Morphological results in saprophyte and pathogen Alternaria spp. inoculated pear samples.
Pear samples were inoculated with saprophyte and pathogen Alternaria spp. and stored at 4℃ (cold storage) and 25℃ (room temperature). Morphological results are shown in Fig. 1. From the figure, spots on inoculated pear samples with both saprophyte and pathogen strains gradually increase in size and the decay of pears get worse following the storage time after inoculation at 25 ℃. Obvious black spot could be observed at 3rd day after inoculation, and pear fruits could be sampled for only four times (20 days) due to the severe decay. As to the storage at 4 ℃, black spots slightly increase after inoculation, and pear fruits could be stored for 30 days with 6 sampling times. Morphological results of pears in different storage temperature show that cold storage condition could inhibit both saprophyte and pathogen Alternaria spp. while 25℃ is not suitable for the storage of infected pears.
From the morphological results, both saprophyte and pathogen Alternaria spp. could infest pear fruits and cause black rot to pears during the storage at 25℃. However, morphological results show no obvious differences between saprophyte and pathogen Alternaria spp. inoculated pear samples both at 4℃ (cold storage) and 25℃ (room temperature).
Natural Alternaria mycotoxins Production Investigation
Although morphological results show unobvious differences between saprophyte and pathogen Alternaria spp. inoculated pear samples. However, natural Alternaria mycotoxins productions still arouse the interest of researchers. In this work, natural Alternaria mycotoxins products were screened and identified with high resolution mass spectrometry (HRMS).
Among all potential natural Alternaria products, the seven target mycotoxins with commercial standards (ALT, ALU, AME, AOH, ATX-I, TeA, and TEN) qualitative and quantitative analyzed. According to ionization mode and molecular weight, one protonated precursor of each target [M + H]+ is selected. Based on MSMS spectrum of precursor, three preponderant product ions were selected, which meet the requirement for the Regulation (EU) 2021/808(24). Chromatograms and mass spectrum parameters for the seven Alternaria mycotoxins are shown in Fig. 2. In this work, satisfactory peak shape and response are obtained with no obvious interfere peaks at the retention time. And the seven Alternaria mycotoxins in the two sample groups and one control group at 4°C and 25°C were quantitatively analyzed based on the peak area (results shown in Table 1).
Table 1
Alternaria mycotoxins production in saprophyte spp. (Group P) and pathogen spp. (Group S) inoculated pear samples during the storage at 4℃ and 25℃.
Group | Strain | Treatment | ALT (µg/kg) | ALU (µg/kg) | AME (µg/kg) | AOH (µg/kg) | ATX-I (µg/kg) | TeA (µg/kg) | TEN (µg/kg) |
P | HB-11 | 4℃ 0 ~ 30 d | ND | ND | 53 ~ 307 | 11 ~ 76 | 18 ~ 1,005 | 8 ~ 5466 | ND |
HB-27 | ND | ND | 9 ~ 11 | ND | 27 ~ 1,409 | 8 ~ 7532 | ND |
HB-72 | ND | ND | 8 ~ 15 | ND | ND | 65 ~ 2398 | ND |
HB-122 | ND | ND | 52 ~ 198 | 9 ~ 44 | ND | 12 ~ 1908 | 2 ~ 13 |
HB-196 | ND | ND | 47 ~ 215 | 27 ~ 149 | 14 ~ 560 | 22 ~ 1349 | ND |
S | M1-2 | 24 ~ 181 | 48 ~ 265 | 150 ~ 15,607 | 43 ~ 1,034 | 17 ~ 150 | 209 ~ 41540 | 113 ~ 1309 |
B2-1-2 | 32 ~ 251 | 29 ~ 297 | 399 ~ 10,718 | 29 ~ 500 | ND | 1047 ~ 62263 | 75 ~ 2252 |
P | HB-11 | 25℃ 0 ~ 20 d | 63 ~ 330 | 14 ~ 122 | 324 ~ 2,620 | 25 ~ 575 | 971 ~ 1,536 | 43 ~ 198 | ND |
HB-27 | ND | ND | 362 ~ 2,902 | 7 ~ 347 | 692 ~ 2,019 | 63 ~ 276 | ND |
HB-72 | ND | 47 ~ 496 | 599 ~ 4,707 | 8 ~ 266 | 1251 ~ 1,701 | 64 ~ 292 | ND |
HB-122 | 18 ~ 57 | 12 ~ 479 | 240 ~ 3,472 | 88 ~ 445 | 1099 ~ 1,326 | 62 ~ 118 | 22 ~ 49 |
HB-196 | 78 ~ 106 | 21 ~ 316 | 418 ~ 5,328 | 13 ~ 207 | 744 ~ 2,596 | 40 ~ 231 | 21 ~ 76 |
S | M1-2 | 457 ~ 7,904 | 237 ~ 4,238 | 396 ~ 13,540 | 129 ~ 2,416 | 13 ~ 196 | 822 ~ 358085 | 53 ~ 577 |
