1. Introduction
Helichrysum italicum (Roth) G. Don fil. (
Asteraceae), also known by the name immortelle, is a plant that holds a significant place in traditional medicine. Due to certain pharmacological activities,
H. italicum has become a subject of substantial contemporary research. Regardless of all the benefits recognized by the Committee for Herbal Medicinal Products (HMPC) and the European Medicines Agency (EMA), clinical research on new plant species is still not highly extensive [
1].
H. italicum is used primarily along the Mediterranean region, in the areas of its natural habitat, in countries such as Bosnia and Herzegovina, Spain, Portugal, and Italy. The flowers and leaves of the plant are traditionally used in the treatment of various health problems, including allergies, skin damage, cold, inflammation, cough, liver and gallbladder disorders, infections, and insomnia. Also, it has been recognized that
H. italicum is used in medicine and pharmaceuticals due to its proven anti-inflammatory, antioxidant, antimicrobial, antiviral, and anti-HIV properties [
2]. Nowadays, essential oils of
H. italicum are widely used in the perfume and cosmetics industry and have an extensive application for different skin conditions such as allergies, scars, and inflammation [
3].
H. italicum extracts are the essential ingredients of anti-wrinkle creams, especially for the female population.
The pharmacological activity of
H. italicum depends on the bioactive compounds in plants. Phenolic acids and flavonoids are dominant compounds in
H. italicum, which are responsible for the strong antioxidant activity that can prevent oxidative stress and its consequences [
4,
5]. Oxidative stress occurs when there are not enough antioxidants that can neutralize free radicals. Free radicals are unstable, highly reactive, and independent molecular classes. They can be generated endogenously (inflammation, exercise, ischemic injuries) or exogenously (cigarette smoke, air pollutants, radiation, pesticides, industrial agents) and can lead to homeostatic imbalance and cell damage by attacking vital macromolecules. Oxidative stress is associated with many disorders and diseases such as atherosclerosis, certain cancers, inflammatory reactions (arthritis, lupus erythematosus, vasculitis), the aging process, ischemia (heart disease, stroke), emphysema, gastric ulcer, hypertension, neurological disorders, and alcoholism [
5,
6]. Antioxidants are highly stable molecules that can donate an electron and neutralize free radicals. They neutralize free radicals by donating a hydrogen atom or by a single electron transfer mechanism and, in that way, delay or inhibit cellular damage and reduce oxidative stress by interacting with free radicals and breaking the chain reaction before damaging important molecules [
5,
7,
8]. The activity of antioxidant defense includes several levels. The first level is suppression of the formation of free radicals and suppression of the initiation or stopping of the propagation of chain reactions. The second level is recovery and emergence of “de novo” antioxidants that recognize, destroy, and remove oxidatively modified proteins and prevent the accumulation of oxidized proteins. And the final level is adaptation, where the signal for the production of free radicals induces the formation and transport of antioxidants to the appropriate place [
6].
Extraction methods, conditions, and solvents have a great impact on yield, total phenolic compounds content, antioxidant capacity, bioavailability, and bioefficacy [
9,
10]. The influence of extraction conditions on the antioxidant activity of
H. italicum has not yet been sufficiently investigated, although studies on this topic have taken place [
11].
Nowadays, to process and present results of previously conducted research, chemometric tools are widely implemented and various regression and classification methods are applied in the pharmaceutical chemistry domain [
12,
13,
14]. Classification tools such as principal component analysis (PCA) and hierarchical cluster analysis (HCA) have been mentioned in studies concerning different herbs: ashwagandha and rasayana [
15], basil [
10], epimedium [
16], aromatic herbs [
17], etc. Additionally, PCA and HCA, as well as heat map analysis, were applied to detect similarities and dissimilarities among the 92 observed extracts in the space of TPC (total phenols content), flavonoids, yield, and IC
50.
2. Material and Methods
2.1. Chemicals
Aluminum chloride, gallic acid, dichloromethane, hexane, and chloroform were purchased from Sigma Aldrich (St. Louis, MO, USA); methanol, ethyl acetate, and sodium carbonate from POCH (Gliwice, Poland); and quercetin from Extrasynthese (Genay Cedex, France). Ethanol was obtained from J.T. Baker (Deventer, The Netherlands), and 2,2-diphenyl-1-picrilhydrazil (DPPH) reagent from Alfa Aesar (Karlsruhe, Germany). The Folin-Ciocalteu’s reagent was obtained from Merck (Darmstadt, Germany). All solutions were prepared with ultrapure water, and all solvents and reagents were of an analytical grade unless otherwise indicated.
