| Literature DB >> 26177352 |
Karen Smith-McCune1, Joseph C Chen1, Ruth M Greenblatt2, Uma Shanmugasundaram3, Barbara L Shacklett3, Joan F Hilton4, Brittni Johnson1, Juan C Irwin1, Linda C Giudice1.
Abstract
Intravaginal anti-HIV microbicides could provide women with a self-controlled means for HIV prevention, but results from clinical trials have been largely disappointing. We postulated that unrecognized effects of intravaginal gels on the upper female reproductive tract might contribute to the lower-than-expected efficacy of HIV microbicides. Our objective was to study the effects of intravaginal gels on the immune microenvironment of the cervix and uterus. In this randomized crossover study, 27 healthy female volunteers used a nightly application of intravaginal nonoxynol-9 (N9) gel as a "failed" microbicide or the universal placebo gel (UPG) as a "safe" gel (intervention cycles), or nothing (control cycle) from the end of menses to the mid-luteal phase. At a specific time-point following ovulation, all participants underwent sample collection for measurements of T-cell phenotypes, gene expression, and cytokine/chemokine protein concentrations from 3 anatomic sites above the vagina: the cervical transformation zone, the endocervix and the endometrium. We used hierarchical statistical models to estimate mean (95% CI) intervention effects, for N9 and UPG relative to control. Exposure to N9 gel and UPG generated a common "harm signal" that included transcriptional up-regulation of inflammatory genes chemokine (C-C motif) ligand 20 (macrophage inflammatory factor-3alpha) and interleukin 8 in the cervix, decreased protein concentrations of secretory leukocyte protease inhibitor, and transcriptional up-regulation of inflammatory mediators glycodelin-A and osteopontin in the endometrium. These results need to be replicated with a larger sample, but underscore the need to consider the effects of microbicide agents and gel excipients on the upper female reproductive tract in studies of vaginal microbicides.Entities:
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Year: 2015 PMID: 26177352 PMCID: PMC4503751 DOI: 10.1371/journal.pone.0129769
Source DB: PubMed Journal: PLoS One ISSN: 1932-6203 Impact factor: 3.240
Distribution of study participants and specimens analyzed, by study arm, anatomical site, and type of analysis.
For a detailed breakdown of the numbers of specimens per exposure arm used for each analysis, see S1 Table.
| Study arm | All | TZ | Endocervix | Endometrium | ||
|---|---|---|---|---|---|---|
| Transcriptional | Immunologic | Protein | Immunologic | Transcriptional | ||
| N9 | 70 (35%) | 20 | 17 | 12 | 12 | 9 |
| UPG | 63 (31%) | 18 | 15 | 11 | 10 | 9 |
| No gel | 69 (34%) | 18 | 16 | 12 | 14 | 9 |
| All specimens | 202 | 56 | 48 | 35 | 36 | 27 |
| Participants: | 27 | 27 | 25 | 19 | 21 | 17 |
| Specimens per participant: | 7.5 | 2.1 | 1.9 | 1.8 | 1.7 | 1.6 |
* TZ = cervical transformation zone
Selected list of differentially expressed genes in cervical and endometrial biopsy samples from women using N9 or UPG versus no-gel measured by array (minimum 1.5 fold change, p<0.05) and validated by qRT-PCR.
Genes are arranged from most highly up-regulated at the top to most highly down-regulated at the bottom based on results from the array data. Genes whose expression patterns are similarly altered by N9 and UPG are highlighted with bold text.
