Screening and Analysis of the Potential Bioactive Components of Poria cocos (Schw.) Wolf by HPLC and HPLC-MSn with the Aid of Chemometrics

Wu, Ling-Fang; Wang, Kun-Feng; Mao, Xin; Liang, Wen-Yi; Chen, Wen-Jing; Li, Shi; Qi, Qi; Cui, Ya-Ping; Zhang, Lan-Zhen

doi:10.3390/molecules21020227

Open AccessArticle

Screening and Analysis of the Potential Bioactive Components of Poria cocos (Schw.) Wolf by HPLC and HPLC-MSⁿ with the Aid of Chemometrics

School of Chinese Materia Medica, Beijing University of Chinese Medicine, Beijing 100102, China

^*

Author to whom correspondence should be addressed.

^†

These authors contributed equally to this work.

Molecules 2016, 21(2), 227; https://doi.org/10.3390/molecules21020227

Submission received: 21 December 2015 / Revised: 3 February 2016 / Accepted: 3 February 2016 / Published: 18 February 2016

(This article belongs to the Section Natural Products Chemistry)

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Abstract

:

The aim of the present study was to establish a new method based on Similarity Analysis (SA), Cluster Analysis (CA) and Principal Component Analysis (PCA) to determine the quality of different samples of Poria cocos (Schw.) Wolf obtained from Yunnan, Hubei, Guizhou, Fujian, Henan, Guangxi, Anhui and Sichuan in China. For this purpose 15 samples from the different habitats were analyzed by HPLC-PAD and HPLC-MSⁿ. Twenty-three compounds were detected by HPLC-MSⁿ, of which twenty compounds were tentatively identified by comparing their retention times and mass spectrometry data with that of reference compounds and reviewing the literature. The characteristic fragmentations were summarized. 3-epi-Dehydrotumulosic acid (F13), 3-oxo-16α,25-dihydroxylanosta-7,9(11),24(31)-trien-21-oic acid (F4), 3-oxo-6,16α-dihydroxylanosta-7,9(11),24(31)-trien-21-oic acid (F7) and dehydropachymic acid (F15) were deemed to be suitable marker compounds to distinguish between samples of different quality according to CA and PCA. This study provides helpful chemical information for further anti-tumor activity and active mechanism research on P. cocos. The results proved that fingerprint combined with a chemometric approach is a simple, rapid and effective method for the quality discrimination of P. cocos.

Keywords:

triterpene acids; fingerprints; cluster analysis; principal component analysis

1. Introduction

Poria cocos (Schw.) Wolf is a saprophytic fungus that grows on diverse species of Pinus. Its sclerotium, called Fu-Ling or hoelen, is used in traditional Chinese and Japanese medicine for its diuretic, sedative, and tonic effects. Poria cocos (Schw.) Wolf is widely used in Yunnan, Guizhou, Hubei, Anhui, Fujian, Sichuan and Guangxi provinces in China, Modern medical research has indicated that P. cocos had comprehensive biological activities, such as antitumor [1,2,3,4,5,6,7,8,9,10,11], anti-inflammatory [12,13,14,15,16,17,18], immune-modulating [19,20], liver protecting [21,22] and so on, but particularly antitumor activity. Poria cocos (Schw.) Wolf contains a variety of triterpene acids found to be the bioactive components [2,3,4,5,6,7,8], for example pachymic acid, tumulosic acid, polyporenic acid C, dehydroeburicoic acid, dehydropachymic acid and so on. The type and content of triterpene acids reflect the quality of P. cocos so triterpene acids could be used as marker components to evaluate the quality of P. cocos.

The therapeutic effects of traditional Chinese medicines (TCMs) are based on the complex interactions of complicated chemical constituents as a whole system, so methods are needed in order to control the quality of the complex system. In this case, HPLC fingerprints of key components provide a new approach for quality control of traditional Chinese medicines. There are many studies about fingerprints analysis combined with chemometrics for the quality control of traditional Chinese medicines and to find the bioactive components [23,24,25,26,27].

Some studies on the fingerprints of Poria cocos (Schw.) Wolf have been reported [28,29,30,31], but in those reports only a few compounds were identified by HPLC-MSⁿ and the characteristic fragmentations were not summarized. No marker compounds were found from cluster analysis (CA) and principal component analysis (PCA).

In the present study, nineteen common peaks and four other peaks which have not been detected using HPLC were identified by high–resolution liquid mass spectrometry. To the best of our knowledge, this is the first time that so many compounds were identified and their characteristic fragmentations summarized. We also found for the first time that 3-epi-dehydrotumulosic acid (F13), 3-oxo-16α,25-dihydroxylanosta-7,9(11),24(31)-trien-21-oic acid (F4), 3-oxo-6,16α-dihydroxylanosta-7,9(11),24(31)-trien-21-oic acid (F7) and dehydropachymic acid (F15) might be suitable marker compounds to distinguish between P. cocos samples with different quality according to CA and PCA. This study provides helpful chemical information for further anti-tumor activity and active mechanism research on P. cocos. The method developed in our study also provides a scientific foundation for the origin discrimination and quality control of P. cocos.

