| Literature DB >> 35023252 |
Sophie C Walsh1, Jeremy R Miles2, Brittney N Keel2, Lea A Rempel2, Elane C Wright-Johnson2, Amanda K Lindholm-Perry2, William T Oliver2, Angela K Pannier1.
Abstract
This study aimed to identify transcriptome differences between distinct or transitional stage spherical, ovoid, and tubular porcine blastocysts throughout the initiation of elongation. We performed a global transcriptome analysis of differential gene expression using RNA-Seq with high temporal resolution between spherical, ovoid, and tubular stage blastocysts at specific sequential stages of development from litters containing conceptus populations of distinct or transitional blastocysts. After RNA-Seq analysis, significant differentially expressed genes (DEGs) and pathways were identified between distinct morphologies or sequential development stages. Overall, 1898 significant DEGs were identified between distinct spherical and ovoid morphologies, with 311 total DEGs between developmental stages throughout this first morphological transition, while 15 were identified between distinct ovoid and tubular, with eight total throughout these second morphological transition developmental stages. The high quantity of DEGs and pathways between conceptus stages throughout the spherical to ovoid transition suggests the importance of gene regulation during this first morphological transition for initiating elongation. Further, extensive DEG coverage of known elongation signaling pathways was illustrated from spherical to ovoid, and regulation of lipid signaling and membrane/ECM remodeling across these early conceptus stages were implicated as essential to this process, providing novel insights into potential mechanisms governing this rapid morphological change.Entities:
Keywords: RNA-Seq; conceptus elongation; porcine; transcriptome; uterine environment
Mesh:
Year: 2022 PMID: 35023252 PMCID: PMC9305853 DOI: 10.1002/mrd.23553
Source DB: PubMed Journal: Mol Reprod Dev ISSN: 1040-452X Impact factor: 2.812
Figure 1Comparisons among distinct and transitional conceptus morphological stages analyzed with RNA‐Seq to examine porcine conceptus transcriptome differences throughout the initiation of elongation. Blastocysts were collected from pregnant gilts harvested on Days 9–11 of gestation and classified into spherical, ovoid, and tubular morphological stages according to conceptus morphology and length. Conceptus populations of individual litters were classified according to the uniformity of the most advanced conceptus morphological stage present within the respective litter. Individual blastocysts from these homogeneous and heterogeneous pregnancies were further selected and sorted into conceptus treatment groups based on conceptus morphological stage and conceptus morphological stage uniformities of corresponding litters: distinct spherical blastocysts (S, n = 8 blastocysts), from homogeneous spherical stage pregnancies (n = 8 gilts); transitional spherical blastocysts (ST1, n = 8 blastocysts) or transitional ovoid blastocysts (OT1, n = 8 blastocysts) during the first morphological transition, from the same heterogeneous spherical/ovoid stage pregnancies (n = 8 gilts); distinct ovoid blastocysts (O, n = 8 blastocysts), from homogeneous ovoid stage pregnancies (n = 8 gilts); transitional ovoid blastocysts (OT2, n = 8 blastocysts) or transitional tubular blastocysts (TT2, n = 8 blastocysts) during the second morphological transition, from the same heterogeneous ovoid/tubular stage pregnancies (n = 8 gilts); or distinct tubular blastocysts (T, n = 6 blastocysts), from homogeneous tubular stage pregnancies (n = 6 gilts). The average conceptus morphological stage uniformities for each conceptus treatment group were: S = 100%; ST1 = 34%; OT1 = 66%; O = 100%; OT2 = 43%; TT2 = 55%; and T = 90%. To identify differences in gene expression between distinct porcine conceptus morphologies throughout the initiation of elongation, global gene expression of individual blastocysts within each distinct conceptus morphological stage treatment group was analyzed using RNA‐Seq, and significant DEGs, pathways, BPs, MFs, and CCs were determined between distinct conceptus morphologies (a) at the first morphological transition (1st MT) from S to O (1: O vs. S), (b) at the second morphological transition (2nd MT) from O to T (2: T vs. O), and (c) across the overall morphological transition (OMT) from S to T (3: T vs. S). To characterize changes in gene expression with fine temporal resolution as the porcine conceptus progresses through specific developmental stages during the initiation of elongation, global gene expression of individual blastocysts within each distinct and transitional conceptus morphological stage treatment group was analyzed using RNA‐Seq, and significant DEGs, pathways, BPs, MFs, and CCs were determined between blastocysts at sequential stages of development throughout (a) the 1st MT from spherical to ovoid (1a: ST1 vs. S, 1b: OT1 vs. ST1, and 1c: O vs. OT1) and (b) the 2nd MT from ovoid to tubular (2a: OT2 vs. O, 2b: TT2 vs. OT2, and 2c: T vs. TT2)
Numbers of significant DEGs, pathways, and GO terms between distinct conceptus morphologies (O vs. S, T vs. O, and T vs. S) throughout the initiation of elongation
| ANALYSIS | O versus S | T versus O | T versus S | Both O versus S/T versus S | |
|---|---|---|---|---|---|
|
| Total |
|
|
|
|
| Upregulated |
|
|
|
| |
| Downregulated | ( | ( | ( | ( | |
|
| 29 | 0 | 19 | 14 | |
|
| 996 | 2 | 796 | 636 | |
|
| 82 | 6 | 54 | 46 | |
|
| 108 | 0 | 81 | 68 | |
Note: DEGs with p ≤ 0.05 and |log2FC | ≥ 1 (i.e., FC ≥ 2) and pathways and GO terms with p ≤ 0.05 were considered statistically significant; DEGs in bold = upregulated; DEGs within parentheses = downregulated.
Abbreviations: O, distinct ovoid; S, distinct spherical; T, distinct tubular.