| Cervix Transformation Zone: N9 vs No Gel | Gene symbol | Fold Change | |
|---|---|---|---|
| Gene description | array | qRT-PCR | |
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| 2.18 Up | 2.95 Up |
| amphiregulin | AREG | 2.18 Up | 15.8 Up |
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| 2.12 Up | 3.91 Up |
| interleukin 1, alpha | IL1A | 1.91 Up | 5.97 Up |
| selectin E | SELE | 1.87 Up | 1.99 Up |
| interleukin 1, beta | IL1B | 1.82 Up | 1.84 Up |
| chemokine (C-C motif) ligand 19 | CCL19 | 1.80 Up | 4.74 Up |
| chemokine (C-X-C motif) ligand 2 | CXCL2 | 1.64 Up | 6.04 Up |
| interleukin 6 (interferon, beta 2) | IL6 | 1.57 Up | 1.83 Up |
| chemokine (C-C motif) ligand 2 | CCL2 | 1.51 Up | 2.34 Up |
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| 2.49 Down | 2.16 Down |
| serine peptidase inhibitor, Kazal type 7 (putative) | SPINK7 | 2.65 Down | 2.05 Down |
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| 3.06 Down | 21.3 Down |
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| 1.89 Up | 3.69 Up |
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| 1.52 Up | 2.89 Up |
| chemokine (C-X-C motif) ligand 5 | CXCL5 | 1.50 Up | 1.54 Up |
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| 1.66 Down | 1.71 Down |
| keratin 10 | KRT10 | 1.96 Down | NPA |
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| 2.05 Down | 3.72 Down |
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| phospholipase A2, group IIA (platelets, synovial fluid) | PLA2G2A | 2.06 Up | 33.2 Up |
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| 1.95 Up | 1.76 Up |
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| 1.65 Up | 4.58 Up |
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| 1.54 Up | NPA |
| fibronectin 1 | FN1 | 1.52 Down | 7.71 Down |
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| 1.71 Down | 5.17 Down |
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| SERPINA5 | 2.06 Down | 3.50 Down |
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| 2.11 Down | 3.61 Down |
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| 4.07 Up | 11.6 Up |
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| 2.58 Up | 4.68 Up |
| complement component 3 | C3 | 2.22 Up | 2.54 Up |
| serpin peptidase inhibitor, clade G (C1 inhibitor), member 1 | SERPING1 | 2.16 Up | 2.87 Up |
| chemokine (C-X-C motif) ligand 13 | CXCL13 | 1.70 Up | 1.64 Up |
| interleukin 15 | IL15 | 1.66 Up | 1.50 Up |
| chemokine (C-C motif) ligand 21 | CCL21 | 1.56 Up | 1.92 Up |
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| 1.52 Up | NPA |
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| 1.70 Down | 1.84 Down |
| serpin peptidase inhibitor, clade B (ovalbumin), member 9 | SERPINB9 | 1.99 Down | 3.10 Down |
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| SERPINA5 | 3.28 Down | 10.3 Down |
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| 4.82 Down | 2.02 Down |
Samples analyzed: (i) Cervix: No gel, 16; N9, 13; UPG, 11 (ii) Endometrium: No gel, 11; N9, 10; UPG, 10
* Up and Down refers to up- or down-regulated expression relative to No Gel
¶ KIR3DS1|KIR3DL1|KIR2DS1|KIR2DL3|KIR2
§ NPA no primer available
Top biofunctions affected by differential gene expression in cervix biopsy samples from women using N9 compared to no gel.
Biofunction analysis conducted through Ingenuity Pathway Analysis (IPA), Z scores ≥1.5. Pathways present in more than one category are represented only once.