2. Results and Discussion

2.1. Validation of the Method

The relative retention time, relative peak area and similarities were used to evaluate the quality of the fingerprints. Dehydrotumulosic acid (peak 8) which is a large single peak in the middle of the chromatogram, was assigned as the reference peak to calculate relative retention times and relative peak areas.

The precision was determined by replicate injection with the same sample solution six consecutive times. The RSDs of relative retention time and relative peak area of the common peaks were all below 0.87% and 1.47%, respectively; the similarities of different chromatograms were all above 0.995.

The repeatability was evaluated by the analysis of six prepared samples. The RSDs of relative retention time and relative retention time of the common peaks were all below 1.59% and 1.97%, respectively; the similarities of different chromatograms were all above 0.995.

Stability testing was performed with one sample over 24 h. The RSDs of relative retention time and relative retention time of the common peaks were all below 0.96% and 1.98%; the similarities of different chromatograms were all 1.000. All these results indicated that the samples remained stable during the testing period and the conditions for the fingerprint analysis were satisfactory.

2.2. Similarity Analysis (SA)

The chromatographic profile must be representative of all the samples and have the features of integrity and fuzziness. By analyzing the mutual pattern of chromatograms, the identification and authentication of the samples can be conducted well even if the amounts of some chemical constituents are different from the others.

Fifteen batches of samples from different habitats were determined and the chromatograms analyzed by SES to generate a common pattern R (Figure 1). SES for Chromatographic Fingerprint was performed to calculate the similarities of different chromatograms compared to the common pattern. The results are shown in Table 1.

The conclusion can be drawn from the results that the similarities of different chromatograms compared to the common pattern are all above 0.900 except for samples S4 (0.880), S6 (0.885), S7 (0.872), S11 (0.860) and S13 (0.875), which indicates that the chemical constituents of different samples are not influenced highly by sources. The common pattern is a very positive identification for the samples of P. cocos.

2.3. Identification of the Compounds Present

HPLC-ESI-MSⁿ method was employed to identify the components in P. cocos (Figure 2, Figure 3 and Figure 4) Molecular weight and fragmentation information (Table 2) were obtained. The possible structures of these 19 common peaks and four other peaks a1, a2, a3 and a4 were deduced as it shown in Figure 5. Under the optimized MS conditions, positive mode and negative mode were used to identify the peaks.

As shown in Table 2, in the positive mode ESI-MS¹ spectra, the [M + H]⁺ and [M − H₂O + H]⁺ ions were observed for all 23 compounds except for compound F11. The [M + Na]⁺ ions were seen for all the compounds except for compounds F1–F3, F6, F11, F16 and F19. The [M − 2H₂O + H]⁺ ions were seen for all the compounds except for compounds F2, F4, F11, F12, F15, F17, F18 and F19. Compounds F6, F14–F17 and a4 showed the corresponding [M − H₂O − CH₃COOH + H]⁺ ions. [M + K]⁺ ions were observed for compounds F5, F8, F13, a1, a2 and a4. The [M − HCOOH + H]⁺ ions were found for compounds F8, F12, F13, F15 and F17. [M − 2H₂O − RDA fragmentation of B ring + H]⁺ ions were found for compounds F7, F10, F14 and a3. The [M − CH₃COOH + H]⁺ ions were observed for compounds F15−F17 and a4. Compounds F8, F13 and a3 presented [M − H₂O − side chain on D ring + H]⁺ ions, while F3 and a1 showed [M − CH₃ − RDA fragmentation of B ring + H]⁺ ions. [M − 2H₂O − CH₃COOH + H]⁺ ions were found for compounds F6 and F16. [M − RDA fragmentation of B ring + H]⁺ ions were found for compounds F6 and F10. Compounds F7 and F12 presented [M − H₂O − RDA fragmentation of B ring + H]⁺ ions, while F7 and F10 displayed [M − CH₃ − side chain on D ring + H]⁺ions and F7 also displayed an [M − 2CH₃ − side chain on D ring + H]⁺ ion. The [M − CO₂ + H]⁺ ion was observed compounds a1 and F16.Compound F9 presented [M − CH₃ − H₂O − side chain on D ring + H]⁺, [M − 2CH₃ − H₂O − HCOOH + H]⁺ and [M − 2H₂O − HCOOH − RDA fragmentation of B ring + H]⁺ ions, while F10 had [M − 3H₂O + H]⁺, [M − 2H₂O − HCOOH + H]⁺ and [M − H₂O − CH₃ − side chain on D ring + H]⁺ ones. The [M − side chain on D ring + H]⁺ ion was seen in the spectrum of compound F12. A [M − HCOOH − RDA fragmentation of B ring + H]⁺ ion was seen for compound a3. Compound a2, on the other hand, displayed [M − H₂O − HCO−Ar−OH + H]⁺, [M − 2H₂O–HCO–Ar–OH + H]⁺ and [M − CH₃ − HCOOH–HCO–Ar–OH + H]⁺ ions, whereas a1 had an [M − CH₄ + H]⁺ ion.

