Next Article in Journal
Reconstruction of Gut Bacteria in Spodoptera frugiperda Infected by Beauveria bassiana Affects the Survival of Host Pest
Next Article in Special Issue
Endophytic Fungal Diversity in Cirsium kawakamii from Taiwan
Previous Article in Journal
Armillaria altimontana in North America: Biology and Ecology
Previous Article in Special Issue
New Guaiane-Type Sesquiterpenoids Biscogniauxiaols A–G with Anti-Fungal and Anti-Inflammatory Activities from the Endophytic Fungus Biscogniauxia Petrensis
 
 
Font Type:
Arial Georgia Verdana
Font Size:
Aa Aa Aa
Line Spacing:
Column Width:
Background:
Article

Anti-SARS-CoV-2 Agents in Artemisia Endophytic Fungi and Their Abundance in Artemisia vulgaris Tissue

1
Faculty of Pharmacy and Pharmaceutical Sciences, Fukuyama University, Sanzo,1 Gakuen-cho, Fukuyama, Hiroshima 729-0292, Japan
2
Department of Virology II, National Institute of Infectious Diseases, Toyama 1-23-1, Shinjuku-ku, Tokyo 162-8640, Japan
3
Research Center for Drug and Vaccine Development, National Institute of Infectious Diseases, Toyama 1-23-1, Shinjuku-ku, Tokyo 162-8640, Japan
4
Research Center for Pharmaceutical Ingredients and Traditional Medicine, National Research and Innovation Agency (BRIN), Jalan Raya Bogor Km 46, Cibinong, Bogor 16911, Indonesia
5
Medical Faculty, Malahayati University, Jl. Pramuka No.27, Kemiling Permai, Bandar Lampung 35152, Indonesia
*
Author to whom correspondence should be addressed.
J. Fungi 2023, 9(9), 905; https://doi.org/10.3390/jof9090905
Submission received: 4 August 2023 / Revised: 30 August 2023 / Accepted: 31 August 2023 / Published: 5 September 2023
(This article belongs to the Special Issue Diversity and Secondary Metabolites of Endophytic Fungi)

Abstract

:
Coronavirus disease 2019 is caused by severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2). Therapeutic agents for the disease are being developed. Endophytes are diverse and produce various secondary metabolites and bioactive substances. We isolated 13 endophytes from the leaves and stems of Artemisia vulgaris. Antiviral testing using the culture extracts of these endophytic fungi revealed that five isolates effectively inhibited the replication of SARS-CoV-2. These extracts were used to study the inhibitory effect of SARS-CoV-2 on 3C-like protease, and two isolates proved useful. Both isolates were from the genus Colletotrichum; therefore, the percentage of Artemisia endophytic fungi in the plant tissue was observed to be an important factor in plant site selection. Thus, we conducted a macroanalysis using next-generation sequencing to analyze the percentage of endophytes in the stems (whole, skin, and inner), leaves, roots, and cultivating soil, as well as to determine the location of each genus. To the best of our knowledge, this study is the first to report that Colletotrichum spp. are abundant in stems and that stem-based methods are the most efficient for isolating endophytes targeting Colletotrichum spp.

1. Introduction

Coronavirus disease 2019 (COVID-19), caused by severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2), has been detrimental to global public health, the global economy, and society. Drugs that inhibit SARS-CoV-2 are clinically available, including neutralizing antibodies against viral spike proteins, protease inhibitors, and polymerase inhibitors. However, since variants can acquire resistance to some of the aforementioned drugs, new strategies are required to combat this virus.
Planet Earth has several symbioses from different life forms, including animals, plants, microorganisms, and humans. Plants live in symbiosis with other living organisms, providing them with food, fuel, oxygen, and other benefits. Endophytes are microorganisms that live in symbiosis with plants without harming their host plant [1,2]. Endophytes are beneficial to their hosts in terms of resistance to the environment [3] and reduced feeding damage [4,5]. In addition, endophytes contribute to the host and environmental organisms through the production of secondary metabolites and derivatization [6,7,8,9,10].
Throughout human history, microbial secondary metabolites, such as penicillin and streptomycin, have played important roles as specific drugs against infectious diseases. Microorganisms must survive and compete for survival. The risk of the outbreak of emerging infectious diseases, such as COVID-19, is increasing in this century because of climate change, urbanization, and global travel and trade. We have focused on the diversity of endophytes and their products as a method of combating these emerging infectious diseases.
The water extract of Artemisia annua has been shown to inhibit the replication of SARS-CoV-2 in vitro [11]. No reports have been published on the inhibition of SARS-CoV-2 replication using the extract of Artemisia vulgaris and its endophytic culture. However, it has been reported that endophyte products inhibit the replication of human coronavirus, HCoV229E [12]. The present study demonstrated the antiviral effect of endophytic products.
Artemisia spp. are widespread in Asia, Europe, the Americas, and Africa, with a variety of more than 400 species. Thus, it is assumed that their endophytes are even more diverse, as has been reported [13]. However, the inhibitory effect of these Artemisia-endophyte-producing organisms on SARS-CoV-2 has not been reported. In 2017–2019, we identified the endophyte filamentous composition of A. vulgaris collected in Japan and Indonesia and reported the ability of the isolates to convert artemisinin [14].
Here, we prepared a culture extract of the endophyte filamentous fungi of A. vulgaris that inhibited the replication of SARS-CoV-2, measured the 3CL protease inhibitory activity of the extract, and discovered that genus Colletotrichum is a useful microbial strain. The next-generation sequencing (NGS) analysis of endophyte abundance in A. vulgaris tissue was employed to determine the proportion of Colletotrichum and other genera of filamentous fungi in Artemisia plants.