| Category | Disease or Functions | Predicted Activity | Z-score | Molecules | # |
|---|---|---|---|---|---|
| Immune Cell Trafficking | adhesion of immune cells | Increased | 2.74 | CCL19,CCL2,CCL20,IL1A,IL1B,IL6,IL8,SELE | 8 |
| adhesion of mononuclear leukocytes | Increased | 2.43 | CCL19,CCL2,CCL20,IL1A,IL6,SELE | 6 | |
| adhesion of lymphocytes | Increased | 2.24 | CCL19,CCL2,CCL20,IL6,SELE | 5 | |
| activation of phagocytes | Increased | 2.20 | CCL2,IL1A,IL1B,IL6,IL8 | 5 | |
| chemotaxis of mononuclear leukocytes | Increased | 2.19 | CCL19,CCL2,CCL20,IL1B,IL8,SELE | 6 | |
| cell movement of myeloid cells | Increased | 2.11 | CCL2,CCL20,CXCL2,IL1A,IL1B,IL6,IL8,SELE | 8 | |
| cell movement of phagocytes | Increased | 2.09 | CCL19,CCL2,CCL20,CXCL2,IL1A,IL1B,IL6,IL8,SELE | 9 | |
| chemotaxis of phagocytes | Increased | 2.02 | CCL19,CCL2,CCL20,CXCL2,IL1B,IL8,SELE | 7 | |
| chemotaxis of T lymphocytes | Increased | 2.00 | CCL19,CCL2,CCL20,IL8 | 4 | |
| chemoattraction of phagocytes | Increased | 1.98 | CCL19,CCL2,CCL20,IL8 | 4 | |
| adhesion of phagocytes | Increased | 1.97 | IL1A,IL1B,IL8,SELE | 4 | |
| activation of myeloid cells | Increased | 1.96 | CCL2,IL1A,IL1B,IL8 | 4 | |
| cell movement of PBMCs | Increased | 1.96 | CCL19,CCL2,CCL20,IL8 | 4 | |
| cell movement of leukocytes | Increased | 1.95 | CCL19,CCL2,CCL20,CXCL2,IL18,IL1A,IL1B,IL6,IL8,SELE | 10 | |
| cell movement of monocytes | Increased | 1.94 | CCL2,CCL20,IL1B,IL8,SELE | 5 | |
| cell movement of mononuclear leukocytes | Increased | 1.91 | CCL19,CCL2,CCL20,IL18,IL1B,IL8,SELE | 7 | |
| lymphocyte migration | Increased | 1.85 | CCL19,CCL2,CCL20,IL18,IL8,SELE | 6 | |
| chemotaxis of myeloid cells | Increased | 1.67 | CCL2,CXCL2,IL1B,IL8,SELE | 5 | |
| migration of phagocytes | Increased | 1.67 | CCL19,CCL2,CCL20,IL1B,IL6,IL8,SELE | 7 | |
| activation of leukocytes | Increased | 1.55 | CCL2,CEACAM5,IL1A,IL1B,IL6,IL8 | 6 | |
| Inflammatory Response | inflammatory response | Increased | 2.62 | CCL19,CCL2,CCL20,CXCL2,IL1A,IL1B,IL6,IL8,SELE | 9 |
| adhesion of endothelial cells | Increased | 2.22 | CCL2,IL1A,IL1B,IL8,SELE | 5 | |
| Cell-To-Cell Signaling and Interaction | chemoattraction of cells | Increased | 2.21 | CCL19,CCL2,CCL20,IL1B,IL8 | 5 |
| binding of leukocytes | Increased | 2.16 | CCL19,CCL2,CCL20,IL8,SELE | 5 | |
| adhesion of vascular endothelial cells | Increased | 2.00 | CCL2,IL1A,IL8,SELE | 4 | |
| adhesion of kidney cells | Increased | 1.97 | CCL2,HBEGF,IL8,KLK6 | 4 | |
| binding of cells | Increased | 1.94 | AREG/AREGB,CCL19,CCL2,CCL20,IL1B,IL6,IL8,KRT1,SELE,TNFRSF12A | 10 | |
| activation of cells | Increased | 1.55 | AREG/AREGB,CCL2,CEACAM5,HBEGF,IL1A,IL1B,IL6,IL8 | 8 | |
| Cellular Development | proliferation of tumor cell lines | Increased | 2.48 | AREG/AREGB,CEACAM6,HBEGF,IL1A,IL1B,IL6,IL8,KRT10,SLURP1,SPINK7 | 10 |
