| Literature DB >> 32123198 |
Ibrahim Farag Rehan1, Motamed Elsayed Mahmoud2, Doaa Salman3, Asmaa Elnagar4, Saleh Salman5,6, Mohammed Youssef7, Amer Ragheb Abdel Aziz8, Eman Kamal Bazh9, Abd El-Latif Hesham10.
Abstract
Toxoplasma gondii is associated with physiological and psychiatric perturbations. The immune response is interrelated to the progress of anhedonia and despair symptoms of T. gondii-infected subjects. We recently reported that serum N-glycans were altered in mice displayed depressive-like behaviors. However, a novel biomarker that correlated to T. gondii infection and associated behaviors is demanded. Glycomics has been used to find affected glycoproteins during depression. The objective of this study is to investigate serum N-glycomics changes during infection with T. gondii in BALB/c mice, immunocompetent, or in severe combined immunodeficient mice, and after treatment with an immunostimulant; 1-methyl tryptophan. Glycans were examined through glycoblotting-protocol then investigated by MALDI-TOF/MS. Both depressive and sickness-related behaviors were significantly abundant (P ≤ 0.001 each), during acute T. gondii in immunocompetent mice, compared to controls. Only sickness symptoms were evident in immunodeficient mice infected with T. gondii, as associated with high expression level (P ≤ 0.001) of Peak # 15 (2 × Neu5Gc) compared to controls. The alteration of sialylated N-glycan expressions is important to detect the immune status of animals/humans against T. gondii. Moreover, 1-methyl tryptophan reduced depressive-like behavior (P ≤ 0.001) compared to controls. Therefore, sialylated N-glycan (Neu5Ac/Neu5Gc-terminal) is targeted to be used as a novel biomarker of sickness/depressive-like behaviors.Entities:
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Year: 2020 PMID: 32123198 PMCID: PMC7052212 DOI: 10.1038/s41598-020-60681-4
Source DB: PubMed Journal: Sci Rep ISSN: 2045-2322 Impact factor: 4.379
Figure 1Developed anhedonic-and despair-like behaviors after T. gondii infection at 10 day-post infection (10 dpi) in immunocompetent but not in SCID mice. Reduced sucrose preference, as proportion of the complete fluid consumption over 24 hours, immobility duration was measured in T. gondii-infected and control mice (40 dpi) (A), after treatment with 1-MT at 10 dpi (B), and in SCID mice at 10 dpi (C). Data represent as mean ± SD.
Figure 2Sickness-like behaviors were examined through line crossing/3 min of T. gondii-infected and control mice (40 dpi) (A), after treatment with 1-MT at 10 dpi (B), and in SCID mice at 10 dpi (C), also through clinical scoring from day-0 to day-10 in groups of mice infected with T. gondii and then the other handled with 1-MT (D), and in groups of BALB/c infected with T. gondii and the other infected SCID mice (E), and 1-MT, 1-methyl tryptophan.
Figure 3Glycoblotting-based systematic protocol for large-scale glycomics of BALB/c mouse serum samples: (A) N-glycan release; (B) the chemoselective ligation of whole N-glycans of serum glycoproteins by “BlotGlyco” beads; (C) washing; (D) on-bead methylation of sialic acids; (E) trans-iminization by benzyloxiamine to afford N-glycans of the BOA-label; and (F) the assessment of total N-glycome profiling by MALDI-TOF/MS. The figure had been designed by the authors of this manuscript.
Figure 4Serum N-glycoforms, as provided in experiment-I in the statistical analysis of BALB/c expression concentrations and plausible biosynthetic pathways. Two groups comprised experiment-I: [BALB/c-control, and BALB/c- exposed to chronic T. gondii “40 dpi”]. Peak # 13 recognized at m/z 2176 indicates internal standard (I.S), [(Hex)2 (HexNAc)2 (Neu5Ac)2 + (Man)3 (GlcNAc)1], and the final concentration was prepared up to 40 μM.
Figure 5Serum N-glycoforms, as provided in experiment-II in the statistical analysis of BALB/c expression concentrations and plausible biosynthetic pathways. Experiment-II [BALB/c-control, BALB/c- exposed to acute T. gondii “10 dpi”, and BALB/c- treated with 1-MT after exposure to acute T. gondii]. Peak # 13 recognized at m/z 2176 indicates internal standard (I.S), [(Hex)2 (HexNAc)2 (Neu5Ac)2 + (Man)3 (GlcNAc)1], and the final concentration was prepared up to 40 μM. 1-MT: 1-methyl tryptophan.