2. Materials and Methods

2.1. Host Plant and Its Endophytic Fungi

In 2019, a native A. vulgaris plant was collected at Fukuyama University (Hiroshima, Japan) after identification as a host plant, and the leaves and stems were obtained. The plant parts were used to isolate endophytes to obtain 13 filamentous species, including 5.8 S ribosomal DNA (rDNA). The sequence analysis of the internal transcribed spacer (ITS) 1 to ITS2 regions revealed the composition of the genus [14].

2.2. Preparation of Endophytic Culture Extracts

Each of the 13 endophytic fungi isolated from A. vulgaris was inoculated in a potato dextrose broth (PDB) medium (200 mL; 24 g of PDB in 1 L of water) and incubated for 14 days (140 rpm reciprocating shaking, 27 °C). After homogenizing the culture medium, they were extracted with ethyl acetate (300 mL, three times). The extract was evaporated under reduced pressure and allowed to dry. Dimethyl sulfoxide (DMSO) was added to each extract to a concentration of 10 mg/mL and used as samples for the activity test against SARS-CoV-2.

2.3. Cell Culture

VeroE6/TMPRSS2 cells, VeroE6 cells overexpressing the transmembrane serine protease 2 gene, were cultured at 37 °C in 5% CO2, as previously described [15].

2.4. Infection Assay

SARS-CoV-2 was handled at a biosafety level 3 (BSL3). For the infection assay, VeroE6/TMPRSS2 cells were inoculated with a SARS-CoV-2 Wk-521 strain (2019-hCoV/Japan/TY/WK-521/2020) at a multiplicity of infection of 0.003 for 1 h and washed out. Cells cultured for 24 h were used to measure the extracellular viral RNA or those cultured for 48 h were examined for cytopathic effect (CPE). The 13 culture extracts from Artemisia endophytes were added during the virus inoculation (1 h) and post inoculation (24 or 48 h) at 100 and 33 µg/mL. Remdesivir (10 µM) was used as a positive control to inhibit virus replication.

2.5. Quantification of Viral RNA

Viral RNA was extracted using a MagMAX Viral/Pathogen II Nucleic Acid Isolation Kit (Thermo Fisher Scientific, Waltham, MA, USA) and quantified by real-time reverse-transcription polymerase chain reaction (RT-PCR) analysis with a one-step quantitative RT-PCR kit (THUNDERBIRD™ Probe One-step qRT-PCR kit, Toyobo, Osaka, Japan) as previously described [15].

2.6. Cell Viability

Cell viability was examined using Cell Counting Kit-8 (Dojindo Laboratories, Kuma-moto, Japan) as previously described [15].

2.7. The Ethanol Extract of A. vulgaris

The overground parts of A. vulgaris were collected at Fukuyama University. The plants were immediately freeze-dried and pulverized in a mixer. Five grams were weighed and extracted with 50 mL of ethanol for 24 h. The extract was concentrated in an evaporator for assay of bioactivity.

2.8. SARS-CoV-2 3C-like Protease Inhibitory Activity Test

The activity was determined using the Untagged 3C-like (3CL) Protease (SARS-CoV-2) Assay Kit (BPS Bioscience Inc., San Diego, CA, USA) according to the operating manual. The procedure is as follows. Here, 3CL protease (untagged enzyme, 4 ng/µL) in an assay buffer (30 µL) was preincubated with the test compounds (10 µL; final concentrations of 0.1, 0.3, and 1.0 mg/mL in a final volume of 50 µL) for 30 min at 25 °C. The enzymatic reaction was initiated by adding the substrate solution (10 µL). The reaction mixture was incubated for 4 h at 25 °C. Wells with 1% DMSO, 4 ng/µL enzyme, and 50 mM substrate functioned as positive controls with no enzyme inhibition. Wells with GC376 (final concentrations of 2.5, 7.5, 25, 75, and 250 µM) functioned as the standard inhibitor and negative control. The fluorescence intensity of each reacted fraction was measured using an Infinite 200 Pro microplate-reading fluorimeter (Tecan Trading AG, Zurich, Switzerland). Fluorescence measurements were performed at excitation and fluorescence wavelengths of 360 and 460 nm, respectively. Based on the obtained fluorescence intensity, dose–response curves were created using the statistical software, R, to determine the half-maximal inhibitory concentration (IC50).