Figure 2Volcano plots of total gene expression changes from (a) distinct S to distinct O (O vs. S), (b) distinct S to distinct T (T vs. S), and (c) distinct O to distinct T (T vs. O) conceptus morphologies throughout the initiation of elongation. Log2FC (x‐axis) against p‐value (y‐axis) of significant DEGs (p ≤ 0.05 and |log2FC| ≥ 1) upregulated (red) and downregulated (blue). All other DEGs with p > 0.05 and/or |log2FC| < 1 are indicated in black. Numbers of significant DEGs between conceptus stages are detailed according to the plot legend within boxes overlayed on corresponding volcano plots
Ten most highly upregulated significant DEGs (p ≤ 0.05 and |log2FC| ≥ 1) between O versus S and T versus S conceptus morphologies throughout the initiation of elongation
| Contrast | DEG Symbol | Entrez ID | log2FC |
| Associated Significantly Enriched Pathways ( | DEG upregulated in both O versus S/T versus S? | |
|---|---|---|---|---|---|---|---|
|
| 1. |
| 13075 | 13.04 | 4.69E−103 | Metabolic pathways; Ovarian steroidogenesis | No |
| 2. |
| 10.96 | 7.86E−10 | N/A | No | ||
| 3. |
| 13074 | 9.84 | 7.92E−145 | Metabolic pathways; Ovarian steroidogenesis | Yes | |
| 4. |
| 16176 | 9.45 | 1.40E−13 | MAPK signaling pathway; NF‐kappa B signaling pathway; Cytokine−cytokine receptor interaction; Hematopoietic cell lineage | Yes | |
| 5. |
| 9.12 | 6.56E−15 | N/A | Yes | ||
| 6. |
| 8.74 | 1.62E−16 | N/A | Yes | ||
| 7. |
| 8.72 | 3.95E−54 | N/A | Yes | ||
| 8. |
| 15978 | 8.70 | 6.83E−31 | Cytokine−cytokine receptor interaction; Pathways in cancer; HIF‐1 signaling pathway | Yes | |
| 9. |
| 8.61 | 1.03E−63 | N/A | Yes | ||
| 10. |
| 225579 | 8.58 | 3.72E−22 | X | Yes | |
|
| 1. |
| 13074 | 10.55 | 9.10E−197 | Metabolic pathways | Yes |
| 2. |
| 16176 | 9.90 | 1.46E−09 | Cytokine−cytokine receptor interaction; MAPK signaling pathway; NF‐kappa B signaling pathway; Th17 cell differentiation | Yes | |
| 3. |
| 9.67 | 1.54E−11 | N/A | Yes | ||
| 4. |
| 225579 | 9.63 | 5.18E−35 | X | Yes | |
| 5. |
| 9.23 | 6.49E−13 | N/A | Yes | ||
| 6. |
| 9.20 | 1.60E−38 | N/A | Yes | ||
| 7. |
| 9.12 | 1.94E−44 | N/A | Yes | ||
| 8. |
| 8.67 | 1.74E−39 | N/A | Yes | ||
| 9. |
| 8.19 | 1.64E−33 | N/A | Yes | ||
| 10. |
| 67434 | 8.12 | 3.47E−88 | X | Yes | |
Abbreviations: O, distinct ovoid; S, distinct spherical; T, distinct tubular.
Ten most highly downregulated significant DEGs (p ≤ .05 and |log2FC| ≥ 1) between O versus S and T versus S conceptus morphologies throughout the initiation of elongation
| Contrast | DEG Symbol | Entrez ID | log2FC |
| Associated Significantly Enriched Pathways ( | DEG downregulated in both O versus S/T versus S? | |
|---|---|---|---|---|---|---|---|
|
| 1. | ( | 268756 | −6.49 | 1.95E−38 | Metabolic pathways; Ascorbate and aldarate metabolism | Yes |
| 2. | ( | 20445 | −5.46 | 7.99E−44 | Metabolic pathways | Yes | |
| 3. | ( | 72058 | −5.43 | 1.56E−08 | X | Yes | |
| 4. | ( | 18787 | −4.87 | 3.55E−28 | HIF‐1 signaling pathway | Yes | |
| 5. | ( | 14343 | −4.74 | 4.92E−36 | Metabolic pathways | Yes | |
| 6. | ( | 12231 | −4.73 | 3.81E−24 | X | Yes | |
| 7. | ( | 80982 | −4.64 | 4.34E−40 | X | Yes | |
| 8. | ( | 320664 | −4.58 | 4.23E−13 | X | Yes | |
| 9. | ( | 100502940 | −4.21 | 1.56E−04 | X | No | |
| 10. | ( | 20259 | −4.19 | 1.73E−04 | Regulation of actin cytoskeleton | Yes | |
|
| 1. | ( | 239759 | −5.27 | 6.19E−06 | X | No |
| 2. | ( | 72058 | −5.03 | 6.06E−04 | X | Yes | |
| 3. | ( | 20259 | −4.39 | 6.71E−10 | X | Yes | |
| 4. | ( | 268756 | −4.32 | 3.11E−06 | Metabolic pathways | Yes | |
| 5. | ( | 20445 | −4.16 | 1.10E−07 | Metabolic pathways | Yes | |
| 6. | ( | 67909 | −3.67 | 5.01E−03 | Metabolic pathways | Yes | |
| 7. | ( | 18436 | −3.65 | 9.12E−03 | X | Yes | |
| 8. | ( | 320664 | −3.64 | 1.01E−10 | X | Yes | |
| 9. | ( | 329872 | −3.61 | 5.55E−04 | ECM‐receptor interaction | No | |
| 10. | ( | 242425 | −3.50 | 2.48E−06 | X | Yes |
Abbreviations: O, distinct ovoid; S, distinct spherical; T, distinct tubular.