Figure 6Serum N-glycoforms, as provided in experiment-III in the statistical analysis of BALB/c expression concentrations and plausible biosynthetic pathways. Experiment -III [BALB/c-control, BALB/c- exposed to acute T. gondii “10 dpi”, SCID-control, and SCID-exposed to acute T. gondii “10 dpi”]. Peak # 13 recognized at m/z 2176 indicates the internal standard (I.S), [(Hex)2 (HexNAc)2 (Neu5Ac)2 + (Man)3 (GlcNAc)1], and the final concentration was prepared up to 40 μM. SCID, severe combined immunodeficiency.
Estimated compositions of 18 major N-glycans of BALB/c mouse serum in experiment-I, II, and III.
| Peak # | Composition | Type |
|---|---|---|
| (Hex)2 + (Man)3 (GlcNAc)2 | High-mannose | |
| (Hex)3 + (Man)3 (GlcNAc)2 | High-mannose | |
| (HexNAc)2 (Deoxyhexose)1 + (Man)3 (GlcNAc)2 | Hybrid | |
| (Hex)1 (HexNAc)1 (NeuGc)1 + (Man)3 (GlcNAc)2 | Hybrid | |
| (Hex)1 (HexNAc)2 (Deoxyhexose)1 + (Man)3 (GlcNAc)2 | Complex | |
| (Hex)1 (HexNAc)1 (Deoxyhexose)1 (NeuGc)1 + (Man)3 (GlcNAc)2 | Hybrid | |
| (Hex)2 (HexNAc)1 (NeuGc)1 + (Man)3 (GlcNAc)2 | Hybrid | |
| (Hex)1 (HexNAc)2 (Deoxyhexose)2 + (Man)3 (GlcNAc)2 | Complex | |
| (Hex)1 (HexNAc)2 (NeuGc)1 + (Man)3 (GlcNAc)2 | Complex | |
| (Hex)1 (HexNAc)1 (NeuAc)1 (NeuGc)1 + (Man)3 (GlcNAc)2 | Hybrid | |
| (Hex)3 (HexNAc)1 (NeuGc)1 + (Man)3 (GlcNAc)2 | Hybrid | |
| (Hex)2 (HexNAc)2 (NeuGc)1 + (Man)3 (GlcNAc) | Complex | |
| (Hex)2 (HexNAc)2 (NeuAc)2 + (Man)3 (GlcNAc)1 | I.S | |
| (Hex)2 (HexNAc)2 (NeuAc)2 + (Man)3 (GlcNAc)2 | Complex | |
| (Hex)2 (HexNAc)2 (NeuGc)2 + (Man)3 (GlcNAc)2 | Complex | |
| (Hex)3 (HexNAc)3 (Deoxyhexose)2 + (Man)3 (GlcNAc)2 | Complex | |
| (Hex)4 (HexNAc)3 (Deoxyhexose)1 (NeuAc)1 + (Man)3 (GlcNAc)2 | Complex | |
| (Hex)5 (HexNAc)4 (Deoxyhexose)1 (NeuAc)1 + (Man)3 (GlcNAc)2 | Complex | |
| (Hex)4 (HexNAc)5 (Deoxyhexose)3 + (Man)3 (GlcNAc)2 | Complex |
a) Glycosuit and/or CFG database, BALB/c mouse glycan structures could be recognized in serum, (b) “no source”, (c) not recognized in mice (reported in human), (d) unidentified in mice (reported in rat), and (e) “not categorized”. Peak #13 is an internal (quantified) standard spike. GlycoMod (ExPASy proteomics server, Swiss Institute of Bioinformatics), (http://www.expasy.ch/tools/glycomod/), has been made to detect the compositional annotation and estimated structures. However, the non-reported CFG database structures were detected through (http://www.functionalglycomics.org). Two high-mannose, six hybrids, and ten complex N-glycans were identified in mice serum. HexNAc, N-acetylhexosamine (GlcNAc, N-acetylglucoseamine [blue square] or GalNAc, N-acetylgalactoseamine [yellow square] depends on the description); Deoxyhexose, fucose [red triangle]; Hex, hexose (Mannose [green circle], and galactose [yellow circle] depend on the description); Neu5Ac, 5-N-acetylneuraminic acid [purple diamond]; and Neu5Gc, 5-N-glycolylneuraminic acid [white diamond].I.S, internal standard.