2.9. Metabarcoding Analysis of Fungi Abundance in A. vulgaris and Their Cultivar Soil Sample Collection and DNA Extraction

A. vulgaris was collected from the same locations as the endophyte isolation. The following procedure was employed for the samples of leaves, stems (whole, outer skin, and inner), and roots: they were freeze-dried and crushed in a mixer. Soil samples were also collected from the A. vulgaris cultivated soil and preserved by freezing. Each sample (50 mg, plant; 25 mg, soil) was mechanically lysed using the Micro Smash MS-100 (Tomy Seiko Co., Ltd., Tokyo, Japan). Total DNA from the lysate was extracted using a phenol/chloroform/isoamyl alcohol mixture, precipitated, and washed with ethanol. Thereafter, the DNA pellets were resuspended in Tris-ethylenediaminetetraacetic acid (EDTA) buffer with RNase A (Sigma-Aldrich, St. Louis, MO, USA), purified using the High Pure PCR Template Preparation Kit (Roche Diagnostics, Mannheim, Germany), and suspended in an elution buffer (200 μL) according to the manufacturer’s instructions.

2.10. Analysis of the Mycobiome Composition

The ITS region, as the primary fungal barcode marker, was amplified using the Tks Gflex DNA Polymerase (Takara, Shiga, Japan) and the primers ITS1F (5′-ACACTCTTTCCCTACACGACGCTCTTCCGATCTGGTCATTTAGAGGAAGTAA-3′) and ITS2R (5′-GTGACTGGAGTTCAGACGTGTGCTCTTCCGATCTGCTGCGTTCTTCATCGATGC-3′). The PCR products were purified using the AMPure XP purification kit (Beckman Coulter, Brea, CA, USA) and indexed using the primers 2ndF (5′-AATGATACGGCGACCACCGAGATCTACAC-Index2-ACACTCTTTCCCTACACGACGCTCTTCCGATCT-3′) and 2ndR (5′-CAAGCAGAAGACGGCATACGAGAT-Index1-GTGACTGGAGTTCAGACGTGTGCTCTTCCGATCT-3′).
The indexed library was purified using the AMPure XP purification kit and quantified using the Qubit 4 Fluorometer (Thermo Fisher Scientific, Tokyo, Japan). All the samples were added to the multiplex pool at equimolar concentrations and sequenced using the Illumina MiSeq platform (Illumina, San Diego, CA, USA). The amplified libraries were paired-end sequenced using the MiSeq Reagent Kit v3 (600 cycles) and PhiX control v3 (Illumina). The community analysis of the reads was performed using QIIME2 (ver. 2021.4) [16]. Primer sequences were removed using the Cutadapt plugin in QIIME2 [17]. The reads were denoised and clustered based on amplicon sequence variants (ASVs) at a single-nucleotide resolution using the DADA2 plugin in QIIME2 [18]. The derived ASVs were taxonomically classified using a naïve Bayes classifier trained on reference sequences based on operational taxonomic units clustered using a 99% identity threshold in the UNITE (v8.2) database https://unite.ut.ee/ (accessed on 19 May 2023) [19].
The ASVs (10,000 reads) were used for the alpha diversity estimation of the observed features (observed ASVs), Faith’s phylogenetic diversity (PD), and Shannon index. Beta diversity metrics were calculated using the ASVs from each sample based on the weighted and unweighted UniFrac distances. alpha- and beta diversity visualizations were conducted using ggplot2 and reshape2 in R (v4.1.2).

2.11. Statistical Analyses

Alpha diversity was analyzed using Tukey’s test. Beta diversity was visualized using principal coordinate analysis. Permutational multivariate analysis of variance was employed to detect statistical differences in the mycobial community structure of the groups. Statistical significance was set at p < 0.05.

3. Results

3.1. Anti-SARS-CoV-2 Activity of Artemisia Endophyte Extract

Each of the 13 endophytes previously identified was cultured in a PDB medium (27 °C, shaking culture) for 14 days. Each culture was extracted using ethyl acetate. The extracts were concentrated under reduced pressure and used as samples for an anti-SARS-CoV-2 assay. Table 1 lists the amounts of culture extract obtained from the 13 endophyte cultures.

3.1.1. Effect of Endophytic Extracts on the Cytopathology of SARS-CoV-2-Infected Cells

VeroE6/TMPRSS2 cells were treated with the culture extracts at two concentrations (100 and 33 µg/mL) during the SARS-CoV-2 inoculation for 1 h and post inoculation for 48 h to observe the cytopathology induced by SARS-CoV-2 propagation in cells. Compounds that inhibit SARS-CoV-2 infection/replication augment cell viability. As shown in Figure 1A, four culture extracts augmented cell viability, showing more than 20% cell viability of the virus-free (virus-) control, including H-1 (Mollisia sp.), O-1, and two species of Colletotrichum sp., E-2, and L-3. However, Figure 1B shows no predominant cell viability at a culture extract concentration of 33 µg/mL.