| proliferation of smooth muscle cells | Increased | 2.41 | CCL2,HBEGF,IL1A,IL1B,IL6,IL8 | 6 | |
| differentiation of leukocytes | Increased | 2.16 | CCL2,IL1A,IL1B,IL6,IL8,SPINK5 | 6 | |
| differentiation of mononuclear leukocytes | Increased | 1.92 | CCL2,IL1B,IL6,IL8,SPINK5 | 5 | |
| differentiation of blood cells | Increased | 1.64 | CCL2,IL1A,IL1B,IL6,IL8,SPINK5,TNFRSF12A | 7 | |
| differentiation of cells | Increased | 1.60 | AREG/AREGB,CCL2,HBEGF,IL1A,IL1B,IL6,IL8,MAL,SCEL,SPINK5,TNFRSF12A,UPK1A | 12 | |
| cell movement | Increased | 2.75 | AREG/AREGB,CCL19,CCL2,CCL20,CHI3L1,CLU,CXCL2,FAP,HBEGF,IL18,IL1A,IL1B,IL6,IL8,SELE,TNFRSF12A | 16 | |
| chemotaxis of cells | Increased | 2.55 | CCL19,CCL2,CCL20,CXCL2,HBEGF,IL1B,IL8,SELE | 8 | |
| Cellular Movement | migration of cells | Increased | 2.48 | AREG/AREGB,CCL19,CCL2,CCL20,CHI3L1,CXCL2,FAP,HBEGF,IL18,IL1A,IL1B,IL6,IL8,SELE,TNFRSF12A | 15 |
| invasion of cells | Increased | 2.36 | AREG/AREGB,CCL19,CCL2,CHI3L1,CLU,HBEGF,IER3,IL18,IL8 | 9 | |
| chemoattraction of cells | Increased | 2.21 | CCL19,CCL2,CCL20,IL1B,IL8 | 5 | |
| Hematological System Development and Function | quantity of blood cells | Increased | 1.67 | CCL2,IL1A,IL1B,IL6,IL8 | 5 |
| differentiation of blood cells | Increased | 1.64 | CCL2,IL1A,IL1B,IL6,IL8,SPINK5,TNFRSF12A | 7 | |
| Skeletal and Muscular System Development and Function | proliferation of smooth muscle cells | Increased | 2.41 | CCL2,HBEGF,IL1A,IL1B,IL6,IL8 | 6 |
| Immune Cell Trafficking | adhesion of immune cells | Increased | 2.74 | CCL19,CCL2,CCL20,IL1A,IL1B,IL6,IL8,SELE | 8 |
| adhesion of mononuclear leukocytes | Increased | 2.43 | CCL19,CCL2,CCL20,IL1A,IL6,SELE | 6 | |
| adhesion of lymphocytes | Increased | 2.24 | CCL19,CCL2,CCL20,IL6,SELE | 5 | |
| activation of phagocytes | Increased | 2.20 | CCL2,IL1A,IL1B,IL6,IL8 | 5 | |
| chemotaxis of mononuclear leukocytes | Increased | 2.19 | CCL19,CCL2,CCL20,IL1B,IL8,SELE | 6 | |
| cell movement of myeloid cells | Increased | 2.11 | CCL2,CCL20,CXCL2,IL1A,IL1B,IL6,IL8,SELE | 8 | |
| cell movement of phagocytes | Increased | 2.09 | CCL19,CCL2,CCL20,CXCL2,IL1A,IL1B,IL6,IL8,SELE | 9 | |
| chemotaxis of phagocytes | Increased | 2.02 | CCL19,CCL2,CCL20,CXCL2,IL1B,IL8,SELE | 7 | |
| chemotaxis of T lymphocytes | Increased | 2.00 | CCL19,CCL2,CCL20,IL8 | 4 | |
| chemoattraction of phagocytes | Increased | 1.98 | CCL19,CCL2,CCL20,IL8 | 4 | |
| adhesion of phagocytes | Increased | 1.97 | IL1A,IL1B,IL8,SELE | 4 | |
| activation of myeloid cells | Increased | 1.96 | CCL2,IL1A,IL1B,IL8 | 4 | |
| cell movement of PBMCs | Increased | 1.96 | CCL19,CCL2,CCL20,IL8 | 4 | |
| cell movement of leukocytes | Increased | 1.95 | CCL19,CCL2,CCL20,CXCL2,IL18,IL1A,IL1B,IL6,IL8,SELE | 10 | |
| cell movement of monocytes | Increased | 1.94 | CCL2,CCL20,IL1B,IL8,SELE | 5 | |
| cell movement of mononuclear leukocytes | Increased | 1.91 | CCL19,CCL2,CCL20,IL18,IL1B,IL8,SELE | 7 | |