Significantly enriched pathways (p ≤ .05) between O versus S conceptus morphologies during the initiation of elongation
| Pathway | DE/All Genes |
| Pathway DEGs (Highest|log2FC|) | Pathway sig. in T versus S? | |
|---|---|---|---|---|---|
| 1. | MAPK signaling pathway | 41/212 | 1.20E−02 |
| Yes |
| 2. | Glycerolipid metabolism | 16/44 | 1.20E−02 |
| Yes |
| 3. | Metabolic pathways | 172/1022 | 1.55E−02 |
| Yes |
| 4. | Regulation of lipolysis in adipocytes | 12/30 | 1.55E−02 |
| No |
| 5. | Cytokine−cytokine receptor interaction | 16/82 | 1.66E−02 |
| Yes |
| 6. | Cholesterol metabolism | 14/35 | 1.66E−02 |
| No |
| 7. | NF‐kappa B signaling pathway | 14/67 | 1.66E−02 |
| Yes |
| 8. | Axon guidance | 34/135 | 1.70E−02 |
| No |
| 9. | Dilated cardiomyopathy (DCM) | 17/53 | 1.70E−02 |
| Yes |
| 10. | Sphingolipid metabolism | 14/42 | 1.87E−02 |
| Yes |
| 11. | Hypertrophic cardiomyopathy (HCM) | 16/52 | 1.95E−02 |
| Yes |
| 12. | Amoebiasis | 13/50 | 2.47E−02 |
| Yes |
| 13. | Regulation of actin cytoskeleton | 32/157 | 2.81E−02 |
| No |
| 14. | Neuroactive ligand‐receptor interaction | 23/80 | 2.81E−02 |
| Yes |
| 15. | Ether lipid metabolism | 11/31 | 2.81E−02 |
| Yes |
| 16. | Pathways in cancer | 68/366 | 2.92E−02 |
| Yes |
| 17. | Hematopoietic cell lineage | 9/23 | 2.92E−02 |
| No |
| 18. | PI3K‐Akt signaling pathway | 42/214 | 4.20E−02 |
| No |
| 19. | HIF‐1 signaling pathway | 16/79 | 4.20E−02 |
| No |
| 20. | Morphine addiction | 15/48 | 4.20E−02 |
| No |
| 21. | Cell adhesion molecules (CAMs) | 15/54 | 4.20E−02 |
| Yes |
| 22. | ECM‐receptor interaction | 14/44 | 4.20E−02 |
| Yes |
| 23. | Ovarian steroidogenesis | 10/25 | 4.20E−02 |
| No |
| 24. | Gastric acid secretion | 10/39 | 4.20E−02 |
| No |
| 25. | Steroid biosynthesis | 7/17 | 4.20E−02 | ( | No |
| 26. | Intestinal immune network for IgA production | 6/14 | 4.20E−02 |
| No |
| 27. | Type I diabetes mellitus | 5/7 | 4.20E−02 |
| No |
| 28. | Ascorbate and aldarate metabolism | 5/9 | 4.20E−02 | ( | No |
| 29. | Pancreatic secretion | 9/41 | 4.37E−02 |
| No |
Abbreviations: O, distinct ovoid; S, distinct spherical; T, distinct tubular.
Pathway DEGs are listed in order of highest to lowest |log2FC|; DEGs in bold = upregulated; DEGs within parentheses = downregulated; pathways with > 10 significant DEGs list only the 10 DEGs with highest |log2FC|followed by etc.
Significantly enriched pathways (p ≤ 0.05) between T versus S conceptus morphologies during the initiation of elongation
| Pathway | DE/All Genes |
| Pathway DEGs (Highest|log2FC| ) | Pathway sig. in O versus S? | ||
|---|---|---|---|---|---|---|
| 1. | Ether lipid metabolism | 17/31 | 3.79E−04 |
| Yes | |
| 2. | Protein digestion and absorption | 18/39 | 2.25E−03 |
| No | |
| 3. | Cytokine−cytokine receptor interaction | 23/80 | 3.09E−03 |
| Yes | |
| 4. | Neuroactive ligand‐receptor interaction | 27/73 | 3.81E−03 |
| Yes | |
| 5. | Pathways in cancer | 88/365 | 4.51E−03 |
| Yes | |
| 6. | MAPK signaling pathway | 47/210 | 4.51E−03 |
| Yes | |
| 7. | Amoebiasis | 17/48 | 4.51E−03 |
| Yes | |
| 8. | Sphingolipid metabolism | 17/42 | 7.32E−03 |
| Yes | |
| 9. | ECM‐receptor interaction | 19/45 | 1.30E−02 | ( | Yes | |
| 10. | NF‐kappa B signaling pathway | 16/66 | 2.25E−02 |
| Yes | |
| 11. | Glycerophospholipid metabolism | 23/74 | 3.28E−02 |
| No | |
| 12. | Dilated cardiomyopathy (DCM) | 18/52 | 3.28E−02 |
| Yes | |
| 13. | Cell adhesion molecules (CAMs) | 18/53 | 3.28E−02 |
| Yes | |
| 14. | Glycerolipid metabolism | 16/44 | 3.28E−02 |
| Yes | |
| 15. | Metabolic pathways | 202/1015 | 3.44E−02 |
| Yes | |
| 16. | Focal adhesion | 38/131 | 4.05E−02 |
| No | |
| 17. | Hypertrophic cardiomyopathy (HCM) | 17/51 | 4.31E−02 |
| Yes | |
| 18. | Th17 cell differentiation | 15/61 | 4.31E−02 |
| No | |
| 19. | Inflammatory bowel disease (IBD) | 8/21 | 4.31E−02 |
| No | |
Abbreviations: O, distinct ovoid; S, distinct spherical; T, distinct tubular.
Pathway DEGs are listed in order of highest to lowest |log2FC|; DEGs in bold = upregulated; DEGs within parentheses = downregulated; pathways with >10 significant DEGs list only the 10 DEGs with highest |log2FC|followed by etc.