3.1.2. Viral RNA Level of Endophytic Extracts to SARS-CoV-2-Infected Cells

To examine the effect on the viral RNA levels, VeroE6/TMPRSS2 cells were treated with the extract at 100 or 33 µg/mL with a SARS-CoV-2 inoculum for 1 h and post inoculation for 24 h to recover the culture media to quantify the SARS-CoV-2 RNA. Five culture extracts reduced the viral RNA levels to less than 20% of the DMSO-treated control when used at a concentration of 100 µg/mL (Figure 2A). These included B-2 (Cryptococcus sp.), H-1 (Mollisia sp.), O-1 (Aspergillus sp.), and E-2 and L-3 (Colletotrichum sp.). In addition, B-2 exhibited an apparent reduction in viral RNA levels at 33 µg/mL (Figure 2B).

3.1.3. Cytotoxicity to VeroE6/TMPRSS2 Cells

To examine the toxicity of the extract to cells independent of infection, endophyte culture extracts at 100 or 33 µg/mL were added to the VeroE6/TMPRSS2 cells without infection and incubated at 24 h to quantify cell viability. A-1 (Aspergillus sp.), B-2 (Cryptococcus sp.), L-1 (Diaporthe sp.), and N-1 (Aspergillus sp.) showed a reduction in viability to less than 80% of the DMSO-treated control (Figure 3), suggesting that the observed activity to reduce the viral RNA levels of B-2 was due to the cytotoxic effect. This was consistent with their inability to inhibit the SARS-CoV-2-induced CPE. Oppositely, H-1, O-1, E-2, and L-3 were suggested to exhibit anti-SARS-CoV-2 activities without cytotoxicity.

3.1.4. SARS-CoV-2 3CL Protease Inhibitory Activity Test

B-2, E-2, H-1, L-3, O-1, and the ethanol extract of A. vulgaris were active in the antiviral test against SARS-CoV-2. They were tested during the 3CL protease inhibition activity test. The results showed that the enzyme activities of E-2 and L-3 (IC50: 95 and 244 µg/mL, respectively) significantly reduced, indicating 3CL protease inhibitory activity. Interestingly, both were observed to be Colletotrichum spp. (Figure 4).
We have reported that the endophytic fungus, Colletotrichum sp., whose 3CL protease inhibitory activity was confirmed above (E-2 and L-3), is frequently isolated from A. vulgaris, which is native to Japan and Indonesia [14]. A comparison of endophyte compositions in different native habitats showed that Colletotrichum sp. tends to be frequently isolated as a common genus (Figure 5).
The tissues of A. vulgaris in which Colletotrichum is abundant will be important for strategies of future isolation experiments. Thus, a metabarcoding analysis of the ITS region was performed to determine the percentage of fungi abundance in each A. vulgaris tissue.

3.2. Metabarcoding Analysis of Fungi Abundance in A. vulgaris and Their Cultivar Soil

As previously indicated, the composition of endophytes is dependent on the environment of the host plant. Thus, it is assumed that endophytes infiltrate plants via soil infection. Here, metabarcoding analyses were performed in the fungal ITS region by sampling the leaves, stems, and roots of A. vulgaris, as well as cultivar soil. Sordariomycetes is a class of Colletotrichum spp. with the inhibitory activity of the 3CL protease of SARS-CoV-2. This metabarcoding analysis revealed that Sordariomycetes exist in each tissue (stem, leaf, and root) of A. vulgaris (Figure 6). In addition, these results showed that the mycobiome of the soil and plant exhibited different patterns (Figure 6). A similar case was observed for the underground part, the roots. To the best of our knowledge, this finding is the first evidence that roots, the boundary between plant and soil, constitute the mycobiome of plants.
Next, the alpha diversities of A. vulgaris leaves; stems (whole, skin, and inner); and roots were compared. Alpha diversity was calculated using three indices (observed features, Faith’s PD, and Shannon index) based on NGS-analyzed sequences. The results showed that the species diversity of the stem (inner) was significantly higher in all indices (Figure 7). This suggests less competition for survival in the stem. This may be because the inner part of the plant tissue is better protected than the root, leaf, and stem skin, which are in constant contact with the environment on the plant tissue’s surface. In addition, the roots have more diversity compared with those of the plant parts in contact with the environment. This allows for a new hypothesis that the soil in the rhizosphere protects the root endophytes.
The overall compositions of the mycobiome of A. vulgaris leaves, stems (whole, skin, and inner), and roots were compared using beta diversity indices for the weighted and unweighted UniFrac distance. The results showed that when Unweighted UniFrac was used as the index, there was an overlap between the whole stem and the skin and leaf samples, while the stem inner and root samples significantly changed diversity (Figure 8). When weighted UniFrac was used as the index, stem (whole)–leaf, stem (whole)–stem (skin), and stem (whole)–stem (inner) samples were observed to be close in distance, whereas the other sample combinations significantly changed diversity (Figure 8). In particular, the root samples substantially changed diversity compared with other samples. This finding provides evidence that rhizosphere soils strongly influence the composition of root endophytes.
Furthermore, in previous endophyte studies [14], we isolated the following from A. vulgaris: (a) Aspergillus, (b) Cladosporium, (c) Colletotrichum, (d) Cryptococcus, (e) Diaporthe, and (f) Penicillium. The percentage abundance in each tissue was calculated for each genus (Figure 9).
(a)
Aspergillus spp. are more abundant on the stem and leaves and skin than on the inner part of the stem.
(b)
Cladosporium spp. are more abundant on the stem and leaves, with a tenth of the abundance of Aspergillus, and are present in the inner part of the stem and the skin to the same extent.
(c)
Colletotrichum spp. are more abundant on the stem and leaves and account for the largest abundance of the six genera. They are more abundant on the skin than on the inner part of the stem.
(d)
Cryptococcus spp. are abundant in the leaves and have the lowest abundance (approximately 0.05%).
(e)
Diaporthe spp. are abundant in the leaves and roots, with a particularly high percentage in the roots.
(f)
Penicillium spp. are abundant in the stem and leaves, with a higher percentage abundance in the skin than in the inner part of the stem.
Figure 9. Fungi abundance of (a) Aspergillus, (b) Cladosporium, (c) Colletotrichum, (d) Cryptococcus, (e) Diaporthe, and (f) Penicillium in each A. vulgaris tissue.
Figure 9. Fungi abundance of (a) Aspergillus, (b) Cladosporium, (c) Colletotrichum, (d) Cryptococcus, (e) Diaporthe, and (f) Penicillium in each A. vulgaris tissue.
Jof 09 00905 g009