The significance levels (mean ± SD) of 18 major N-glycans in mice serum in experiment-I, II, and III.
| Treatment No. | 1 | 2 | 3 | 4 | 5 | 6 | 7 | 1,2 | 1,3,4,5 | 1,3,6,7 |
|---|---|---|---|---|---|---|---|---|---|---|
| Peak # | BALB/c –Control ( | BALB/c – | BALB/c – | BALB/c – 1-MT ( | BALB/c – | SCID-Control ( | SCID- | Exp. I | Exp. II | Exp. III |
| 0.52 ± 0.3 | 0.83 ± 0.13 | 0.72 ± 0.11 | 1.07 ± 0.36 | |||||||
| 0.87 ± 0.54 | 1.29 ± 0.24 | 1.41 ± 0.09 | 1.5 ± 0.24 | |||||||
| 0.38 ± 0.25 | 1.39 ± 0.26 | 0.38 ± 0.07 | 0.45 ± 0.15 | ……… | ||||||
| 0.48 ± 0.3 | 0.92 ± 0.16 | 1.00 ± 0.03 | 1.41 ± 0.50 | |||||||
| 0.58 ± 0.06 | 1.1 ± 0.21 | 0.41 ± 0.08 | 0.69 ± 0.50 | ……… | ||||||
| 3.36 ± 0.6 | 4.08 ± 0.92 | 5.30 ± 1.32 | 6.15 ± 0.47 | |||||||
| 1.51 ± 0.92 | 2.09 ± 0.36 | 3.22 ± 0.4 | 2.74 ± 0.21 | |||||||
| ……… | ……… | ……… | 0.66 ± 0.03 | |||||||
| 1.37 ± 0.78 | 1.02 ± 0.19 | 2.41 ± 0.23 | 2.14 ± 0.26 | |||||||
| 1.62 ± 1.29 | 5.2 ± 1.05 | 4.75 ± 0.51 | 5.65 ± 1.56 | |||||||
| 0.73 ± 0.46 | 1.61 ± 0.33 | 2.08 ± 0.29 | 2.4 ± 0.50 | |||||||
| 4.12 ± 1.29 | 7.87 ± 1.23 | 9.35 ± 0.59 | 10.6 ± 1.82 | |||||||
| 0.7 ± 0.058 | 1.31 ± 0.17 | 2.06 ± 0.21 | 2.61 ± 0.1 | |||||||
| 108.5 ± 5.89 | 205.84 ± 3.00 | 215.31 ± 4.71 | 212.44 ± 18.92 | |||||||
| 3.6 ± 0.47 | 15.91 ± 0.66 | 16.11 ± 0.82 | 21.51 ± 3.71 | |||||||
| ……… | 1.06 ± 0.18 | ……… | 2.69 ± 1.41 | ……… | ||||||
| 0.43 ± 0.11 | 1.12 ± 0.25 | 1.07 ± 0.21 | ……… | |||||||
| 0.31 ± 0.18 | 0.97 ± 0.18 | 0.66 ± 0.13 | 1.55 ± 0.75 |
Demonstrating the importance of N-glycan, which appears in the t-student test, for the largest expression of the serum N-glycoforms in all mice groups, by statistical analytics. Experiment-I [BALB/c-control, and BALB/c- exposed to chronic T. gondii], experiment-II [BALB/c-control, BALB/c- exposed to acute T. gondii, 1-MT, and BALB/c- treated with 1-MT after exposure to acute T. gondii], experiment-III [BALB/c-control, BALB/c- exposed to acute T. gondii, SCID-control, and SCID-exposed to acute T. gondii]. (“–”) no detection has been made. The meaning level of the asterisk “***”, P ≤ 0.001, the asterisk “**”, P ≤ 0.01 and the asterisk “*”, P ≤ 0.05. 1-MT: 1-methyl tryptophan; Exp.: experiment, SCID: severe combined immune deficiency, and SD: standard deviation.