2.2. Plant Material and Preparation
Identification of the voucher specimens (Helichrysum italicum (Roth) G. Don; Bosna and Hercegovina, Trebinje, Leutar; Branislava Teofilović; 2-0699) was confirmed, and the specimens were deposited at the Herbarium of the Department of Biology and Ecology (BUNS Herbarium), Faculty of Sciences, University of Novi Sad, Serbia. The plants were collected in the city of Trebinje (Bosna and Hercegovina). The total phenolic content, flavonoids, extraction yield, and inhibition of DPPH radicals were determined in 92 (8 water, 48 ethanolic, and 36 organic) obtained extracts. The plant material was air-dried and stored at room temperature in a dark and dry place until the moment of analysis. One gram of plant material was pulverized in a blender, and the mean particle size was determined by a sieve set (CISA Cedaceria Industrial, Barcelona, Spain) to be Ø 0.3 and Ø 2 mm (s0.3 and s2). The extraction was obtained with 5 mL of different ethanol concentrations (30, 40, 50, 60, 96%, v/v) and water during different periods (10, 30, 60 min and 24 h) and with concentrated methanol (95%, v/v), dichloromethane, acetone, chloroform, ethyl acetate, and hexane during 10 and 30 min due to solvents volatility. Samples were filtered and rinsed with another 5 mL of specific solvent and evaporated on the rotary evaporator.
2.3. Total Phenolic Content
The amount of total phenolic compounds in the extracts was determined colorimetrically with the Folin-Ciocalteu (FC) reagent [
9,
10]. In total, 0.5 mL of 0.2 M FC reagent (10 times diluted commercial FC reagent) was added to 0.1 mL of 0.1% methanolic dilution of a dry extract. After 5 min of shaking in a vortex mixer, 0.4 mL of the prepared sodium carbonate solution (7%,
w/
v) was added to the test tubes. The mixtures were incubated in a dark place at room temperature for 30 min, after which the absorbance was measured on a UV-Vis spectrophotometer at 760 nm. Distilled water was used as a blank. The concentration of the total phenolic compounds was expressed as a milligram of gallic acid equivalents (GAE) per gram of a dried extract (d.e.), using the standard curve of gallic acid (
y = 0.2559
x + 0.3345; R
2 = 0.9963). All analyses were performed in triplicate.
2.4. Flavonoid Content
Flavonoid content in the investigated samples was measured spectrophotometrically, using a method based on the formation of the yellow-colored complex flavonoid–aluminum [
18]. In total, 2 mL of methanolic diluted samples was separately mixed with 1 mL of 2% AlCl
3 × 6 H
2O. After incubation at room temperature for 15 min, the absorbance of the mixtures was measured at 430 nm. Distilled water was used as a blank. The flavonoid content was expressed as a milligram of quercetin equivalents (QE) per gram of dried extract (d.e.) by using the standard line (
y = 0.0039
x + 0.012; R
2 = 0.999). All measurements were carried out in three repetitions.
2.5. Antioxidant Activity
Antioxidant capacity was determined using the DPPH method [
19]. Different volumes (10–50 μL) of methanolic diluted dry extracts were mixed in the test tubes with 1 mL of DPPH solution (0.1 mM in methanol) and diluted to a final volume of 4 mL with methanol. Methanol (95%
v/
v) was used as a blank, and a mixture of 95% methanol (3 mL) and DPPH reagent (1 mL) was used as a control. After 30 min, the absorbance of the control, sample, and blank was determined by spectrophotometric measurement at a wavelength of λ = 515 nm. Sample and control absorbances were measured in triplicate. Radical scavenger capacity (%RSC) was calculated using the following equation:
The IC50 (half maximal inhibitory concentration) value, defined as the concentration of the test sample leading to 50% reduction in the free radical concentration was calculated graphically and expressed in μg of the extract per mL of the final solution in the measuring cell.
2.6. Chemometric Analysis
The group of 92 extracts described through their TPC, flavonoid, yield, and IC
50 values were subjected to PCA and HCA analysis. PCA and HCA were performed using Statistica v 10.0 software (StatSoft). If a certain correlation among the data is present, a data reduction technique named PCA can be applied [
20]. PCA is used for the similarity and dissimilarity detection among the samples, as well as for grouping of the samples. As a result of PCA analysis scores and loadings plot arise scores as the new coordinates of the projected objects and loadings that reflect the direction with respect to the original variables. HCA analysis groups similar objects into the same clusters [
21]. A result of HCA analysis is shown as a dendrogram where the horizontal axis is the distance or dissimilarity between the clusters. Clustering can be conducted based on Ward’s linkage method and Euclidean distance [
22].