4. Discussion

Here, we observed that the culture extracts of five symbiotic microorganisms (Cryptococcus sp. of B-2, Mollisia sp. of H-1, Aspergillus sp. of O-1, and Colletotrichum spp. of E-2 and L-3) isolated from A. vulgaris exhibited anti-SARS-CoV-2 activity in a cell culture infection model. As far as we know, this is the first report of anti-SARS-CoV-2 activity in culture extracts of A. vulgaris endophytes. Two extracts (Colletotrichum spp. of E-2 and L-3) exhibited 3CL protease inhibitory activity against SARS-CoV-2. Interestingly, two filamentous fungi of Colletotrichum were shown to target the 3CL protease of SARS-CoV-2. Filamentous fungi of the genus Colletotrichum are known plant pathogens that infect crops and cause anthracnose. Many Colletotrichum spp. are also producers of a variety of secondary metabolites with diverse biological activities [20]. The genus Colletotrichum, with its diverse production potential, is useful in the search for biologically active substances.
Metabarcoding analysis using NGS revealed significant differences between the mycobiome abundance in the stems, leaves, and roots of A. vulgaris and the mycobiome pattern in the cultivar soil. To date, the comparison of endophytes in plant tissues with the mycobiome of their culture soils has been the first challenge to visually demonstrate the differences. The highest ratio of Dothideomycetes was present in each tissue of A. vulgaris, whereas, in the soil, Agaricomycetes was the most present, forming a mycobiome. This was similar to our previous 2023 report on the endophyte composition of A. vulgaris [14] and the bar graph reconstructed with the endophyte composition class of Artemisia spp. published in 2018 [13]. More than 70% of the endophytes were composed of Dothideomycetes and Sordariomycetes, with less than 2% of Agaricomycetes (Figure S1). Thus, the visualization of the mycobiome derived from the present metabarcoding analysis was highly reproducible.
In addition, the alpha diversity analysis showed that the inner part of the plant was more advantageous for diversity in comparison with the plant part in contact with the outside and the interior. This was supported by Paloma et al. [21] who reported that the endosphere of Arabidopsis thaliana roots was more diverse than the episphere, attributable to the bacterial flora of the soil rhizosphere. The diversity of the fungal flora in the stem also increases the potential to benefit from the acquisition of fungus-derived secondary metabolites and their derivatives.
This finding can be rephrased as the reliability of the data on genus abundance in each tissue shown in Figure 9. Thus, if the aim is to obtain endophytes of genera Diaporthe and Cryptococcus, the survey should focus on roots and leaves. If the aim is to acquire Aspergillus, Cladosporium, Colletotrichum, and Penicillium genera, the stem and leaves should be mainly investigated. However, the genera, Aspergillus, Penicillium, and Colletotrichum, which had antiviral effects on SARS-CoV-2, are more abundant on the skin than in the stem. This suggests that when isolating the endophytes, surface sterilization should be carefully performed by, for example, lowering the concentration of sodium hypochlorite and shortening the soaking time. The study findings can serve as a guide for endophyte surveys in the future.