| lymphocyte migration | Increased | 1.85 | CCL19,CCL2,CCL20,IL18,IL8,SELE | 6 | |
| chemotaxis of myeloid cells | Increased | 1.67 | CCL2,CXCL2,IL1B,IL8,SELE | 5 | |
| migration of phagocytes | Increased | 1.67 | CCL19,CCL2,CCL20,IL1B,IL6,IL8,SELE | 7 | |
| activation of leukocytes | Increased | 1.55 | CCL2,CEACAM5,IL1A,IL1B,IL6,IL8 | 6 | |
| Inflammatory Response | inflammatory response | Increased | 2.62 | CCL19,CCL2,CCL20,CXCL2,IL1A,IL1B,IL6,IL8,SELE | 9 |
| adhesion of endothelial cells | Increased | 2.22 | CCL2,IL1A,IL1B,IL8,SELE | 5 | |
| Cell-To-Cell Signaling and Interaction | chemoattraction of cells | Increased | 2.21 | CCL19,CCL2,CCL20,IL1B,IL8 | 5 |
| binding of leukocytes | Increased | 2.16 | CCL19,CCL2,CCL20,IL8,SELE | 5 | |
| adhesion of vascular endothelial cells | Increased | 2.00 | CCL2,IL1A,IL8,SELE | 4 | |
| adhesion of kidney cells | Increased | 1.97 | CCL2,HBEGF,IL8,KLK6 | 4 | |
| binding of cells | Increased | 1.94 | AREG/AREGB,CCL19,CCL2,CCL20,IL1B,IL6,IL8,KRT1,SELE,TNFRSF12A | 10 | |
| activation of cells | Increased | 1.55 | AREG/AREGB,CCL2,CEACAM5,HBEGF,IL1A,IL1B,IL6,IL8 | 8 | |
| Cellular Development | proliferation of tumor cell lines | Increased | 2.48 | AREG/AREGB,CEACAM6,HBEGF,IL1A,IL1B,IL6,IL8,KRT10,SLURP1,SPINK7 | 10 |
| proliferation of smooth muscle cells | Increased | 2.41 | CCL2,HBEGF,IL1A,IL1B,IL6,IL8 | 6 | |
| differentiation of leukocytes | Increased | 2.16 | CCL2,IL1A,IL1B,IL6,IL8,SPINK5 | 6 | |
| differentiation of mononuclear leukocytes | Increased | 1.92 | CCL2,IL1B,IL6,IL8,SPINK5 | 5 | |
| differentiation of blood cells | Increased | 1.64 | CCL2,IL1A,IL1B,IL6,IL8,SPINK5,TNFRSF12A | 7 | |
| differentiation of cells | Increased | 1.60 | AREG/AREGB,CCL2,HBEGF,IL1A,IL1B,IL6,IL8,MAL,SCEL,SPINK5,TNFRSF12A,UPK1A | 12 | |
| cell movement | Increased | 2.75 | AREG/AREGB,CCL19,CCL2,CCL20,CHI3L1,CLU,CXCL2,FAP,HBEGF,IL18,IL1A,IL1B,IL6,IL8,SELE,TNFRSF12A | 16 | |
| chemotaxis of cells | Increased | 2.55 | CCL19,CCL2,CCL20,CXCL2,HBEGF,IL1B,IL8,SELE | 8 | |
| Cellular Movement | migration of cells | Increased | 2.48 | AREG/AREGB,CCL19,CCL2,CCL20,CHI3L1,CXCL2,FAP,HBEGF,IL18,IL1A,IL1B,IL6,IL8,SELE,TNFRSF12A | 15 |
| invasion of cells | Increased | 2.36 | AREG/AREGB,CCL19,CCL2,CHI3L1,CLU,HBEGF,IER3,IL18,IL8 | 9 | |
| chemoattraction of cells | Increased | 2.21 | CCL19,CCL2,CCL20,IL1B,IL8 | 5 | |
| Hematological System Development and Function | quantity of blood cells | Increased | 1.67 | CCL2,IL1A,IL1B,IL6,IL8 | 5 |
| differentiation of blood cells | Increased | 1.64 | CCL2,IL1A,IL1B,IL6,IL8,SPINK5,TNFRSF12A | 7 | |
| Skeletal and Muscular System Development and Function | proliferation of smooth muscle cells | Increased | 2.41 | CCL2,HBEGF,IL1A,IL1B,IL6,IL8 | 6 |
* number of molecules
Fig 1“Harm signal” of N9 and UPG on the upper FRT.