Ten most significantly enriched biological processes (p ≤ 0.05) between O versus S and T versus S conceptus morphologies throughout the initiation of elongation
| Contrast | GO ID | Biological Process (BP) | DE/All Genes |
| BP DEGs (Highest|log2FC|) | BP sig. in both O versus S/T versus S? | |
|---|---|---|---|---|---|---|---|
|
| 1. | GO:0032501 | Multicellular organismal process | 701/4025 | 5.45E−19 |
| Yes |
| 2. | GO:0051239 | Regulation of multicellular organismal process | 390/1958 | 5.91E−17 |
| Yes | |
| 3. | GO:0009653 | Anatomical structure morphogenesis | 360/1801 | 1.30E−15 |
| Yes | |
| 4. | GO:0048731 | System development | 520/2887 | 6.14E−15 |
| Yes | |
| 5. | GO:0023052 | Signaling | 564/3196 | 6.54E−15 |
| Yes | |
| 6. | GO:0048856 | Anatomical structure development | 609/3530 | 1.82E−14 |
| Yes | |
| 7. | GO:0007154 | Cell communication | 566/3241 | 4.55E−14 |
| Yes | |
| 8. | GO:0007155 | Cell adhesion | 181/757 | 7.27E−14 |
| Yes | |
| 9. | GO:0007275 | Multicellular organism development | 564/3239 | 7.82E−14 |
| Yes | |
| 10. | GO:0030154 | Cell differentiation | 458/2508 | 7.82E−14 |
| Yes | |
|
| 1. | GO:0007155 | Cell adhesion | 216/739 | 3.12E−15 |
| Yes |
| 2. | GO:0022610 | Biological adhesion | 216/743 | 3.17E−15 |
| Yes | |
| 3. | GO:0051239 | Regulation of multicellular organismal process | 454/1931 | 4.87E−15 |
| Yes | |
| 4. | GO:0032501 | Multicellular organismal process | 820/3964 | 5.36E−15 |
| Yes | |
| 5. | GO:0007154 | Cell communication | 683/3190 | 8.18E−15 |
| Yes | |
| 6. | GO:0023052 | Signaling | 672/3144 | 2.60E−14 |
| Yes | |
| 7. | GO:0030155 | Regulation of cell adhesion | 142/439 | 1.03E−13 |
| Yes | |
| 8. | GO:0007165 | Signal transduction | 619/2902 | 1.83E−12 |
| Yes | |
| 9. | GO:0032879 | Regulation of localization | 416/1807 | 3.68E−12 |
| Yes | |
| 10. | GO:0009653 | Anatomical structure morphogenesis | 408/1767 | 4.09E−12 |
| Yes |
Abbreviations: O, distinct ovoid; S, distinct spherical; T, distinct tubular.
BP DEGs are listed in order of highest to lowest |log2FC|; DEGs in bold = upregulated; DEGs within parentheses = downregulated; only the 10 DEGs with highest |log2FC| are listed for each BP, followed by etc.
Ten most significantly enriched molecular functions (p ≤ 0.05) between O versus S and T versus S conceptus morphologies throughout the initiation of elongation
| Contrast | GO ID | Molecular Function (MF) | DE/All Genes |
| MF DEGs (Highest|log2FC| ) | MF sig. in both O versus S/T versus S? | |
|---|---|---|---|---|---|---|---|
|
| 1. | GO:0038023 | Signaling receptor activity | 99/356 | 2.81E−10 |
| Yes |
| 2. | GO:0004888 | Transmembrane signaling receptor activity | 79/269 | 2.06E−09 |
| Yes | |
| 3. | GO:0005215 | Transporter activity | 141/614 | 7.96E−09 |
| Yes | |
| 4. | GO:0060089 | Molecular transducer activity | 102/399 | 7.96E−09 |
| Yes | |
| 5. | GO:0022857 | Transmembrane transporter activity | 122/544 | 4.28E−07 |
| Yes | |
| 6. | GO:0015075 | Ion transmembrane transporter activity | 106/451 | 4.28E−07 |
| Yes | |
| 7. | GO:0015318 | Inorganic molecular entity transmembrane transporter activity | 99/413 | 4.28E−07 |
| Yes | |
| 8. | GO:0005509 | Calcium ion binding | 79/316 | 2.34E−06 |
| Yes | |
| 9. | GO:0022836 | Gated channel activity | 40/135 | 9.99E−05 |
| Yes | |
| 10. | GO:0046873 | Metal ion transmembrane transporter activity | 54/208 | 1.20E−04 |
| Yes | |
|
| 1. | GO:0038023 | Signaling receptor activity | 106/342 | 4.11E−08 |
| Yes |
| 2. | GO:0004888 | Transmembrane signaling receptor activity | 84/256 | 1.13E−07 |
| Yes | |
| 3. | GO:0060089 | Molecular transducer activity | 111/386 | 6.85E−07 |
| Yes | |
| 4. | GO:0005215 | Transporter activity | 155/603 | 2.11E−06 |
| Yes | |
| 5. | GO:0015075 | Ion transmembrane transporter activity | 120/442 | 3.82E−06 |
| Yes | |
| 6. | GO:0015318 | Inorganic molecular entity transmembrane transporter activity | 110/405 | 1.30E−05 |
| Yes | |
| 7. | GO:0022857 | Transmembrane transporter activity | 136/533 | 1.82E−05 |
| Yes | |
| 8. | GO:0005509 | Calcium ion binding | 87/306 | 3.08E−05 |
| Yes | |
| 9. | GO:0008289 | Lipid binding | 119/465 | 8.22E−05 |
| Yes | |
| 10. | GO:0005102 | Signaling receptor binding | 202/892 | 1.67E−04 |
| Yes |
Abbreviations: O, distinct ovoid; S, distinct spherical; T, distinct tubular.
MF DEGs are listed in order of highest to lowest |log2FC|; DEGs in bold = upregulated; DEGs within parentheses = downregulated; only the 10 DEGs with highest |log2FC| are listed for each MF, followed by etc.