5. Conclusions

This research has indicated that the stem skins of Artemisia vulgaris are particularly effective in obtaining endophytes that can combat SARS-CoV-2. Specifically, Colletotrichum spp. found within the stem skins has been found to possess the ability to inhibit the 3CL protease of SARS-CoV-2, while Aspergillus sp. is effective against infected cells. One of the key benefits of this innovative method is that the target can be chosen by adjusting the specific part of the plant used for isolation. Leaves with a high abundance of Penicillium spp. are optimal for antibiotics, while roots with a high abundance of Diaporthe spp. [22] are optimal for antifungal and anti-inflammatory targets. This innovative study exemplifies a highly efficient system for discovering a diverse range of endophytes that can be evaluated for their potential in developing new drugs against various organisms.

Supplementary Materials

The following supporting information can be downloaded at: https://www.mdpi.com/article/10.3390/jof9090905/s1, Figure S1: Class composition of endophytic fungi from isolated data of A. vulgaris [14] and Artemisia sp. [13].

Author Contributions

Conceptualization, S.M.; methodology, S.M., K.W. and K.T.; software, S.M.; validation, S.M., K.W. and K.T.; formal analysis, S.M., K.W., S.N., T.H. and M.K.; investigation, S.M., A.A. and M.K.; resources, S.M.; data curation, S.M., S.N., K.W., T.H. and K.T.; writing—original draft preparation, S.M.; writing—review and editing, S.M., S.N., K.W., A.A. and K.T.; visualization, S.M., S.N. and K.T.; supervision, S.M., K.W. and K.T.; project administration, S.M. and K.W.; funding acquisition, S.M., K.W., A.A. and K.T. All authors have read and agreed to the published version of the manuscript.

Funding

This research was funded by the Japan Science and Technology Agency Strategic International Collaborative Research Program (SICORP, Japan), grant number JPMJSC15H1, JSPS KAKENHI, grant number 23K06189, and Japan Agency for Medicinal Research and Development (AMED), grant number JP22fk0108529.

Institutional Review Board Statement

Not applicable.

Informed Consent Statement

Not applicable.

Data Availability Statement

Not applicable.

Conflicts of Interest

The authors declare no conflict of interest.

