Insights into the Chemistry and Functional Properties of Edible Mushrooms Cropped in the Northeastern Highlands of Puebla, Mexico

Featured Application: Based on our results, the studied edible resources may be included in the local eat-well plate through diets to ameliorate some disorders of the metabolic syndrome


Introduction
Wild edible mushrooms represent an inherent part of Mexico's biological and cultural diversity [1].Knowledge of the edible and medicinal uses of these species comes from ethnic legacy inherited from one generation to another.Despite these foods being overlooked for nutrients and nutraceuticals, they can provide multiple benefits to native consumers [1].Edible fungi store noteworthy levels of fiber and protein, with low levels of reducing sugars and fat.These features make edible mushrooms a good ingredient for balanced diets against obesity and related comorbidities [1].In addition, the local market of wild mushrooms earns significant income for marginal communities worldwide [1].The formal consumption of these sources has always been controversial because of their concealed toxicity to humans.However, it has been calculated that 2200 mushrooms are routinely consumed raw or pre-treated in 99 different countries worldwide before being eaten [1].Nevertheless, highly marginalized places from third-world countries would stock unnoticed edible species.Approximately 2006 species are considered safe if consumed raw, and 183 species require a specific pre-treatment to be innocuous [1].The regulation of the wild edible mushroom market has been delayed in most countries for decades.That is why elucidation of their biological activity and basic chemistry would help consumers to know about their potential benefits and promote their revalorization and conservation.
The nutraceutical activity of edible mushrooms on human health is well known [2].These organisms contain polyphenols with potent antioxidant, hypoglycemic, antitumor, and immune-stimulating properties demonstrated in biochemical and murine models [2].They accumulate non-assimilable glucans and terpenoids with proven antiviral, hypocholesterolemic, antibacterial, and immune-modulating activities [2].It has been proposed that 371 species of wild mushrooms are consumed in Mexico [3,4].This number emerges from records obtained in the provinces of Puebla, Oaxaca, and Mexico state.Nevertheless, almost half of the Mexican territory contains unexplored populations surrounded by cloud forests, oak forests, high evergreen forests, and evergreen lowland forests, which may increase the number of edible fungi.The consumption of macromycetes is a millenary practice in several municipalities of the northern and northeastern highlands of Puebla (NHP), Mexico.This geographical zone harbors a great diversity of edible species eaten for centuries because of Totonac, Nahua, Otomi, and Tepehua ancestries.Many of these species are still being sold during the rainy period in local markets, also known as "tianguis" (Figure 1).To the best of our knowledge, there are no available data on the basic nutritional content and nutraceutical activity of edible mushrooms eaten in the NHP so far.Nevertheless, previous studies have revealed that Russula spp.and Amanita spp.contain substantial levels of oxalic acid, quinic acid, malic acid, citric acid, fumaric acid, alpha-tocopherol, and fatty acids [5].In the same context, the presence of phenolic acids such as protocatechuic, p-hydroxybenzoic, p-coumaric, and cinnamic acids was endorsed in ethanolic extracts, which additionally showed evident antioxidant, antibacterial, and antifungal activities [5].Due to the latter points, this investigation aimed to generate data on the nutritional and nutraceutical potential of seven edible mushrooms commercialized and eaten in the NHP as a continuation of the chemical and biological characterization of traditional foods from the highlands of Puebla, Mexico.

Plant Material
The edible mushrooms included in this investigation were purchased in the "tianguis" (local markets) of Atempan and Zaragoza, Puebla, located at 19°50′17″ N 97°27′23″ O (2049 masl) and 19°46′15″ N 97°33′18″ O (2300 masl), respectively.Fruiting bodies from seven different fungal morphologies (five kilograms each) were transported to the laboratory in paper bags and superficially washed with sterile distilled water and dried with sterile wipes for subsequent analysis and/or lyophilization.For this purpose, a FreeZone 2.5 L − 84C Benchtop Freeze Dryer-Labconco (Kansas, MO, USA) was used.Mushroom identification was obtained by the mycologist Fermin Tavares at the medicinal mushroom collection of the Northern Highlands Association-Mexico through basic dichotomous keys [6][7][8].The molecular identity of the macromycetes was endorsed by sequencing the internal transcribed spacer (ITS) of the 18S ribosomal gene as described by Coyotl-Pérez et al. [9].Amplicons were sequenced employing the commercial services of Macrogen Inc. (Seoul, Republic of Korea) and the LANBAMA from IPICYT-México.The resulting sequences were validated by BLASTn software version 2.2.24 and deposited in the nucleotide database of the National Center for Biotechnology Information (NCBI).The local name and scientific name supported by voucher code, as well as the NCBI accessions for each fungal isolate, are described in Table 1.