This figure shows changes in gene and protein expression and functional pathways in the cervix, endocervix and endometrium that are perturbed by both N9 and UPG. All the changes represented in this figure were statistically significantly altered compared to the no-gel exposure arm with the exception of the protein concentrations of SLPI and TNFα in the UPG arm, in which the differences did not reach statistical significance.
Concentrations of endocervical wick protein levels of cytokines, chemokines and innate immune factors, ordered by ratio of N9 versus no-gel levels.
Horizontal gridlines divide the proteins into 3 categories: proteins whose concentrations are significantly down-regulated by N9 versus no-gel (ratio < 1; bold font); protein concentrations not significantly altered by N9 (ratio ≈ 1); and protein concentrations significantly up-regulated by N9 (ratio > 1, bold font).
| No-Gel Protein Concentration | N9 vs. No Gel | UPG vs. No Gel | N9 vs. UPG | |||||||
|---|---|---|---|---|---|---|---|---|---|---|
| Cytokine/Chemokine/innate immune factor | Mean (95% CI), pg/ml | Mean Fold change (95% CI) | ChiSq | WSR | Mean Fold change (95% CI) | ChiSq | WSR | Mean Fold change (95% CI) | ChiSq | WSR |
| IL6 |
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| SLPI |
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| MCP1 | 5.61 (3.45, 9.12) x103 | 0.84 (0.45, 1.56) | 0.57 (38) | 0.95 (14) | 1.07 (0.57, 2.02) | 0.82 (38) | 0.63 (14) | 0.78 (0.42, 1.46) | 0.43 (38) | 0.89 (13) |
| IL10 | 197 (102, 379) | 1.09 (0.58, 2.03) | 0.78 (38) | 0.57 (14) | 1.10 (0.59, 2.06) | 0.76 (38) | 0.73 (14) | 1.06(0.53, 2.11) | 0.86 (38) | 0.76 (13) |
| IFNalpha2 | 233 (163, 332) | 1.12 (0.71, 1.76) | 0.61 (38) | 0.10 (14) | 1.13 (0.71, 1.81) | 0.59 (38) | 0.54 (14) | 0.99(0.62, 1.57) | 0.96 (38) | 0.97 (12) |
| IL12 | 78.6 (43.5, 142) | 1.21 (0.57, 2.57) | 0.60 (38) | 0.68 (14) | 1.12 (0.52, 2.40) | 0.77 (38) | 0.54 (14) | 1.00(0.40, 2.48) | 1.00 (38) | 0.91 (13) |
| IL8 | 70.2 (47.6, 104) x103 | 1.27 (0.81, 2.01) | 0.29 (38) | 0.19 (14) | 0.78 (0.49, 1.25) | 0.30 (38) | 0.36 (14) | 1.62(1.02, 2.58) | 0.040 (38) | 0.24 (13) |
| MIP1beta | 1.10 (0.64, 1.91) x103 | 1.30 (0.68, 2.47) | 0.42 (38) | 0.10 (14) | 1.30 (0.68, 2.47) | 0.42 (38) | 0.95 (14) | 0.99(0.52, 1.90) | 0.98 (38) | 0.95 (13) |
| IFNgamma | 47.9 (33.7, 68.0) | 1.39 (0.91, 2.12) | 0.12 (38) | 0.024 (14) | 1.30 (0.84, 2.01) | 0.23 (38) | 0.39 (14) | 1.07(0.69, 1.65) | 0.75 | 0.62 (12) |