Ratio of N-glycan of BALB/c mouse serum in experiments I, II and III.
| BALB/c-CNT | BALB/c | BALB/c | BALB/c 1-MT | 1-MT + BALB/c | SCID-CNT | SCID | |
|---|---|---|---|---|---|---|---|
| 13% | 11% | 12% | 11% | 13% | 11% | 14% | |
| 38% | 33% | 35% | 33% | 38% | 33% | 36% | |
| 50% | 56% | 53% | 56% | 50% | 56% | 50% |
Experiment-I [BALB/c-control, and BALB/c- exposed to chronic T. gondii], experiment-II [BALB/c-control, BALB/c- exposed to acute T. gondii, 1-MT, and BALB/c- treated with 1-MT after exposure to acute T. gondii], experiment-III [BALB/c-control, BALB/c- exposed to acute T. gondii, SCID-control, and SCID-exposed to acute T. gondii]. 1-MT: 1-methyl tryptophan; CNT: control; SCID: severe combined immune deficiency, and SD: standard deviation.
Glycotyping analysis (mean ± SD) of high-mannose, mono-fucosylated, and mono-, di-, tri-,tetra-sialylated, bisecting and bi-,tri-,tetra-antennary N-glycan% of BALB/c mouse serum in experiment I, II and III.
| Glycotyping | BALB/c-CNT | 1-MT | 1-MT + | SCID-CNT | SCID | ||
|---|---|---|---|---|---|---|---|
| 1.39 ± 0.03 | 2.84 ± 0.82 | 2.12 ± 0.36 | 3.07 ± 0.51 | 2.13 ± 0.20 | 3.99 ± 0.54 | 2.57 ± 0.59 | |
| 4.64 ± 2.40 | 26.48 ± 1.38 | 17.05 ± 3.59 | 9.97 ± 1.66 | 8.19 ± 2.18 | 12.88 ± 2.46 | 6.15 ± 2.91 | |
| 2.7 ± 1.84 | 17.27 ± 0.59 | 6.63 ± 1.31 | 2.19 ± 0.02 | 0.57 ± 0.003 | 20.57 ± 5.13 | 22.17 ± 5.73 | |
| 0.23 ± 0.21 | 1.27 ± 0.15 | 1.84 ± 0.38 | 0.97 ± 0.18 | 0.66 ± 0.13 | 1.55 ± 0.26 | 2.76 ± 0.52 | |
| 11.52 ± 2.5 | 23.28 ± 1.69 | 23.99 ± 3.33 | 28.15 ± 4.30 | 25.86 ± 1.53 | 2.93 ± 0.31 | 25.67 ± 3.75 | |
| 83.27 ± 5.7 | 232.56 ± 0.77 | 211.83 ± 4.82 | 237.49 ± 1.20 | 221.77 ± 3.05 | 1.86 ± 0.35 | 309.44 ± 1.50 | |
| 0.23 ± 0.005 | 1.27 ± 0.15 | 1.84 ± 0.38 | 0.97 ± 0.09 | 0.66 ± 0.13 | 1.55 ± 0.26 | 2.76 ± 0.52 | |
| 88.51 ± 5.98 | 259.11 ± 10.15 | 222.1 ± 0.009 | 249.3 ± 3.77 | 229.98 ± 0.90 | 243.16 ± 23.49 | 317.18 ± 1.72 | |
| 2.69 ± 0.3 | 17.89 ± 0.63 | 13.75 ± 0.86 | 14.23 ± 0.43 | 10.83 ± 0.33 | 36.51 ± 4.31 | 21.51 ± 1.86 | |
| 0.55 ± 0.009 | 3.02 ± 0.23 | 4.03 ± 2.43 | 2.09 ± 0.002 | 1.73 ± 0.009 | 6.70 ± 1.17 | 2.76 ± 1.96 |
Experiment-I [BALB/c-control, and BALB/c- exposed to chronic T. gondii], experiment-II [BALB/c-control, BALB/c- exposed to acute T. gondii, 1-MT, and BALB/c- treated with 1-MT after exposure to acute T. gondii], experiment-III [BALB/c-control, BALB/c- exposed to acute T. gondii, SCID-control, and SCID-exposed to acute T. gondii]. 1-MT: 1-methyl tryptophan; CNT: control; SCID: severe combined immune deficiency, and SD: standard deviation.