Basic Nutrients Content
The amounts of protein, fat, fiber, and reducing sugars were determined by the methods 920.23, 920.39, 962.09, and 945.66, respectively [10].These parameters were estimated on the basis of fresh material.The content of vitamin C, folate, thiamine, total vitamin B6, and riboflavin were estimated by the methods 967.21/90, 944.12, 942.23, 961.15, and 970.65, respectively [10].These parameters were calculated using lyophilized plant material [10].The concentration of selected mineral elements (zinc, calcium, magnesium, sodium, iron, and potassium) was obtained by atomic absorption spectroscopy using an A3F flame atomic absorption spectrometer and the conditions previously reported by Pacheco-Hernández et al. [11].All assays were performed in quintuplicate two times (n = 10).

Molecules with Nutraceutical Activity and Antioxidant Potential
These procedures were basically performed in accordance with a previous study performed by Pacheco-Hernández et al. [11] with slight modifications.The contents of p-hydroxybenzoic acid, p-coumaric acid, protocatechuic acid, and trans-cinnamic acid were estimated from hydroalcoholic extracts.These extracts were prepared from 100 g of lyophilized material homogenized in High Speed CONSFLY Version FSH-2A (St. Louis, MO, USA) using 200 mL 80 % EtOH.The extracts were maintained at 4 °C for 48 h in the dark and filtered with Wahtman No. 1 to be reduced to dryness using a rotary evaporator and immediate lyophilization.The extract was resuspended in pure methanol for HPLC analysis using the conditions reported by Vaz et al. [12].Calibration curves (1-200 µg mL −1 ; R 2 = 0.99) were designed with authentic standards of p-hydroxybenzoic acid, p-coumaric acid, protocatechuic acid, and trans-cinnamic acid using procyanidin B2 as internal standard to normalize chromatograms (Figure S1).The presence of the three major fatty acids (linoleic acid, linolenic acid, and oleic acid) was determined from lyophilized material (1 g) extracted with petroleum ether (20 mL) and subjected to ultrasonication (VEVOR Ultrasonic Bath) at 40 kHz ultrasonic frequency and with 70 W transducers for 30 min.The analysis was carried out by GC-MS according to the same authors [11,13].For quantification, calibration curves (1-100 µg mL −1 ; R 2 = 0.98) were designed with authentic standards of linoleic acid, linolenic acid, and oleic acid using abietic acid as the internal standard to normalize chromatograms (Figure S2).Total phenolic content and antioxidant capacity were estimated in accordance with Awika et al. [14], using the modified conditions of Pacheco-Hernández et al. [11].The results were expressed as gallic acid equivalents (GAE mg g −1 DW) and Trolox equivalent antioxidant capacity (TEAC µM g −1 DW), respectively.The results were expressed in mg 100 g -1 DW, and all assays were replicated 15 times (n = 15).

Inhibitory Activity on Key Enzymes with Therapeutic Potential
The enzymatic assays were performed with the five enzymes described in Section 2.1.The reactions were performed with the same lyophilized hydroalcoholic extracts (80 % EtOH) described in Section 2.4.The dose-response curves (10-300 µg mL −1 ), substrates, and units used in each enzymatic assay were the same as those reported in standardized tests reported from previous studies [11].The IC50 was determined by linear regression, considering the maximum specific activity of AG (0.034 mM min −1 ), AA (0.063 mM min −1 ), HMG-CoA reductase (0.021 mM min −1 ), PL (0.085 mM min −1 ), and ODC (0.046 mM min −1 ).The tests were carried out 25 times (n = 25) for each enzyme.