B2-1-2 | 910 ~ 9,876 | 248 ~ 5,157 | 497 ~ 19,381 | 130 ~ 3,388 | ND | 2038 ~ 204752 | 121 ~ 880 |
ND: not detected. S: saprophyte. P: pathogen. |
During the storage at 25°C, AOH, AME, and TeA are detected in all saprophyte and pathogen Alternaria spp. inoculated pear samples. The highest concentrations in saprophytes inoculated pear samples (group S) are 9,876, 5,157, 19,381, 3,388, 204,751, and 880 µg/kg for ALT, ALU, AME, AOH, TeA, and TEN in strain B2-1-2, while the highest concentrations are 7,904, 4,238, 13,540, 2,416, 96, 358,085, and 577 µg/kg for ALT, ALU, AME, AOH, ATX-I, TeA, and TEN in strain M1-2. Specially, ATX-I is detected in strain M1-2 with concentration range at 13 ~ 196 µg/kg, while it is not detected in strain B2-1-2 in group S. Concentrations of ATX-I in group P are detected with highest concentration at 2,596 µg/kg, which is 10 times of that group S. Concentration of ALT in group P are less than 5% of that in group S, and it is even not detected in strain 27 and 72. ALU is almost 10% of group S, and it is still not detected in strain 27. Concentrations of AME and AOH are almost 30% and 15% of group S. Trace amount of TeA are detected at one thousandth of group S. As to TEN, it is only detected in strain 122 and 196 with concentrations at 10% of group S.
Here comes to the storage at 4°C, ATX-I is different from other six mycotoxins with highs concentrations detected in Group P as storage at 25°C. AME and TeA are detected in all saprophyte and pathogen Alternaria spp. inoculated pear samples. The highest concentrations are detected in Group S at 15,607 and 62,263 µg/kg, while concentrations of the two are almost only 2% of Group P. Trace amount of AOH and TEN are detected only in some of pathogen strains (3 strains for AOH and 1 strain for TEN in Group P). It is also observed that ALT and ALU are free in all pathogens inoculated pear samples.
Above all, apparent differences of Alternaria mycotoxins are observed between saprophyte and pathogen Alternaria spp. inoculated pear samples. Compared to pathogens, saprophyte strains are preponderant Alternaria mycotoxins production fungi in inoculated pear samples, except for ATX-I. In addition, the results also show that concentrations of target Alternaria mycotoxins are higher during the storage at 25°C than 4°C.
Modified metabolites of Alternaria mycotoxins Investigation
In Full Mass and ddMS2 scan of this research, ddMS2 scan of TOP 5 precursors is acquired for natural Alternaria products analysis. MS1 and MS2 spectrum in HRMS are processed for neutral loss screening with MZmine (http://mzmine.github.io/). According to the preliminary test, glucose conjugated products are observed in this research. Therefore, glucose conjugates as well as the unconjugated natural products are investigated in this work.
The neutral loss of glucose conjugates in HRMS is 162.0528 Da according to the chemical formula, which losing one anhydro glucose group in chemical structure. NLF (neutral loss filtering) function is used for glucose conjugated metabolites screening in this work by setting neutral loss at 162.0528 Da (Fig. 3A and table S1).
The screening results show that totally 72 glucose conjugates are obtained. And glucose binding reaction is preponderate in pathogen (60 glucose conjugates) than saprophyte (32 glucose conjugates). Among them, there are 20 common glucose conjugates observed in both pathogen and saprophyte. The screening results are further identified with MS2 spectrum based on accuracy mass spectrum using in-house Vender Xcalibur software. In this work, ALU, AME, and TeA glucose conjugates are identified in Alternaria spp. inoculated pear samples (Fig. 3B). Trace amount of ALU-G and AME-G are only detected in both Group S and Group P during the first 15 days of storage, while large amount of TeA-G is detected in Group S only.