Significant DEGs (p ≤ 0.05 and |log2FC| ≥ 1) between T versus O conceptus morphologies during the initiation of elongation
| FC Direction | DEG Symbol | Entrez ID | log2FC |
| |
|---|---|---|---|---|---|
|
| 1. |
| 68468 | 2.56 | 1.23E−02 |
| 2. |
| 106572 | 1.23 | 7.06E−03 | |
|
| 1. | ( | 20377 | −2.21 | 5.32E−04 |
| 2. | ( | 118449 | −1.90 | 1.17E−02 | |
| 3. | ( | 16956 | −1.72 | 2.72E−02 | |
| 4. | ( | 19730 | −1.72 | 1.17E−02 | |
| 5. | ( | 18576 | −1.68 | 4.49E−02 | |
| 6. | ( | 18764 | −1.42 | 1.53E−02 | |
| 7. | ( | 246104 | −1.37 | 1.26E−02 | |
| 8. | ( | −1.33 | 4.62E−02 | ||
| 9. | ( | 230815 | −1.27 | 2.72E−02 | |
| 10. | ( | 106522 | −1.11 | 2.72E−02 | |
| 11. | ( | −1.05 | 1.23E−02 | ||
| 12. | ( | −1.03 | 2.72E−02 | ||
| 13. | ( | −1.03 | 1.17E−02 | ||
Abbreviations: O, distinct ovoid; T, distinct tubular.
Significantly enriched biological processes and molecular functions (p ≤ 0.05) between T versus O conceptus morphologies during the initiation of elongation
| GO Analysis | GO ID | GO Term | DE/All Genes |
| Term DEGs | |
|---|---|---|---|---|---|---|
|
| 1. | GO:0071417 | Cellular response to organonitrogen compound | 5/327 | 2.77E−02 | ( |
| 2. | GO:1901699 | Cellular response to nitrogen compound | 5/364 | 2.77E−02 | ( | |
|
| 1. | GO:0051371 | Muscle alpha‐actinin binding | 2/13 | 1.82E−02 | ( |
| 2. | GO:0005509 | Calcium ion binding | 4/306 | 2.20E−02 | ( | |
| 3. | GO:0051393 | Alpha‐actinin binding | 2/22 | 2.20E−02 | ( | |
| 4. | GO:0042805 | Actinin binding | 2/29 | 2.31E−02 | ( | |
| 5. | GO:0048763 | Calcium‐induced calcium release activity | 1/1 | 3.38E−02 | ( | |
| 5. | GO:0017129 | Triglyceride binding | 1/1 | 3.38E−02 | ( |
Abbreviations: O, distinct ovoid; T, distinct tubular.
GO term DEGs are listed in order of highest to lowest |log2FC|; DEGs in bold = upregulated; DEGs within parentheses = downregulated
Numbers of significant DEGs, pathways, and GO terms between blastocysts at specific sequential stages of development (ST1 vs. S, OT1 vs. ST1, O vs. OT1, OT2 vs. O, TT2 vs. OT2, and T vs. TT2) throughout the initiation of elongation
| ANALYSIS | 1st Morphological Transition (1st MT) (S to O) | 2nd Morphological Transition (2nd MT) (O to T) | ||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| ST1 versus S | OT1 versus ST1 | O versus OT1 | 1st MT Total | Both 1st MT/O versus S | OT2 versus O | TT2 versus OT2 | T versus TT2 | 2nd MT Total | ||
|
| Total |
|
|
|
|
|
|
|
|
|
| Upregulated |
|
|
|
|
|
|
|
|
| |
| Downregulated | ( | ( | ( | ( | ( | ( | ( | ( | ( | |
|
| 23 | 7 | 1 | 30 | 8 | 5 | 0 | 1 | 5 | |
|
| 92 | 20 | 24 | 129 | 80 | 127 | 37 | 1 | 164 | |
|
| 0 | 20 | 10 | 30 | 4 | 12 | 0 | 5 | 12 | |
|
| 10 | 0 | 6 | 11 | 10 | 0 | 0 | 0 | 0 | |
Note: DEGs with p ≤ 0.05 and |log2FC| ≥ 1 (i.e., FC ≥ 2) and pathways and GO terms with p ≤ 0.05 were considered statistically significant; DEGs in bold = upregulated; DEGs within parentheses = downregulated.
Abbreviations: O, distinct ovoid; OT1, transitional ovoid during the first morphological transition; OT2, transitional ovoid during the second morphological transition; S, distinct spherical; ST1, transitional spherical; TT2, transitional tubular; T, distinct tubular.
Ten most highly upregulated significant DEGs (p ≤ 0.05 and |log2FC| ≥ 1) between blastocysts at sequential stages of development (ST1 vs. S, OT1 vs. ST1, and O vs. OT1) throughout the first morphological transition during the initiation of elongation
| Contrast | DEG Symbol | Entrez ID | log2FC |
| Associated Significantly Enriched Pathways ( | DEG upregulated in O versus S? | |
|---|---|---|---|---|---|---|---|
|
| 1. |
| 15978 | 6.98 | 2.09E−06 | Cytokine−cytokine receptor interaction; Th1 and Th2 cell differentiation; Graft‐versus‐host disease; Th17 cell differentiation; TGF‐beta signaling pathway; Necroptosis; Antigen processing and presentation; HIF‐1 signaling pathway | Yes |
| 2. |
| 16176 | 6.49 | 1.34E−02 | Cytokine−cytokine receptor interaction; MAPK signaling pathway; Graft‐versus‐host disease; Th17 cell differentiation; NF‐kappa B signaling pathway; Necroptosis | Yes | |
| 3. |
| 5.76 | 2.82E−02 | N/A | Yes | ||
| 4. |
| 5.42 | 3.28E−05 | N/A | Yes | ||
| 5. |
| 5.30 | 3.28E−05 | N/A | Yes | ||
| 6. |
| 5.14 | 9.90E−05 | N/A | Yes | ||
| 7. |
| 4.83 | 1.17E−04 | N/A | Yes | ||
| 8. |
| 4.83 | 6.13E−05 | N/A | Yes | ||
| 9. |
| 19662 | 3.97 | 2.77E−03 | X | Yes | |
| 10. |
| 3.91 | 2.09E−03 | N/A | Yes | ||
|
| 1. |
| 225579 | 5.14 | 3.53E−04 | PPAR signaling pathway | Yes |
| 2. |
| 13074 | 4.89 | 6.39E−03 | Steroid hormone biosynthesis; Ovarian steroidogenesis; Cortisol synthesis and secretion; Prolactin signaling pathway | Yes | |
|
| 1. |
| 19791 | 4.87 | 3.18E−02 | X | Yes |
| 2. |
| 4.30 | 1.90E−03 | N/A | Yes | ||
| 3. |
| 320365 | 3.52 | 9.60E−04 | X | Yes | |
| 4. |
| 3.26 | 2.61E−02 | N/A | Yes | ||
| 5. |
| 3.05 | 1.67E−02 | N/A | Yes | ||
| 6. |
| 11684 | 2.99 | 1.21E−02 | X | Yes | |
| 7. |
| 21809 | 2.93 | 1.67E−02 | X | Yes | |
| 8. |
| 21779 | 2.54 | 2.53E−02 | X | No | |
| 9. |
| 2.47 | 2.48E−02 | N/A | Yes | ||
| 10. |
| 16009 | 2.33 | 3.82E−02 | X | Yes |
Abbreviations: OT1, transitional ovoid during the first morphological transition; O, distinct ovoid; S, distinct spherical; ST1, transitional spherical.