Statistical Analysis
Analysis of variance coupled with Tukey's test was performed to determine statistically significant differences in the amounts of bioactive molecules using GraphPad Prism 8.0 software.For enzymatic tests, IC50 was stated by linear regression using the same software and the maximum specific activity described in Section 2.5.To understand biological properties convergences among the studied edible mushrooms, principal component analysis (PCA) using four components and orthogonal partial least squares discriminant analysis (OPLS-DA) using one predictive component and four orthogonal components were performed.These statistical analyses were carried out with SIMCA-Sartorius version 18.

Nutritional Content
The proximate analysis performed on the seven edible mushrooms revealed that all studied samples contained nutrients potentially usable to cover the basic dietary reference intakes of Mexican older adults [15].According to our results, A. jacksonii was the best source of protein compared with the other species (Figure 2a).The levels of protein oscillated from 4.8 to 10.9 g 100 g −1 FW, which were comparable to those found in other edible mushrooms such as Polyporus tenuiculus, P. dictyopus, Laetiporus sulphureus, Tremella fuciformis, Auricularia auricula-judae, Tremella fuciformis, and Lentinula edodes (shiitake), which are considered alternative sources of protein [16,17].The amounts of fiber ranged from 8.8 to 19.7 g 100 g −1 FW, which was substantially higher than those found in Grifola frondosa, Cantharellus cibarius, Boletus edulis, and Agaricus bisporusm (Figure 2b) [17].Crude fiber was particularly abundant in C. subclavipes, C. squamulose, and R. delica (Figure 2b).As a general finding, all studied mushrooms had low levels of crude fat (1.5-3.4 g 100 g −1 FW) (Figure 2c).These results were coincident with the fat levels reported in other edible sources such as Tuber melanosporum, Hericium erinaceus, Grifola frondosa, and Cantharellus cibarius [17].Similarly, the levels of reducing sugars were low (1-3 g 100 g −1 FW) as reported for most edible mushrooms consumed worldwide [16,17].Interestingly, C. subclavipes, R. delica, and R. brevipes presented no more than 3 g 100 g −1 FW reducing sugars (Figure 2d).These results strongly suggest that edible mushrooms can be safely administered to diabetics and persons with diseases associated with metabolic syndrome.Previous experimentation using in vitro and in vivo models suggested that fresh edible mushrooms and their extracts have therapeutic properties in human health as they possess many properties such as anti-obesity, cardioprotective, and anti-diabetic effects [18].S1.The concentrations are presented in fresh weight.
The fatty acid profile revealed that C. squamulosa contained approximately 1.5 g 100 g −1 DW linoleic acid, whereas C. subclavipes and L. indigo accumulated around 1.5 g 100 g −1 DW linoleic acid (Figure 3a).The levels of this unsaturated fatty acid in C. nuda, R. delica, R. brevipes, and A. jacksonii did not surpass 1.5 g 100 g −1 DW.Linoleic acid is one of the most abundant fatty acids in several edible mushrooms [19].The amounts of this nutraceutical in the seven edible mushrooms consumed in the NHP was higher than those determined in L. eddoes and Laetiporus sulphureus as well as comparable to those determined in P. ostreatus, A. bisporus, and A. campestris harvested in Ethiopia [19].Linolenic acid has shown cardiovascular-protective, anti-cancer, neuro-protective, anti-osteoporotic, anti-inflammatory, and antioxidant effects [20].In addition, this fatty acid is involved in the biosynthesis of longer-chain omega-3 fatty acids, eicosapentaenoic acid, and docosahexaenoic acid, which shows neuroprotective activity [20].The levels of linolenic acid were below 100 mg 100 g −1 DW in all of the edible mushrooms studied (Figure 3b).R. brevipes, C. squamulose, and Clitocybe nuda contained more levels of this unsaturated fatty acid than the other mushrooms analyzed.These levels were higher than those reported in P. ostreatus, L. eddoes, A. bispours, A. campestris, Termitomyces microcarpus, and Tabernaemontana letestui harvested in Ethiopia [20].The levels of oleic acid were similar to those ob-served for linolenic acid (Figure 3c).Nevertheless, L. indigo, C. nuda, and R. delica contained more levels than C. subclavipes, R. brevipes, C. squamulose, and A. jacksonii.These concentrations were higher than those found in L. eddoes and A. bispours but lower than those determined in T. microcarpus, T. letestui, and P. ostreatus [19].S5.The concentrations are presented in dry weight.