Based on the previous seven natural Alternaria mycotoxins and three glucose-conjugated Alternaria metabolites production investigation results, heatmap was established for the screening results (Fig. 3C). From the figure, high amounts of these hazardous products are detected at 25℃. However, cold storage at 4℃ could not guarantee safety due to that Alternaria mycotoxins could also be detected. High amounts of most Alternaria mycotoxins are observed in saprophyte infected pears, except for AME-G, ALU-G, and ATX-1. TeA-G exhibit the highest response in HRMS in saprophyte only.
Natural products differences between Pathogenic and Saprophytic Alternaria spp. inoculated pears
In this work, natural products differences between Pathogenic and Saprophytic Alternaria spp. inoculated pear samples are investigated with HRMS. Features of natural products were processed with mass detection function in MZmine for Full mass and ddms2 filtering. And chromatograms of filtered features were re-established with chromatogram builder function. These chromatograms were further filtered and aligned with function of deconvolution, isotope peak group, and join aligner. Finally, files containing full mass and ddms2 data of all filtered features were exported for further analysis.
Volcano plots between Pathogenic (Group P) and Saprophytic (Group S) Alternaria spp. inoculated pears are constructed via fold change (FC) values (Pathogenic/Saprophytic) and p values based on peak areas of processed features in previously exported full mass data file. In this study, natural products differences with fold change ≥ 4.0 (|log2(FC)| ≥ 2.0) and p value ≤ 0.05 and 0.01 (T test) are considered statistically significant and very significant different, respectively. The vertical lines represent 4.0-fold up- and down-regulation between Pathogenic and Saprophytic Alternaria spp., and the horizontal lines are related to p-value at 0.01 and 0.05 (25).
As shown in Fig. 4, totally 36 natural products exhibit differences between Pathogenic and Saprophytic Alternaria spp. (|log2(FC)| ≥ 2.0, P < 0.05). From the figure, Saprophytic Alternaria spp. are the dominant products producing fungi which could produce more products with extremely differences. Totally, 35 natural products including seven Alternaria mycotoxins are detected up-regulated in the Saprophytic (Group S), while only one feature is detected up-regulated in the Pathogenic (Group P) (log2(FC) ≤ -2.0, P < 0.05). Specially, seven Alternaria mycotoxins are detected upregulated in saprophytic Alternaria spp. (Group S), including TEN (Log2(FC) = -6.00, P = 2.06E-07), TeA-G (Log2(FC) = -10.08, P = 1.82E-04), AOH (Log2(FC) = -2.13, P = 3.22E-03), AME (Log2(FC) = -2.00, P = 5.00E-03), ALT (Log2(FC) = -2.47, P = 8.71E-03), TeA (Log2(FC) = -4.62, P = 2.51E-02), ALU (Log2(FC) = -2.17, P = 4.66E-02). As to the other three Alternaria mycotoxins, ALU-G, AME-G, and ATX-I, the Differences between Pathogenic and Saprophytic are not obvious with Log2(FC) less than 2 times fold up and P value > 0.1.
Molecular networking based metabolic pathway analysis for Alternaria mycotoxins
Feature based molecular networking (FBMN) in GNPS platform (https://gnps.ucsd.edu/) is applied for visible metabolic pathway analysis of Alternaria mycotoxins production in Pathogenic (Group P) and Saprophytic (Group S) Alternaria spp. inoculated pears. Files containing full mass and ddms2 data processed in section 2.3 are uploaded and analyzed with FBMN. Parameters are settled with a minimum requirement of 6 ions and cosine score over 0.7. Metadata file containing Pathogenic or Saprophytic fungi information was added to show the experimental setup which could be benefit for better downstream data visualization, analysis and interpretation(26, 27).
The natural production results of Alternaria mycotoxins are generated and exported to Cytoscape software for visualized analysis. In molecular networking results, Alternaria mycotoxins and potential metabolites are connected to each other, which refer to "molecular families". The connected edge represents as mass shift, which indicating metabolic pathway of these products(28–30) (Fig. 5). Each node represents a compound, which is divided by the two different Alternaria fungi with different colors to distinguish the spectral sources.