Ten most highly downregulated significant DEGs (p ≤ 0.05 and |log2FC| ≥ 1) between blastocysts at sequential stages of development (ST1 vs. S, OT1 vs. ST1, and O vs. OT1) throughout the first morphological transition during the initiation of elongation
| Contrast | DEG Symbol | Entrez ID | log2FC |
| Associated Significantly Enriched Pathways ( | DEG downregulated in O versus S? | |
|---|---|---|---|---|---|---|---|
|
| 1. | ( | 16485 | −3.00 | 1.21E−02 | X | No |
| 2. | ( | 20259 | −2.57 | 9.96E−03 | X | Yes | |
| 3. | ( | 77827 | −1.88 | 9.90E−05 | X | Yes | |
| 4. | ( | 14343 | −1.80 | 9.81E−03 | X | Yes | |
| 5. | ( | 223227 | −1.55 | 6.42E−03 | X | Yes | |
| 6. | ( | 26465 | −1.33 | 4.26E−03 | X | No | |
| 7. | ( | 215061 | −1.22 | 6.42E−03 | X | Yes | |
| 8. | ( | 18675 | −1.22 | 2.08E−02 | X | Yes | |
| 9. | ( | 232879 | −1.16 | 2.46E−02 | X | Yes | |
| 10. | ( | 319520 | −1.15 | 2.57E−03 | MAPK signaling pathway | Yes | |
|
| 1. | ( | −3.65 | 6.47E−07 | N/A | No | |
|
| 1. | ( | 268756 | −4.33 | 2.42E−03 | X | Yes |
| 2. | ( | 18787 | −3.36 | 1.07E−04 | X | Yes | |
| 3. | ( | 80982 | −3.07 | 4.73E−04 | X | Yes | |
| 4. | ( | 26381 | −2.80 | 1.23E−02 | X | Yes | |
| 5. | ( | 231134 | −2.76 | 2.42E−03 | X | Yes | |
| 6. | ( | 69097 | −2.48 | 1.15E−03 | X | Yes | |
| 7. | ( | 19824 | −2.47 | 6.49E−03 | X | Yes | |
| 8. | ( | 71889 | −2.46 | 2.42E−03 | X | Yes | |
| 9. | ( | 71778 | −2.36 | 9.48E−04 | X | Yes | |
| 10. | ( | −2.35 | 2.13E−02 | N/A | Yes |
Abbreviations: OT1, transitional ovoid during the first morphological transition; O, distinct ovoid; S, distinct spherical; ST1, transitional spherical.
Figure 3Volcano plots of total gene expression changes from (a) distinct S to transitional ST1 blastocysts (ST1 vs. S), (b) transitional ST1 to transitional OT1 blastocysts (OT1 vs. ST1), (c) transitional OT1 to distinct O blastocysts (O vs. OT1), (d) distinct O to transitional OT2 blastocysts (OT2 vs. O), (e) transitional OT2 to transitional TT2 blastocysts (TT2 vs. OT2), and (f) transitional TT2 to distinct T blastocysts (T vs. TT2) throughout the initiation of elongation. Log2FC (x‐axis) against p‐value (y‐axis) of significant DEGs (p ≤ 0.05 and |log2FC| ≥ 1) upregulated (red) and downregulated (blue). All other DEGs with p > 0.05 and/or |log2FC| < 1 are indicated in black. Numbers of significant DEGs between conceptus stages are detailed according to the plot legend within boxes overlayed on corresponding volcano plots
Significantly enriched pathways (p ≤ 0.05) between blastocysts at sequential stages of development (ST1 vs. S, OT1 vs. ST1, and O vs. OT1) throughout the first morphological transition during the initiation of elongation
| Contrast | Pathway | DE/All Genes |
| Pathway DEGs | Pathway sig. in O versus S? | |
|---|---|---|---|---|---|---|
|
| 1. | Cytokine−cytokine receptor interaction | 4/80 | 2.58E−03 |
| Yes |
| 2. | Th1 and Th2 cell differentiation | 4/50 | 5.34E−03 |
| No | |
| 3. | MAPK signaling pathway | 4/210 | 1.51E−02 |
| Yes | |
| 4. | Amoebiasis | 3/48 | 1.51E−02 |
| Yes | |
| 5. | Graft‐versus‐host disease | 2/4 | 1.51E−02 |
| No | |
| 6. | Mineral absorption | 3/30 | 1.56E−02 |
| No | |
| 7. | Inflammatory bowel disease (IBD) | 2/21 | 1.56E−02 |
| No | |
| 8. | Th17 cell differentiation | 2/62 | 1.56E−02 |
| No | |
| 9. | NF‐kappa B signaling pathway | 2/66 | 1.56E−02 |
| Yes | |
| 10. | TGF‐beta signaling pathway | 2/69 | 1.56E−02 |
| No | |
| 11. | Necroptosis | 2/90 | 1.56E−02 |
| No | |
| 12. | Antigen processing and presentation | 1/29 | 1.56E−02 |
| No | |
| 13. | Protein digestion and absorption | 3/39 | 2.21E−02 |
| No | |
| 14. | Human cytomegalovirus infection | 3/156 | 2.21E−02 |
| No | |
| 15. | Type I diabetes mellitus | 2/7 | 2.21E−02 |
| Yes | |
| 16. | African trypanosomiasis | 2/13 | 2.21E−02 |
| No | |
| 17. | Salmonella infection | 2/55 | 2.21E−02 |
| No | |
| 18. | Rheumatoid arthritis | 3/40 | 2.52E−02 |
| No | |
| 19. | Steroid hormone biosynthesis | 2/13 | 2.75E−02 |
| No | |
| 20. | Arginine biosynthesis | 2/16 | 3.83E−02 | ( | No | |
| 21. | HIF‐1 signaling pathway | 2/78 | 3.83E−02 |
| Yes | |
| 22. | Malaria | 2/17 | 4.07E−02 |
| No | |
| 23. | Notch signaling pathway | 3/40 | 4.74E−02 |
| No | |
|
| 1. | Steroid hormone biosynthesis | 1/14 | 1.33E−02 |
| No |
| 2. | Ovarian steroidogenesis | 1/25 | 1.33E−02 |
| Yes | |
| 3. | Cortisol synthesis and secretion | 1/37 | 1.33E−02 |
| No | |
| 4. | PPAR signaling pathway | 1/44 | 1.33E−02 |
| No | |
| 5. | Prolactin signaling pathway | 1/57 | 1.67E−02 |
| No | |
| 6. | Insulin resistance | 1/84 | 2.03E−02 |
| No | |