Selected Vitamin Content
Our results revealed that the seven edible mushrooms contained moderate amounts of ascorbic acid (vitamin C) (Figure 4a).Nevertheless, R. brevipes showed the highest levels (>80 mg 100 g −1 DW), whereas the lowest levels were found in L. indigo and C. nuda (<10 mg 100 g −1 DW).These results suggest that the studied mushrooms are an overlooked source of vitamin C and possess higher levels than those reported in common edible sources such as Agaricus bisporus, Lentinus edodes, and Pleurotus ostreatus [21].The content of thiamine (vitamin B1) was abundant in C. subclavipes (>200 µg 100 g −1 DW), L. indigo (>100 µg 100 g −1 DW), and C. nuda (>100 µg 100 g −1 DW) (Figure 4b).The other species contained less than 90 µg 100 g −1 DW thiamine.Interestingly, these levels surpassed those described for A. bisporus, L. edodes, and P. ostreatus [21].The levels of riboflavin were remarkably higher in L. indigo (>300 µg 100 g −1 DW) and C. nuda (>400 µg 100 g −1 DW) in comparison with those observed in the other five species, which oscillated from 30 to 100 µg 100 g −1 DW (Figure 4c).These levels were comparable to those already reported for A. bisporus, L. edodes, and P. ostreatus, which are considered common edible mushrooms consumed worldwide [21].The content of bioactive forms of vitamin B6 in edible mushrooms is still a big issue to be addressed, since little information is available in the current scientific literature.However, the levels of this vitamin in Flammulina velutipes, Grifola frondosa, A. bisporus, and P. ostreatus oscillate from 20 to 100 µg 100 g −1 DW [22].Our results suggest that C. nuda contains almost fourfold more levels of vitamin B6 (>400 µg 100 g −1 DW) than the latter selected mushrooms frequently eaten in North America (Figure 4d).L. indigo and C. subclavipes contained ~200 µg 100 g −1 DW vitamin B6, whereas the other four species showed levels below 100 µg 100 g −1 DW vitamin B6 (Figure 4d).The folate content was higher in R. brevipes (~100 µg 100 g −1 DW) than in the other mushrooms studied (Figure 4e).L. indigo and C. nuda showed levels over 50 µg 100 g −1 DW folate, whereas the other four species presented below 50 µg 100 g −1 DW folate.The content of this vitamin was higher than that reported for F. velutipes, G. frondosa, and A. bisporus, but lower than that described for L. edodes, and P. ostreatus [21,22].S2.The concentrations are presented in dry weight.