| Human neutrophil peptides 1–3 | 7.16 (3.56, 14.4) | 1.46 (0.76, 2.81) | 0.24 (25) | 0.30 (12) | 1.22 (0.62, 2.41) | 0.55 (23) | 0.46 (11) | 1.20 (061, 2.35) | 0.58 (38) | 0.52 (11) |
| RANTES | 1.51 (0.73, 3.10) x103 | 1.47 (0.62, 3.48) | 0.37 (38) | 0.50 (14) | 0.87 (0.36, 2.08) | 0.74 (38) | 0.50 (14) | 1.70(0.71, 4.05) | 0.22 (38) | 0.41 (13) |
| Lactoferrin |
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56 Samples analyzed: N9, n = 20; UPG, n = 18; No gel, n = 18
ChiSquare (ChiSq) method includes subjects with outcomes following one or both exposures; Wilcoxon signed-rank (WSR) method includes subjects with outcomes following both exposures
Top biofunctions affected by differential gene expression in endometrium biopsy samples from women using UPG compared to no gel. Biofunction analysis conducted through Ingenuity Pathway Analysis (IPA), Z scores ≥1.5.
Pathways present in more than 1 category are represented only once.
| Category | Disease or Functions | Predicted Activity | Z-score | Molecules | # |
|---|---|---|---|---|---|
| Cardiovascular System Development and Function | development of blood vessel | Increased | 1.59 | ADAMTS8,AIMP1,ANGPTL1,C3,COL1A2,CXCR4,DKK1,EDNRB,FN1,HEY1,IGF2,IGHG1,MET,PROCR,PTGS2,RAMP2,SAA1,SLC8A1,TIMP3,TRPC4,XDH | 21 |
| Cell-To-Cell Signaling and Interaction | adhesion of lymphocytes | Increased | 1.97 | CCL21,FN1,IL6ST,SPP1,TLR4 | 5 |
| adhesion of mononuclear leukocytes | Increased | 1.78 | CCL21,FN1,IL15,IL6ST,SPP1,TLR4 | 6 | |
| adhesion of blood cells | Increased | 1.73 | C3,CCL21,CXCR4,FGA,FN1,GZMB,IGHM,IL15,IL6ST,SAA1,SERPING1,SPP1,TLR4 | 13 | |
| adhesion of immune cells | Increased | 1.74 | CCL21,CXCR4,FGA,FN1,IL15,IL6ST,SERPING1,SPP1,TLR4 | 9 | |
| Cell Death and Survival | apoptosis of synovial cells | Increased | 1.96 | CLU,FN1,SAA1,TIMP3 | 4 |
| cell viability of leukocytes | Increased | 1.71 | CLU,CXCR4,FN1,IL15,IL2RB,TLR4 | 6 | |
| cell death of connective tissue cells | Increased | 1.63 | CLU,COMP,ESR1,FN1,GSN,MAP3K5,SAA1,TIMP3,XDH | 9 | |
| Cellular Movement | chemotaxis of leukocytes | Increased | 1.73 | C3,CCL21,CXCL13,CXCR4,EDN3,EDNRB,IL15,SAA1,SPP1,TLR4 | 10 |
| Organismal Development | vasculogenesis | Increased | 1.59 | ADAMTS8,AIMP1,ANGPTL1,C3,CXCR4,DKK1,EDNRB,FN1,HEY1,IGF2,IGHG1,MET,PROCR,PTGS2,RAMP2,SAA1,SLC8A1,TIMP3,TRPC4,XDH | 20 |
* number of molecules