| 7. | Cushing syndrome | 1/110 | 2.88E−02 |
| No | |
|
| 1. | Cholesterol metabolism | 6/34 | 1.01E−02 |
| Yes |
Abbreviations: OT1, transitional ovoid during the first morphological transition; O, distinct ovoid; S, distinct spherical; ST1, transitional spherical.
Pathway DEGs are listed in order of highest to lowest |log2FC|; DEGs in bold = upregulated; DEGs within parentheses = downregulated.
Significant DEGs (p ≤ 0.05 and |log2FC| ≥ 1) between blastocysts at sequential stages of development (OT2 vs. O, TT2 vs. OT2, and T vs. TT2) throughout the second morphological transition during the initiation of elongation
| FC Direction | Contrast | DEG Symbol | Entrez ID | log2FC |
| Associated Significantly Enriched Pathways ( | |
|---|---|---|---|---|---|---|---|
|
|
| 1. |
| 15375 | 2.48 | 3.84E−02 | X |
| 2. |
| 1.92 | 2.09E−02 | N/A | |||
|
| 1. |
| 19824 | 3.27 | 2.69E−02 | X | |
| 2. |
| 72077 | 2.14 | 2.65E−02 | Mucin type O‐glycan biosynthesis | ||
|
|
| 1. | ( | −4.81 | 3.08E−03 | N/A | |
| 2. | ( | 72077 | −1.72 | 1.40E−02 | Mucin type O‐glycan biosynthesis | ||
| 3. | ( | 13653 | −1.64 | 4.01E−02 | GnRH signaling pathway; AGE−RAGE signaling pathway in diabetic complications | ||
|
| 1. | ( | −3.69 | 2.09E−02 | N/A | ||
| 2. | ( | −2.36 | 3.84E−02 | N/A |
Abbreviations: O, distinct ovoid; OT2, transitional ovoid during the second morphological transition; T, distinct tubular; TT2, transitional tubular.
Figure 4Proposed mechanisms of interactions among highlighted significant DEGs throughout the 1st MT from S to O blastocysts (O vs. S) and across the OMT from S to T blastocysts (T vs. S) that indicate differential conceptus regulation of cytokine and growth factor signaling throughout the initiation of elongation. Conceptus IFN‐γ can induce expression of CXCL12 within both the conceptus and endometrium; CXCL12 can recruit Tregs to the maternal‐conceptus interface. Conceptus IL1Bs activate NF‐κB, which can also induce expression of IL1Bs. Endometrial FGF7 and IGF‐1, as well as conceptus FGF10, signal through the MAPK pathway by binding to conceptus FGFR2 and IGF1R. Additionally, binding of conceptus IGFBP3 to IGF‐1 may inhibit its attachment to IGF1R. Cleavage of IGFBP3 by plasmin to increase IGF‐1 bioavailability may be reduced through inhibition of PA plasminogen activation by conceptus SERPINE1. RBP4 may regulate delivery of RDs to the conceptus, which can induce expression of conceptus TGFBs. Latent TGF‐β complexes secreted by the conceptus can facilitate maternal‐conceptus attachment by binding to ITGs on both the endometrium and conceptus. These interactions between latent TGF‐β complexes and ITGs may also induce conformational changes in the latent complexes, enabling binding of bioactive TGF‐βs to both conceptus and endometrial TGFBRs. Further, PA‐activated plasmin is also able to generate bioactive TGF‐βs through proteolysis of latent TGF‐βs. All highlighted conceptus DEGs were significant between both O versus S and T versus S distinct morphologies unless specifically indicated by an asterisk: orange asterisk = significant between O versus S, while not significant between T versus S. Significant DEGs between blastocysts at sequential stages of development throughout the 1st MT are indicated by bubbles corresponding to specific developmental stage comparisons: 1a = ST1 versus S; and 1c = O versus OT1. Green DEGs, upregulated; red DEGs, downregulated; ITGs, integrins; LAP, latency‐associated peptide; MAPK, mitogen‐activated protein kinase; NF‐κB, nuclear factor kappa B; PA, plasminogen activator; pln, plasmin; plngn, plasminogen; RDs, retinoids; TGFBRs, TGF‐β receptors; Treg, regulatory T cell
Figure 5Proposed mechanisms of interactions among highlighted significant DEGs throughout the 1st MT from S to O blastocysts (O vs. S) and across the OMT from S to T blastocysts (T vs. S) that indicate differential conceptus regulation of lipid metabolism throughout the initiation of elongation. Differential expression of (a) steroidogenesis‐related genes within the conceptus may lead to the increase in synthesis and secretion of E2. PLA2s within the conceptus release AA from phospholipids composing the trophectoderm membrane, which can be utilized for PG synthesis by PTGS2 within the endometrium or for generating 12S‐HETE by ALOX12 within the conceptus. Additionally, differential expression of genes involved in (b) phospholipid metabolism, (c) PC/PE metabolism, and (d) sphingolipid metabolism may indicate changes in conceptus phospholipid membrane composition. SLC27A6 facilitates uptake of FAs, including AA, by the conceptus, and PGs, 