 4 h. Additional qRT-PCR experiments were performed using higher monocyte purities (98%), obtained by first using a negative selection antibody cocktail (Stem Cell Technologies) isolation technique, followed by plastic adherence for 4 h, as described previously [32].

Toxin purification

LF and PA were purified as previously described [33]. Briefly, Bacillus anthracis culture media was filtered through a 0.22 uM filter, followed by diethylaminoethyl cellulose (DEAE) anion exchange chromatography. The toxins were then subjected to gel filtration and hydrophobic interaction fast protein liquid chromatography (FPLC) and highly purified toxin components were confirmed by Coomassie Blue staining.

Monocyte purity and apoptosis analysis

Monocytes were inverted at 37°C with 500 ng/mL LF and 500 ng/mL PA for 4 h, stained with CD-14 Pac Blue (BD Biosciences), Annexin-V-Fluorescein and propidium iodide (Roche). The cell population was gated first for CD14-Pac-Blue followed by analysis of the relative amount of Annexin (FL1) and PI (FL2) using flow cytometry FACScan (BD), and analyzed by FCS Express (De Novo).

MEK cleavage

Purified monocytes were incubated at 37°C with 500 ng/mL lethal toxin for 4 h. Cells were lysed, ran on a 10% SDS-PAGE gel (Pierce), transferred to a PVDF membrane (Bio-rad) and probed for MEK1 (Upstate). Membranes were then stripped and probed for MEK3 (Santa Cruz). β-actin (Sigma) was used to check consistent loading amounts.

RNA isolation

Purified monocytes from 4 healthy volunteers were incubated at 37°C with media alone or with 500 ng/mL LT for 4 h. Total RNA was collected using RNAeasy mini kit (Qiagen) and RNA quantity and quality was assessed using NanoDrop (Thermo Scientific) technology.

Microarray procedure

100 ng total RNA was labeled using Affymetrix GeneChip® 3' IVT Express Kit for each replicate. Amplified labeled RNA was purified, fragmented, then hybridized for 16 h on Affymetrix GeneChips® (HG U133 plus 2.0) representing approximately 22,000 well-characterized human genes. Arrays were washed using Affymetrix GeneChip® Fluidics Station FS450 and scanned using GeneChip® Scanner 3000 7 G.

Microarray analysis

Low-level analysis was performed using dChipmodeled-based expression matrix (dChip 2007 (DNA-Chip Analyzer), Build date: Jan 4, 2008). Unsupervised analysis - probes sets whose hybridization signal intensity exhibited a coefficient of variation of greater than 0.5 were analyzed by unsupervised hierarchical cluster analysis using algorithms implemented in dChip. Supervised analysis - significant probe sets between the treatment groups were identified using a paired t-test (by donor) at a significance threshold of p < 0.001. Leave-one-out-cross-validation using 4 prediction models was used to test the ability of probe sets significant at p < 0.001 to distinguish between the treatment groups. Microarray analyses were done using dCHIP and BRB-ArrayTools by Richard Simon ( http://linus.nci.nih.gov/BRB-ArrayTools.html). The microarray data for this study was deposited in the National Center for Biotechnology Information (NCBI) Gene Expression Omnibus (GEO) [30] with accession numbersGSM848717 through GSM 848724. The microarray data is also available in a series with accession number GSE34407.

Quantitative real time-PCR (qRT-PCR)

RNA was collected using RNAeasy mini kit (Qiagen), quantitated using a Nanodrop system (Thermo Scientific), and 233 μg total RNA was used for cDNAsynthesis using SuperScript III First-Strand Synthesis (Invitrogen). cDNA was quantitated using SYBR Green JumpStart TaqReadyMix (Sigma) and 10 mM forward and 10 mM reverse primers were used for each indicated reaction. Primers used were as follows ACTB-F TCACCGAGCGCGGCT,ACTB-R TAATGTCACGCACGATTTCCC,GAPDH-F GGTGAAGGTCGGAGTCAACG, and GAPDH-R AGAGTTAAAAGCAGCCCTGGTG. All other primers are listed in Table  2. Reactions were run on the MJR Opticon Continuous Fluorescence detector (Bio-Rad) and analyzed with Opticon Monitor Software 1.08 (Bio-Rad).

Authors’ contributions

KC performed the experiments, analyzed data, interpreted study, drafted, and wrote the manuscript. CL performed the gene expression profiling, biostatistical analysis, and helped design the study. SZ participated in the study design and assisted with experiments. GS participated in the design and interpretation of the study, as well as edited the manuscript. HB participated in the design and analyses of the study. CQ supplied the purified toxin and assisted in data interpretation. FS conceived the study and participated in the design and coordination, as well as edited the manuscript. All authors read and approved the final manuscript.

Contributor Information

Kassidy M Chauncey, Email: kassidy@ufl.edu.

M Cecilia Lopez, Email: mclopez@ufl.edu.

Gurjit Sidhu, Email: gssidhu@ufl.edu.

Sarah E Szarowicz, Email: sguilmai@ufl.edu.

Henry V Baker, Email: hvbaker@ufl.edu.

Conrad Quinn, Email: cquinn@cdc.gov.

Frederick S Southwick, Email: southfs@medicine.ufl.edu.

Acknowledgements

We thank Dr. Lyle Moldawer for his guidance and assistance in the flow cytometry analysis. The study was supported by the National Institutes of Health RO1AI064891. Publication of this article was funded in part by the University of Florida Open-Access Publishing Fund.

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