Mineral Content
According to our results, the potassium content was higher in C. squamulose, L. indigo, and R. brevipes (200 mg 100 g −1 DW) than in the other four analyzed mushrooms (Figure 5a).C. nuda, C. subclavipes, R. delica, and A. jacksonii presented low levels of this element (<200 mg 100 g −1 DW) in comparison with those determined in L. edodes, Pleurotus florida, and P. djamor, which are frequently consumed in India [23].Our results support that edible mushrooms can be a rich source of potassium, as stated in previous investigations [23][24][25].Calcium was another abundant element in the seven studied samples (Figure 5b).However, L. indigo stored more endogenous levels of this mineral than the other mushrooms (>400 mg 100 g −1 DW). C. nuda, C. subclavipes, C. squamulose, and A. jacksonii stored levels higher than 300 mg 100 g −1 , whereas R. delica and R. brevipes accumulated approximately 200 and 100 mg 100 g −1 DW calcium, respectively.These levels were higher than those reported in L. edodes, P. florida, and P. djamor [23].The iron levels were high in all analyzed mushrooms (Figure 5c).Clitocybe subclavipes accumulated more amounts of this micronutrient (>70 mg 100 g −1 DW) than the other mushrooms.L. indigo stored approximately 50 mg 100 g −1 iron, whereas C. nuda, R. delica, R. brevipes, C. squamulosa, and A. jacksonii accumulated less than 40 mg 100 g −1 DW.These results strongly suggest that these traditional foods may contribute to the recommended daily iron intake (20-30 mg/day) [23].This finding could be useful in formulating new diets based on these foods to prevent or treat anemia, which shows a high incidence in children from rural areas of Mexico [24].Nevertheless, the consumption of sources rich in iron should be carefully standardized to avoid possible toxic effects for consumers and extensive studies should be performed to demonstrate their effect to prevent or alternatively treat anemia.The amount of sodium ranged from 5 to 40 mg 100 g −1 DW, and this range was lower than that observed for Boletus badius and B. edulis, which are popularly consumed in Poland [25].Interestingly, A. jacksonii was the mushroom with the lowest levels of this mineral (Figure 5d).The zinc levels ranged from 70 to 160 mg 100 g −1 DW (Figure 5e).C. nuda and A. jacksonii were rich sources of this mineral, and their levels were comparable to those found in B. badius and B. edulis [25].The magnesium concentration was noticeably high in L. indigo (300 mg 100 g −1 DW).The levels of this element were similar in C. nuda, C. subclavipes, and R. delica (approximately 200 mg 100 g −1 DW), whereas those found in R. brevipes, C. squamulosa, and A. jacksonii were below 150 mg 100 g −1 DW (Figure 5f).These levels were threefold higher than those determined in B. badius and B. edulis [25].S3.The concentrations are presented in dry weight.

Phenols with Nutraceutical Activity
The seven mushrooms analyzed contained four phenolic acids with known antioxidant activity.p-Hydroxybenzoic acid (4-hydroxybenzoic acid) was significantly abundant in A. jacksonii (approximately 50 mg 100 g −1 DW), whereas its levels in R. brevipes slightly surpassed 20 mg 100 g −1 DW (Figure 6a).The other five mushrooms studied contained less than 10 mg 100 g −1 DW p-hydroxybenzoic acid.These amounts were tenfold higher than those reported in Agaricus arvensis, A. bisporus, and A. romagnesii consumed in Portugal [26].Beyond its known antioxidant activity, this compound has shown potent antimicrobial, anti-algal, anti-mutagenic, anti-estrogenic, hypoglycemic, anti-inflammatory, antiplatelet aggregating, nematicidal, and antiviral activities [27].On the other hand, p-coumaric acid (4-coumaric acid) was more abundant in R. brevipes and C. squamulosa (15 mg 100 g −1 DW) than in the other mushrooms studied (Figure 6b), which presented low (<3 mg 100 g −1 DW) or undetectable levels (R. delica) of this phenolic compound.Nevertheless, the levels of p-coumaric acid found in these edible mushrooms consumed in the NHP were higher than those reported in Agaricus arvensis, A. silvicola, and A. bisporus [28].p-Coumaric acid showed low toxicity in mice (LD50 = 2850 mg kg −1 body weight) and is a precursor of other phenolic compounds [28].p-Coumaric acid is a well-known nutraceutical with anti-cancer, antimicrobial, antivirus, anti-inflammatory, antiplatelet aggregation, anxiolytic, antipyretic, analgesic, and anti-arthritis activities [28].It ameliorates diabetes, obesity, and hyperlipaemia under in vivo and in vivo conditions [28].Protocatechuic acid was abundant in L. indigo (approximately 50 mg 100 g −1 DW), whereas low levels (<10 mg 100 g −1 DW) were detected in C. nuda and C. subclavipes (Figure 6c).Traces or negligible levels of this phenolic acid were determined in R. delica, R. brevipes, C. squamulosa, and A. jacksonii.Previous studies have reported detectable levels of protocatechuic acid in L. nuda consumed in Portugal [26]; however, the levels of this compound were threefold higher in the same species harvested in the NHP.Protocatechuic acid has shown in vitro antiproliferative activity and in vivo chemopreventive properties against different types of cancer [29].In addition, this natural product has shown antifungal, antibacterial, antispasmodic, anti-inflammatory, hepatoprotective, cardioprotective, and antiatherosclerotic properties [29].Cinnamic acid was abundant in R. delica (approximately 15 mg 100 g −1 DW) and levels below 10 mg 100 g −1 DW were detected in L. indigo, C. nuda, C. subclavipes, C. squamulosa, and A. jacksonii (Figure 6d).These levels were higher than those reported in A. arvensis, A. silvicola, and A. bisporus [26].Undetectable levels of cinnamic acid were observed in R. brevipes.Cinnamic acid and its derivatives have shown antibacterial, antimalarial, and anticancer activity under in vivo conditions as well as exhibited inhibitory potential for acetylcholinesterase and butyrylcholinesterase as neuroprotective agents [30].S4.The concentrations are presented in dry weight.