12S‐HETE, AA, and FAs, as well as their derivatives, can bind and activate conceptus PPAR‐γ. HSD11B1 generates cortisol in the endometrium, which can bind and activate GR, inducing PTGS2 expression and upregulation of PG synthesis. Both PGs and activated GR can also induce endometrial HSD11B1 expression. Endometrial cortisol produced by HSD11B1 as well as GCs can activate conceptus GR; however, conceptus HSD11B2 can covert active cortisol into inactive cortisone, which is unable to bind GR. All highlighted conceptus DEGs were significant between both O versus S and T versus S distinct morphologies unless specifically indicated by an asterisk: orange asterisk = significant between O versus S, while not significant between T versus S; and purple asterisk = significant between T versus S, while not significant between O versus S. Significant DEGs between blastocysts at sequential stages of development throughout the 1st MT are indicated by bubbles corresponding to specific developmental stage comparisons: 1a = ST1 versus S; 1b = OT1 versus ST1; and 1c = O versus OT1. Green DEGs = upregulated; red DEGs = downregulated; 12S‐HETE = 12S‐hydroxyeicosatetraenoic acid; 17OH‐preg = 17‐hydroxy‐pregnenolone; 17OH‐prog = 17‐hydroxy‐progesterone; A4 = androstenedione; A5 = androstenediol; AA = arachidonic acid; C1P = ceramidE−1‐phosphate; CE = cholesteryl ester; Cer = ceramide; ch = choline; CL = cardiolipin; CM = chylomicron; DAG = diacylglycerol; DHCer = dihydroceramide; DHEA = dehydroepiandrosterone; dLDLR = degraded LDLR; E1 = estrone; E2 = estradiol‐17β; eth = ethanolamine; FA = fatty acid; FC = free cholesterol; Gal2Cer = galabiosylceramide; GalCer = galactosylceramide; GCs = glucocorticoids; Glbs = globo‐series glycosphingolipids; GlcCer = glucosylceramide; GM4 = sialylgalactosylceramide; Gngs = ganglio‐series glycosphingolipids; GR = glucocorticoid receptor; HDL = high‐density lipoprotein; IDL = intermediatE−density lipoprotein; LacCer = lactosylceramide; Lcts = lacto‐series glycosphingolipids; LDL = low‐density lipoprotein; LPA = lysophosphatidic acid; MAG = monoacylglycerol; PAF = platelet‐activating factor; PC = phosphatidylcholine; PE = phosphatidylethanolamine; PG = prostaglandin; PGL = phosphatidylglycerol; PhA = phosphatidic acid; PI = phosphatidylinositol; PIPs = phosphoinositides; preg = pregnenolone; prog = progesterone; PS = phosphatidylserine; rCM = chylomicron remnant; S1P = sphingosinE−1‐phosphate; Sa = sphinganine; So = sphingosine; SPH = sphingomyelin; T = testosterone; VLDL = very low‐density lipoprotein
Figure 6Proposed mechanisms of interactions among highlighted significant DEGs throughout the 1st MT from S to O blastocysts (O vs. S) and across the OMT from S to T blastocysts (T vs. S) that indicate differential conceptus regulation of ECM remodeling throughout the initiation of elongation. Conceptus FUT1 may synthesize H‐1 to serve as a carbohydrate ligand that binds to LCTNs on the endometrium; these low‐affinity contacts may facilitate initial attachment of the conceptus to the uterus. Additionally, interactions between HA and CD44 may act as an initial bridge between conceptus and endometrium. As elongation initiates, conceptus CD44‐anchored HA may interact with TSG‐6 and IαIHs at the maternal‐conceptus interface to stabilize the ECM and allow for more firm attachments between the conceptus and endometrium. TGF‐β1 may contribute to this mechanism by inducing conceptus HAS1 and SHAS2 expression to up‐regulate HA synthesis, as well as by inhibiting conceptus expression of CEMIP to reduce HA degradation. Lastly, attachment of SPP1, LN, and FN to ITGs on both the conceptus and endometrium may be essential mechanisms for forming stable adhesions to drive elongation. All highlighted conceptus DEGs were significant between both O versus S and T versus S distinct morphologies unless specifically indicated by an asterisk: orange asterisk = significant between O versus S, while not significant between T versus S; and purple asterisk = significant between T versus S, while not significant between O versus S. Significant DEGs between blastocysts at sequential stages of development throughout the 1st MT are indicated by bubbles corresponding to specific developmental stage comparisons: 1a = ST1 versus S; and 1c = O versus OT1. Green DEGs = upregulated; red DEGs = downregulated; FN = fibronectin; H‐1 = H type 1 antigen; HA = hyaluronan; ITGs = integrins; IαIHs = inter‐alpha‐trypsin inhibitor heavy chains; LCTNs = lectin receptors; LN = laminin; SPP1 = secreted phosphoprotein 1; TSG‐6 = tumor necrosis factor‐alpha‐induced protein 6