References

  1. Saikkonen, K.; Wäli, P.; Helander, M.; Faeth, S.H. Evolution of endophyte-plant symbioses. Trends Plant Sci. 2004, 9, 275–280. [Google Scholar] [CrossRef] [PubMed]
  2. Wani, Z.A.; Ashraf, N.; Mohiuddin, T.; Riyaz-Ul-Hassan, S. Plant-Endophyte Symbiosis, an Ecological Perspective. Appl. Microbiol. 2015, 99, 2955–2965. [Google Scholar] [CrossRef]
  3. Arachevaleta, M.; Bacon, C.W.; Hoveland, C.S.; Radcliffe, D.E. Effect of the Tall Fescue Endophyte on Plant Response to Environmental Stress. Agron. J. 1989, 81, 83–90. [Google Scholar] [CrossRef]
  4. Siegel, M.R.; Latch, G.C.M.; Johnson, M.C. Fungal Endophytes of Grasses. Annu. Rev. Phytopathol. 1987, 25, 293–315. [Google Scholar] [CrossRef]
  5. Kanda, K.; Hirai, Y.; Koga, H.; Hasegawa, K. Endophyte-Enhanced Resistance in Perennial Ryegrass and Tall Fescue to Bluegrass Webworm, Parapediasia Teterrella. Jpn. J. Appl. Entomol. Zool. 1994, 38, 141–145. [Google Scholar] [CrossRef]
  6. Stierle, A.; Strobel, G.; Stierle, D. Taxol and Taxane Production by Taxomyces Andreanae, an Endophytic Fungus of Pacific Yew. Science 1993, 260, 214–216. [Google Scholar] [CrossRef]
  7. Eyberger, A.L.; Dondapati, R.; Porter, J.R. Endophyte Fungal Isolates from Podophyllum peltatum Produce Podophyllotoxin. J. Nat. Prod. 2006, 69, 1121–1124. [Google Scholar] [CrossRef]
  8. Kusari, S.; Zühlke, S.; Spiteller, M. An Endophytic Fungus from Camptotheca acuminata That Produces Camptothecin and Analogues. J. Nat. Prod. 2009, 72, 2–7. [Google Scholar] [CrossRef]
  9. Kusari, S.; Lamshöft, M.; Zühlke, S.; Spiteller, M. An Endophytic Fungus from Hyperucyn Perforatum That Produces Hypericin. J. Nat. Prod. 2008, 71, 159–162. [Google Scholar]
  10. Maehara, S.; Simanjuntak, P.; Maetani, Y.; Kitamura, C.; Ohashi, K.; Shibuya, H. Ability of Endophytic Filamentous Fungi Associated with Cinchona Ledgeriana to Produce Cinchona Alkaloids. J. Nat. Med. 2013, 67, 421–423. [Google Scholar] [CrossRef]
  11. Nair, M.S.; Huang, Y.; Fidock, D.A.; Polyak, S.J.; Wagoner, J.; Towler, M.J.; Weathers, P.J. Artemisia annua L. Extracts Inhibit the In Vitro Replication of SARS-CoV-2 and Two of Its Variants. J. Ethnopharmacol. 2021, 274, 14016. [Google Scholar] [CrossRef]
  12. Khiralla, A.; Spina, R.; Varbanov, M.; Philippot, S.; Lemiere, P.; Slezack-Deschaumes, S.; André, P.; Mohamed, I.; Yagi, S.M.; Laurain-Mattar, D. Evaluation of Antiviral, Antibacterial and Antiproliferative Activities of the Endophytic Fungus Curvularia papendorfii, and Isolation of a New Polyhydroxyacid. Microorganisms 2020, 8, 1353. [Google Scholar] [CrossRef] [PubMed]
  13. Cosoveanu, A.; Cabrera, R. Endophytic Fungi in Species of Artemisia. J. Fungi 2018, 4, 53. [Google Scholar] [CrossRef]
  14. Maehara, S.; Fathoni, A.; Tagawa, M.; Shiose, M.; Yamasaki, H.; Kikuchi, M.; Evana, E.; Ilyas, M.; Adriyani, M.; Hata, T.; et al. Environmental Differences between Japan and Indonesia Provide Endophyte Diversity Associated with Artemisia Plant and Variety of Artemisinin Derivatives in Microbial Conversion. J. Nat. Med. 2023, 77, 916–927. [Google Scholar] [CrossRef] [PubMed]
  15. Nakajima, S.; Ohashi, H.; Akazawa, D.; Torii, S.; Suzuki, R.; Fukuhara, T.; Watashi, K. Antiviral Activity of Micafungin and Its Derivatives against SARS-CoV-2 RNA Replication. Viruses 2023, 15, 452. [Google Scholar] [CrossRef]
  16. Bolyen, E.; Rideout, J.R.; Dillon, M.R.; Bokulich, N.A.; Abnet, C.C.; Al-Ghalith, G.A.; Alexander, H.; Alm, E.J.; Arumugam, M.; Asnicar, F.; et al. Reproducible, Interactive, Scalable and Extensible Microbiome Data Science Using QIIME 2. Nat. Biotechnol. 2019, 37, 852–857. [Google Scholar]
  17. Martin, M. Cutadapt Removes Adapter Sequences from High-Throughput Sequencing Reads. EMBnet. J. 2011, 17, 10. [Google Scholar] [CrossRef]
  18. Callahan, B.J.; McMurdie, P.J.; Rosen, M.J.; Han, A.W.; Johnson, A.J.A.; Holmes, S.P. DADA2: High-Resolution Sample Inference from Illumina Amplicon Data. Nat. Methods 2016, 13, 581–583. [Google Scholar] [CrossRef]
  19. Kõljalg, U.; Larsson, K.H.; Abarenkov, K.; Nilsson, R.H.; Alexander, I.J.; Eberhardt, U.; Erland, S.; Høiland, K.; Kjøller, R.; Larsson, E.; et al. UNITE: A Database Providing Web-Based Methods for the Molecular Identification of Ectomycorrhizal Fungi. New Phytol. 2005, 166, 1063–1068. [Google Scholar] [CrossRef]
  20. Kim, J.W.; Shim, S.H. The Fungus Colletotrichum as a Source for Bioactive Secondary Metabolites. Arch. Pharm. Res. 2019, 42, 735–753. [Google Scholar] [CrossRef]
  21. Durán, P.; Thiergart, T.; Garrido-Oter, R.; Agler, M.; Kemen, E.; Schulze-Lefert, P.; Hacquard, S. Microbial Interkingdom Interactions in Roots Promote Arabidopsis Survival. Cell 2018, 175, 973–983. [Google Scholar] [CrossRef] [PubMed]
  22. Xu, T.C.; Lu, Y.H.; Wang, J.F.; Song, Z.Q.; Hou, Y.G.; Liu, S.S.; Liu, C.S.; Wu, S.H. Bioactive Secondary Metabolites of the Genus Diaporthe and Anamorph Phomopsis from Terrestrial and Marine Habitats and Endophytes: 2010–2019. Microorganisms 2021, 9, 217. [Google Scholar] [CrossRef] [PubMed]
Figure 1. Protection by each endophytic extract from the SARS-CoV-2-induced cytopathic effect. (A,B) show cell viability with extract concentrations at 100 and 33 µg/mL, respectively. The red line indicates 20% cell viability.
Figure 1. Protection by each endophytic extract from the SARS-CoV-2-induced cytopathic effect. (A,B) show cell viability with extract concentrations at 100 and 33 µg/mL, respectively. The red line indicates 20% cell viability.
Jof 09 00905 g001
Figure 2. Viral RNA levels in the media of SARS-CoV-2-infected cells upon treatment with endophytic extracts at 100 (A) and 33 µg/mL (B). The red line indicates 20% viral RNA level.
Figure 2. Viral RNA levels in the media of SARS-CoV-2-infected cells upon treatment with endophytic extracts at 100 (A) and 33 µg/mL (B). The red line indicates 20% viral RNA level.
Jof 09 00905 g002
Figure 3. Cytotoxicity of each endophytic extract to VeroE6/TMPRSS2 cells (n = 1). The red line indicates 80% cell viability. This subfigure verifies that Figure 1 and Figure 2 show antiviral effects.
Figure 3. Cytotoxicity of each endophytic extract to VeroE6/TMPRSS2 cells (n = 1). The red line indicates 80% cell viability. This subfigure verifies that Figure 1 and Figure 2 show antiviral effects.
Jof 09 00905 g003
Figure 4. The 3CL protease inhibitory activity (n = 3) of endophyte extracts.
Figure 4. The 3CL protease inhibitory activity (n = 3) of endophyte extracts.
Jof 09 00905 g004
Figure 5. Comparison of isolated endophyte genus composition from A. vulgaris native to Japan (2017–2019) and Indonesia (2017).
Figure 5. Comparison of isolated endophyte genus composition from A. vulgaris native to Japan (2017–2019) and Indonesia (2017).
Jof 09 00905 g005
Figure 6. Comparison of class-relative fungus abundance (%) in the stem, leaf, and root of A. vulgaris and cultivar soil analyzed by metabarcoding.
Figure 6. Comparison of class-relative fungus abundance (%) in the stem, leaf, and root of A. vulgaris and cultivar soil analyzed by metabarcoding.
Jof 09 00905 g006
Figure 7. Alpha diversity comparison of the fungus abundance in A. vulgaris tissue was calculated using (a) observed features, (b) Faith’s phylogenetic diversity, and (c) Shannon index.
Figure 7. Alpha diversity comparison of the fungus abundance in A. vulgaris tissue was calculated using (a) observed features, (b) Faith’s phylogenetic diversity, and (c) Shannon index.
Jof 09 00905 g007
Figure 8. Community structure of fungus abundance in the stem (whole, skin, and inner), leaf, and root of A. vulgaris in 20 samples determined by principal coordinate analysis (PCoA). Two-dimensional PCoA results are plotted based on unweighted and weighted UniFrac distances.
Figure 8. Community structure of fungus abundance in the stem (whole, skin, and inner), leaf, and root of A. vulgaris in 20 samples determined by principal coordinate analysis (PCoA). Two-dimensional PCoA results are plotted based on unweighted and weighted UniFrac distances.
Jof 09 00905 g008
Table 1. Isolated endophytic fungi and extract weights with ethyl acetate.
Table 1. Isolated endophytic fungi and extract weights with ethyl acetate.
Collection NameAccession NumberGenusExtract Weight (mg)
yomogi fungi A-1LC719230Aspergillus sp.80
yomogi fungi B-1LC719228Cladosporium sp.80
yomogi fungi B-2LC719244Cryptococcus sp.40
yomogi fungi C-1LC719242Penicillium sp.70
yomogi fungi E-2LC719209Colletotrichum sp.50
yomogi fungi H-1LC719243Mollisia sp.40
yomogi fungi J-1LC719231Aspergillus sp.130
yomogi fungi L-1LC719219Diaporthe sp.150
yomogi fungi L-3LC719210Colletotrichum sp.80
yomogi fungi N-1LC719232Aspergillus sp.70
yomogi fungi O-1LC719233Aspergillus sp.40
yomogi fungi P-1LC775239Hypomontagnella sp.120
yomogi fungi Q-1LC719229Cladosporium sp.40
Disclaimer/Publisher’s Note: The statements, opinions and data contained in all publications are solely those of the individual author(s) and contributor(s) and not of MDPI and/or the editor(s). MDPI and/or the editor(s) disclaim responsibility for any injury to people or property resulting from any ideas, methods, instructions or products referred to in the content.