From the figure, six Alternaria mycotoxin families (AOH and AME; ALT; ALU; TEN; TeA-G; and TeA) are obtained with metabolic pathway and three (ATX-I, ALU-G, and AME-G) are detected with one node only. Based on the pie results in the figure, it can be observed that Saprophytic (Group S) Alternaria spp. are predominant for mycotoxins and potential metabolites production.
Family A consists of four compound nodes, including AOH (C14H10O5, m/z: 259.0601, RT: 5.84) and AME (C15H12O5, m/z: 273.0757, RT: 6.94) and two metabolites m/z: 273.0756 (RT: 7.03 min) and m/z: 289.0705 (RT: 6.29 min) (Fig. 5A). AOH and AME are connected to each other with mass shift at 14.016, indicating AME is methylation metabolite of AOH with high reliability (cosine value over 0.75). Feature with m/z: 273.0756 is potential metabolite of AOH with mass shift at 14.016, indicating metabolic pathway of methylation. And it is also an isomer of AME. Feature with m/z: 289.0705 is identified as metabolite of AOH. And the metabolic pathway is combination of methylation and hydroxylation. This metabolite is also identified in the GNPS library as 2-Hydroxyalternariol-9-methyl ether_120110 (C15H12O6).
Three features make up family B (Fig. 5B), including ALT (C15H16O6, m/z: 293.1518, RT: 5.22). The three features directly connect with each other. The feature node (C15H14O5, m/z: 275.0913, RT: 5.06 min) is a dehydration metabolite of ALT with mass shift at 18.060. Further hydrolysis reaction result in the feature node (C15H16O6, m/z: 293.1016, RT: 4.88), which is also an isomer of ALT.
Family C of ALU (C15H16O6, m/z: 291.0867, RT: 5.60) is shown in Fig. 5C, which consists of four features. Two isomers ((m/z: 291.0886, RT: 5.71) and (m/z: 291.0882, RT: 4.83)) and one dehydration metabolite (m/z: 273.0757, RT: 5.71) of ALU are detected in the molecular networking result.
Family D consists of five feature nodes (Fig. 5D). The TEN node (C22H30N4O4, m/z: 415.2323, RT: 5.97) is directly connected to the other four compound nodes. Metabolite (m/z: 460.2908, RT: 5.52) of TEN exhibits a mass shift of 45.059 with delta mmu of 1.151, indicating dimethylamination reaction. Further dedimethylamination reaction results in a TEN isomer (m/z: 415.2535, RT: 5.67). Mass shift at 2.017 indicates the metabolic pathway of hydrogenation. Metabolite (m/z: 327.1961, RT: 5.79) with mass shift at 88.036 is not identified in this work.
Family E and F are TeA-G (C10H15NO3C6H10O5, m/z: 360.1653, RT: 4.61) and TeA cluster (C10H15NO3, m/z: 198.1125, RT: 5.91), respectively (Fig. 5E, 5F). TeA-G family consists of 8 nodes. Six metabolites are detected with metabolic pathway mainly include methylation, dehydration, didehydration, and combination of demethylation and dihydroxylation with mass shift at 14.015, 18.010, 36.022, and 30.013, respectively. One feature (m/z: 210.1166, RT: 4.56) with mass shift at 84.014 is not identified in this work. TeA family consists of 5 nodes with two identified and two unidentified metabolites of TeA. Metabolic pathway of the two identified metabolic are isomerization and acetylation. Specially, acetylation reaction is only detected in the metabolism of TeA.
As shown in Fig. 5G, ATX-I (C20H16O6, m/z: 353.1108, RT: 5.48) and two glucose-conjugated Alternaria mycotoxins ALU-G (C20H16O6C6H10O5, m/z: 453.1380, RT: 4.18) and AME-G (C15H12O5C6H10O5, m/z: 435.1596, RT: 4.61) are independent compound nodes without molecular networking. The results revealed that the three mycotoxins are difficult to be metabolized in inoculated pear samples.
According to the previous, Alternaria mycotoxins and related metabolites are identified based on molecular networking results. And metabolic pathways mainly include acetylation, dehydration, didehydration, dimethylamination, hydrogenation, isomerization, methylation, combination of methylation and hydroxylation, and combination of demethylation and dihydroxylation. Moreover, from the pie results in the molecular networking, it can be observed that Saprophytic Alternaria spp. are predominant for mycotoxins and potential metabolites production.