In the ESI-MS² spectra, all 23 compounds except for compound F11 displayed the corresponding [M − H₂O + H]⁺ ions.[M − 2H₂O + H]⁺ ions were found for all the compounds except for compounds F2, F4, F5, F11, F15, F17, F18 and a4. Compounds F2, F6–F9, F12–F14 and a3 showed [M − (H₂O + side chain on D ring) + H]⁺ ions and compounds F5, F14−F17 and a4 showed [M − (H₂O + CH₃COOH) + H]⁺ ones. [M − side chain on D ring + H]⁺ ions were seen for compoundsF4, F19, while F6 and F19 had [M − RDA fragmentation of B ring + H]⁺ ions. The [M − RDA fragmentation of B ring − 2H₂O + H]⁺ ion was observed for F4 and F9. Only F2 had [M − 3H₂O + H]⁺ and [M − 2H₂O − HCOOH + H]⁺ ions. The ions [M − 2CH₃ + H]⁺, [M − 2CH₃ − H₂O + H]⁺, [M − 2CH₃ − RDA fragmentation of B ring + H]⁺, [M − RDA fragmentation of B ring − 2H₂O − HCOOH + H]⁺ and [M − side chain on D ring − 2CH₃ + H]⁺ were only found for compound F4, and only compound F5 had a [M − (2H₂O + CH₃COOH) + H]⁺ ion. Other ions seen in only one compound were [M − side chain on D ring − 2H₂O − CH₃COOH + H]⁺ in compound F6 and [M − HCOOH + H]⁺ for F19.

In the ESI-MS³ spectra all 23 compounds except for compounds F2, F11 and F18 displayed [MS² − H₂O + H]⁺ ions, while compounds F1, F3, F6–F9 and a3 also showed a [MS² − 2H₂O + H]⁺ ion. All 23 compounds except for F4 and F11 had [MS² − side chain on D ring + H]⁺ ions. The [MS² − side chain on D ring − H₂O + H]⁺ ion was observed in the spectra of compounds F1−F3, F5, F6, F8, F13 and a1–a4 and F1, F3, F6–F9 and a3 showed a [MS² − 2H₂O + H]⁺ ion. [MS² − HCOOH + H]⁺ ions were seen for compounds F3, F6, F9, F12, F16, a3 and a4, while F14−F17 and a4 showed both [MS² − CH₃COOH + H]⁺ and [MS² − CH₃COOH − side chain on D ring + H]⁺ ions. Compounds F4, F8, F13 and F18 produced [MS² − 2CH₃ + H]⁺ ions and F8, F13 and F19 had an ion corresponding to a [MS² − RDA fragmentation of B ring + H]⁺ species. The [MS² − CH₃COOH − H₂O + H]⁺ ion was noted for compounds F16 and a4. The latter compound also had a [MS² − CH₃ + H]⁺ ion. [MS² − HCOOH − H₂O + H]⁺ ions were found for compounds F1 and F3. Compound F5 displayed a [MS² − CH₃ − H₂O + H]⁺ ion while compound F4 showed [MS² − RDA fragmentation of B ring − H₂O + H]⁺ and [MS² − RDA fragmentation of B ring − H₂O − 2CH₃ + H]⁺ ones and compound F9 showed a [MS² − RDA fragmentation of B ring − 2H₂O + H]⁺ ion. The [MS² − HCO–Ar–OH + H]⁺, [MS² − HCOOH − (HCO–Ar–OH) + H]⁺ and [MS² − side chain on D ring − (HCO–Ar–OH) + H]⁺ ions were observed in the spectrum of compound F18.

In the negative mode ESI-MS¹ spectra, the [M − H]⁻ ions were found for all 23 compounds except for compound F11. Compound F6 had [M − CH₃COOH − H]⁻ and [M − side chain on D ring − H]⁻ ion. Compound F8 presented [M − 2CH₃ − side chain on D ring − H]⁻, [M − 4CH₃ − HCOOH − RDA fragmentation of B ring − H]⁻, [M − H₂O − H]⁻ and [M − 3CH₃ − H]⁻ ions, while compound F10 had [M − CH₄ − H]⁻ and [M − CH₄ − 2H₂O − HCOOH − RDA fragmentation of B ring − H]⁻ ions. A [M − K]⁻ ion was found for compound F12. [M − 2CH₄ − side chain on D ring − H]⁻, [M − 2H₂O − H]⁻ and [M − CO − H]⁻ ions were only seen for compounds F13, F16 orF19, respectively.