Antioxidant Potential
The seven mushrooms showed remarkable antioxidant potential (Figure 7). A. jacksonii was the source with the highest phenolic content (>100 mg 100 g −1 DW), whereas R. delica and R. brevipes showed similar levels (<100 mg 100 g −1 DW) (Figure 7a).Such activity was comparable to that found in native "quelites" consumed in this geographical region [11].Interestingly, there was no correlation with the antioxidant capacity since L. indigo and R. delica showed the highest antioxidant capacity without statistically significant differences between them.According to our results, the edible mushroom with the lowest phenol content was C. subclavipes, but its antioxidant capacity surpassed 200 µM/g TEAC.This trend strongly suggests that other compounds with different structures to phenolics may influence divergences in the total antioxidant capacity.As is known, edible mushrooms contain at least 1000 metabolites of different chemical natures and many of them could exert antioxidant activity [5].Considering that the present investigation was limited to determining specific phenols and fatty acids with proven nutraceutical properties, the synergistic antioxidant activity of other compounds accumulated in the edible mushroom cannot be discarded.Remarkably, the total phenol content of the seven edible mushrooms consumed in the NHP was higher than those consumed in other regions of Mexico [31].According to our results, these fungi presented three to fourfold higher levels of phenols than A. bisporus, Macrolepiota procera, and Boletus edulis commercialized and consumed in Chihuahua, Mexico [31].Similarly, the antioxidant potential of the seven edible mushrooms consumed in the NHP was evidently higher than that reported for Russula integra, R. nigricans, R. vesca, and Sarcodon imbricatus consumed in Tlaxcala, Mexico [32].S6.The concentrations are presented in dry weight.