Share and Cite

MDPI and ACS Style

Maehara, S.; Nakajima, S.; Watashi, K.; Agusta, A.; Kikuchi, M.; Hata, T.; Takayama, K. Anti-SARS-CoV-2 Agents in Artemisia Endophytic Fungi and Their Abundance in Artemisia vulgaris Tissue. J. Fungi 2023, 9, 905. https://doi.org/10.3390/jof9090905

AMA Style

Maehara S, Nakajima S, Watashi K, Agusta A, Kikuchi M, Hata T, Takayama K. Anti-SARS-CoV-2 Agents in Artemisia Endophytic Fungi and Their Abundance in Artemisia vulgaris Tissue. Journal of Fungi. 2023; 9(9):905. https://doi.org/10.3390/jof9090905

Chicago/Turabian Style

Maehara, Shoji, Shogo Nakajima, Koichi Watashi, Andria Agusta, Misato Kikuchi, Toshiyuki Hata, and Kento Takayama. 2023. "Anti-SARS-CoV-2 Agents in Artemisia Endophytic Fungi and Their Abundance in Artemisia vulgaris Tissue" Journal of Fungi 9, no. 9: 905. https://doi.org/10.3390/jof9090905

Note that from the first issue of 2016, this journal uses article numbers instead of page numbers. See further details here.

Article Metrics

Back to TopTop