Pearson’s correlation coefficients for % of sucrose preference, immobility duration, line crossing, and the levels of serum N-glycans (Peak# s 14 and 15) in T. gondii infected mice.
| Sucrose preference (r) | Immobility duration (r) | Line crossing (r) | Clinical score (r) | |
|---|---|---|---|---|
| 14 | −0.558** | 0.176 | 0.484* | |
| 15 | 0.303 | −0.896*** | −0.703*** | |
| 14 | 0.696** | 0.845*** | 0.497* | 0.159 |
| 15 | −0.389* | 0.096 | 0.032 | 0.920*** |
| 14 | 0.766*** | −0.580** | −0.141 | −0.168 |
| 15 | −0.210 | 0.026 | −0.163 | 0.439* |
| 14 | 0.993*** | 0.895** | 0.961*** | −0.867*** |
| 15 | −0.968*** | −0.673** | −0.797** | 0.988*** |
Each value represent Pearson’s correlation coefficients *** [r] = 0.7, strong correlation, ** [r] = 0.5–0.7, moderately to strong correlation, and * [r] = 0.3–0.5, weak to moderate correlation. BALB/c- exposed to chronic T. gondii], (A); BALB/c- exposed to acute T. gondii, (B); BALB/c- treated with 1-methyl tryptophan (1-MT) after exposure to acute T. gondii], (C); and severe combined immune deficiency (SCID)-exposed to acute T. gondii], (D). SD: standard deviation.
Specific peaks (μM ± SD) of serum N-glycan as biomarkers of depressive-like behaviors in mice.
| Peak # | ExPasy (MW) | Composition | Type | Source | Group.1 | Group.2 | Group.3 | Group.4 | ||
|---|---|---|---|---|---|---|---|---|---|---|
| Experiment-I | 2378.86 | 2222.78 | (Hex)2 (HexNAc)2 (NeuAc)2 + (Man)3 (GlcNAc)2 | Complex | UniCarbKB | 0.7 ± 0.06 | ||||
| Experiment-II | 0.7 ± 0.06 | 1.31 ± 0.2 | 2.1 ± 0.21 | |||||||
| Experiment-III | 0.7 ± 0.06 | 1.31 ± 0.2 | 2.61 ± 0.1 | |||||||
| Experiment-I | 2410.85 | 2254.77 | (Hex)2 (HexNAc)2 (NeuGc)2 + (Man)3 (GlcNAc)2 | Complex | UniCarbKB | 108.5 ± 5.9 | ||||
| Experiment-II | 108.5 ± 5.9 | 205.84 ± 3.0 | 215.31 ± 4.7 | |||||||
| Experiment-III | 108.5 ± 5.9 | 205.9 ± 3.0 | 212.4 ± 19 |
Based on the protein concentration in the BALB/c experiment-II and the glycosuit dataset, 100 μg proteins for N-glycans and 10 μL of serum glycoproteins have been used. Peak #s 14, 15 can be distinguished among the three experiments. Experiment-I [group.1, BALB/c-control, and group.2, BALB/c- exposed to chronic T. gondii], experiment-II [group.1, BALB/c-control, group.2, BALB/c- exposed to acute T. gondii, group.3, 1-methyl tryptophan (1-MT), and group.4, BALB/c- handled with 1-MT 1-MT after exposure to acute T. gondii], and experiment-III [group.1, BALB/c-control, group.2, BALB/c- exposed to acute T. gondii, group.3, severe combined immunodeficiency (SCID)-control, and group.4, SCID-exposed to acute T. gondii]. GlycoMod (ExPASy proteomics server, Swiss Institute of Bioinformatics), (http://www.expasy.ch/tools/glycomod/), has been made to detect the compositional annotation and estimated structures. Glycan cartoon was assembled through the typical consortium for functional nomenclature, i.e., GlcNAc, N-acetylglucoseamine [blue square]; Hex, hexose (Mannose [green circle], galactose [yellow circle]; and Neu5Ac, 5-N-acetylneuraminic acid [purple diamond]. The asterisk “***” showed a significance level and P ≤ 0.001, “*”, P ≤ 0.05). SD: standard deviation.