Inhibitory Activity on Key Enzymes
To confirm the nutraceutical potential of the studied mushrooms, their hydroalcoholic extracts were evaluated on their capacity to inhibit LP, AG, AA, HMG-CoA reductase, and ODC (Figure 8).The hydroalcoholic extract of A. jacksonii had lower IC50 (<50 µg mL −1 ) on PL than that of the other mushrooms assayed (Figure 8a).Currently, few inhibitors of PL have been obtained from edible mushrooms.However, a stable inhibitor was successfully isolated from the fruiting bodies of Phellinus linteus [33].AG and AA activities were mainly affected by the hydroalcoholic extract of L. indigo and C. nuda (<200 µg mL −1 and <150 µg mL −1 , respectively).In contrast, the extracts of the other mushrooms showed moderate inhibitory activity against these enzymes (Figure 8b,c).A previous study revealed that the organic extracts of Amanita hemibapha, A. hemibapha, A. pseudoprinceps, and A. subhemibapha (consumed in Thailand) produced 20 to 30% inhibition on AG [34].The conversion of the IC50 obtained for the seven edible mushrooms consumed in the NHP revealed that they can inhibit 50 to 70% AG activity.Then, a deep exploration of the chemistry of L. indigo and C. nuda should be further performed.In the same context, previous investigation sustained that the alcoholic extract of P. ostreatus inhibits AA at a concentration of 383 µg mL −1 , being less effective than the hydroalcoholic extracts of L. indigo and C. nuda [35].The same investigation revealed that glycoproteins and catechins are possible candidates involved in the biological activity [35].Then, our results on the inhibitory activity of the seven mushrooms consumed in the NHP on AA and AG may indicate that these sources can be tagged as a natural alternative to prevent hyperglycemia.Likewise, HMG-CoA reductase was strongly inhibited by the extracts of L. indigo (<100 µg mL −1 ) and C. subclavipes (<150 µg mL −1 ) (Figure 8d).Nevertheless, the extracts of C. nuda, R. delica, and R. brevipes produced moderated inhibition on the enzyme (>200 µg mL −1 ).Previous studies have demonstrated that low levels of statins may be accumulated in the fruiting bodies of some edible mushrooms, such as P. ostreatus [36].It has been observed that the hypocholesterolemic effect of edible mushrooms is produced by variable biochemical processes such as impairing dietary cholesterol absorption or inhibiting the endogenous cholesterol metabolism by the biological activity of chitin and beta-glucans [36].In any case, the rates of cholesterol absorption decrease by fecal excretion of bile [36].In addition, the synergic activity of phenols and other bioactive metabolites, such as eritadenine (an adenosine analog alkaloid), can contribute to reducing cholesterol levels [36].To our knowledge, studies have demonstrated the effect of edible mushroom extracts on HMG-CoA reductase.As is known, ODC is a relatively new and promising anti-proliferative target [37].The hydroalcoholic extracts of C. nuda, C. subclavipes, and A. jacksonii produced moderate inhibitory activity in ODC (180-250 µg mL −1 ), whereas that of L. indigo (<50 µg mL −1 ) exerted the most potent inhibition of this enzyme (Figure 8e).Little is known about the inhibitory activity of individual molecules or organic extracts from edible mushrooms in ODC.Nevertheless, our results suggest that dissolved molecules in the hydroalcoholic extracts of L. indigo have similar inhibitory potency to that observed for pelargonidin-3-O-rutinoside accumulated in R. pompana berries [37].with statistically significant differences by ANOVA-Tukey (p < 0.05) and spaces without bars indicate undetectable activity under assayed conditions.Raw data can be consulted in Table S7.

Antimicrobial Activity
Overall, the results of antimicrobial activity revealed differential potential against pathogenic and beneficial microorganisms associated with the gastrointestinal tract (Table 2).Interestingly, the hydroalcoholic extract of L. indigo and C. nuda showed strong anti-H.pylori activity (MIC < 160 µg mL −1 ), and these results should be considered as a valuable background to perform further exploration for elucidating putative bioactive compounds and their mechanisms of antimicrobial action.Contrarily, the extract from the six edible mushrooms showed weak or negligible activity on the assayed strain of E. coli (>300 µg mL −1 ).Similar results were observed for S. cerevisiae, L. reuteri, L. acidophilus, and B. bifidum where the hydroalcoholic extracts had no significant toxic effects.This evidence strongly suggests that consuming these sources could probably be safe for some probiotics associated with the human gut lumen.On the other hand, the extracts of L. indigo, C. nuda, C. subclavipes, R. delica, and A. jacksonii produced a noticeable inhibitory effect on E. faecalis whereas those of L. indigo, C. nuda, and A. jacksonii were highly effective against S. typhi.Previous works focused on evaluating ethanolic or hydroalcoholic extracts from edible mushrooms suggest the possible use of these foods as a source of natural inhibitors of pathogenic bacteria as well as agents to promote the proliferation of beneficial probiotics [38,39].

Clustering of Edible Mushrooms Based on Their Biological Properties
The results of PCA analysis revealed two main groups of edible mushrooms which were clustered on the bases of metabolite content, total phenol content, antioxidant capacity, and ability to inhibit enzymes visualized as therapeutic targets (Figure 9A).One group (group 1) contained R. brevipes, C. squamulosa, and A. jacksonii, whereas the other (group 2) was comprised of R. delica, C. subclavipes, C. nuda, and L. indigo.This model explained 81.4% of total variability, while OPLS-DA confirmed the presence of the two main groups produced by PCA (Figure 9B).The OPLS-DA model was validated with 999 permutations and values of R 2 = 1 and Q 2 = 0.997 (Figure 9C).These results suggested that the differential consumption of the different groups might produce similar biological effects.Group 1 had outstanding amounts of p-hydroxybenzoic acid, p-coumaric acid, vitamin C, and substantial levels of phenols (Figure 9D).Group 2 had remarkable anti-lipase activity as well as substantial levels of Mg, thiamine, riboflavin, and oleic acid (Figure 9D).Interestingly, the variable important plot in each fungal species reveal that lipase activity fat, Mg, and pcoumaric, p-hydroxybenzoic acid, thiamine, and vitamin C contents influenced the results of OPLS-DA model and should be considered as the most relevant properties of the edible mushrooms studied (Figures S3-S9).

Conclusions
The seven edible mushrooms addressed in this investigation showed substantial levels of protein, fiber, selected vitamins, and minerals as well as low amounts of reducing sugars and fat.These native foods contained fatty acids and phenols with proven nutraceutical activity.The phenol content, antioxidant capacity, and inhibitory activity of hydroalcoholic extracts obtained from the studied mushrooms on target enzymes linked to lipid, glucose, and cell proliferation demonstrate their potentiality as natural agents to prevent or control diseases associated with the metabolic syndrome, diverse types of cancer, as well as to maintain the equilibrium of gut microbiota.The results of the PCA and OPLS-DA models suggested that two groups of edible mushrooms might exert similar biological effects.Group 1 (R. brevipes, C. squamulosa, and A. jacksonii) had outstanding amounts of p-hydroxybenzoic acid, p-coumaric acid, vitamin C, and substantial levels of phenols.Group 2 (R. delica, C. subclavipes, C. nuda, and L. indigo) had remarkable antilipase activity as well as substantial levels of Mg, thiamine, riboflavin, and oleic acid.This research could be useful for more profound studies focused on the evaluation of bioactive molecules from these edible sources and their mechanisms of action using in vitro and in vivo models.

Supplementary Materials:
The following supporting information can be downloaded at: https://www.mdpi.com/article/10.3390/app14062520/s1,Table S1: Macronutrient profile in seven mushrooms consumed in the northeastern highlands of Puebla-Mexico; Table S2.Vitamin content in seven mushrooms consumed in the northeastern highlands of Puebla-Mexico; Table S3.Mineral content in mushrooms consumed in in the northeastern highlands of Puebla-Mexico.Table S4.Nutraceutical content in seven mushrooms consumed in the northeastern highlands of Puebla-Mexico; Table S5.Fatty acids content in seven mushrooms consumed in the northeastern highlands of Puebla-Mexico.Table S6.Total phenolics and antioxidant capacity of seven mushrooms consumed in the northeastern highlands of Puebla-Mexico.Table S7.IC50 for the ethanolic extracts from edible organs of seven mushrooms consumed in the northeastern highlands of Puebla-Mexico.
Figure S1.HPLC profiling of the hydroalcoholic extract from Lactarius indigo.1, p-coumaric acid.2, protocatechuic acid.3, p-hydroxybenzoic acid.4, cinnamic acid.IS, procyanidin B2 as internal standard.Figure S2.GC-MS profiling of the petroleum ether extract from Lactarius indigo.1, TMS-linoleic acid.2, TMS-oleic acid.3, TMS-linolenic acid.IS, abietic acid as internal standard.Figure S3.Variable importance plot (VIP) plot for discriminate analysis for the parameters of L. indigo.Figure S4.Variable importance plot (VIP) plot for discriminate analysis for the parameters of C. nuda. Figure S5.Variable importance plot (VIP) plot for discriminate analysis for the parameters of C. subclavipes.Figure S6.Variable importance plot (VIP) plot for discriminate analysis for the parameters of R. delica.Figure S7.Variable importance plot (VIP) plot for discriminate analysis for the parameters of R. brevipes.

Table 1 .
Some edible mushrooms eaten in the northeastern highlands of Puebla, Mexico.
1Partial sequence of the Internal Transcribed Spacer of the small-subunit ribosomal RNA gene (rRNA) deposited at the NCBI nucleotide data base.

Table 2 .
Minimum inhibitory concentration (µg mL −1 ) of the hydroalcoholic extracts from seven edible mushrooms consumed in the northeastern highlands of Puebla, Mexico.