In the ESI-MS² spectra, [M − H₂O − H]⁻ ions were found for compounds F1, F3, F7–F9 and F13, while [M − CH₄ − HCOOH − H]⁻ ions were seen for compounds F1, F10, F16 and a1–a4. Meanwhile, compounds F8, F12, F13, F16, a3 and a4 showed a [M − HCOOH − H]⁻ ion and F6, F14–F17 formed a [M − CH₃COOH − H]⁻ ion. The [M − CO₂ − H]⁻ ion was seen for compounds F5, F10, F12 and F14 and F15, F17 and F19 displayed a [M − CH₄ − H]⁻ ion. The [M − 2CH₄ − HCOOH − H]⁻ ion was observed for compounds F3, F12 and a3. The latter compound, F8 and F13 displayed [M − 2CH₄ − side chain on D ring − H]⁻ ions. [M − 2CH₄ − H]⁻ ions were found for compounds F1 and F2, while F1 and F19 had [M − H₂O − side chain on D ring − H]⁻ ions. Compounds F3 and a3 showed a [M − 2CH₄ − H₂O − HCOOH − H]⁻ ion, F8 and F13 had a [M − CH₄ − side chain on D ring − H]⁻ ion and F9 and a2 had [M − 3CH₃ − H]⁻ ion. [M − H₂O − CH₃COOH − H]⁻ and [M − H₂O − CH₄ − CH₃COOH − H]⁻ ions were found for compounds F15 and F17. Compound a3 had [M − 2H₂O − 2CH₄ − HCOOH − H]⁻ and [M − 3CH₄ − HCOOH − H]⁻ ions, whereas a4 showed [M − 2H₂O − CH₃COOH − H]⁻ and [M − CH₄ − HCOOH − CH₃COOH − H]⁻ ions and a2 showed a [M − 3CH₄ − H]⁻ ion. Compound F10 presented a [M − CH₄ − 2H₂O − HCOOH − RDA fragmentation of B ring − H]⁻ ion while compound F1 had a [M − CH₄ − H₂O − HCOOH − H]⁻ one. A [M − H₂O − HCOOH − H]⁻ ions was observed for compound F3. Compound F4 showed a [M − 2CH₃ − H]⁻ ion. The [M − CH₄ − HCOOH − RDA fragmentation of B ring − H]⁻ ion was observed for compound F9 and compound F12 presented a peak for a [M − 2CH₄ − RDA fragmentation of B ring − H]⁻ ion. The [M − 2H₂O − CH₄ − CO₂ − CH₃COOH − H]⁻ ion was observed in the spectrum of compound F14 and an [M − HCO−Ar−OH −H]⁻ ion was found for compound F18.

In the ESI-MS³ spectra, [MS² − CH₄ − H]⁻ ions were seen for compounds F1, F3, F5, F14 and a2, while compounds F16 and a4 presented [MS² − CH₃COOH − H]⁻ ions and compound 2 showed a [MS² − CH₃ − H]⁻ ion. Compound F4 showed [MS² − HCOOH − H]⁻ and [MS² − 2CH₄ − HCOOH − H]⁻ ions. Finally, compound F12 showed the corresponding [MS² − H₂O − H]⁻ ion.

2.4. Cluster Analysis (CA)

Cluster Analysis is a multivariate analysis technique that is used to sort samples into groups. It is widely applied for fingerprint analysis, because it is a nonparametric data interpretation method and simple to use. CA provides a visual representation of complex data. Average linkage between groups was applied, and Pearson correlation was selected as a measurement. The method can classify different herbs by measuring the peak areas from their corresponding HPLC fingerprints. The common characteristic peaks, which were calculated by the Similarity Evaluation System, were selected for the CA. Cluster analysis of P. cocos samples was performed based on the relative peak areas of all 19 common peaks.

The results of CA are shown in Figure 6, where the quality characteristics are revealed more clearly. The cluster analysis results show that the samples could be divided into three quality clusters. Among them, Cluster I includes the samples S6, S8, S15, S1 and S9, Cluster III includes S2, S5 and the others are in Cluster II. All the compounds in Cluster III had much higher concentrations than the other two clusters.

Cluster I was distinguished as it contains less 3-epi-dehydrotumulosic acid (F13), 3-oxo-16α,25-dihydroxylanosta-7,9(11),24(31)-trien-21-oic acid (F4), 3-oxo-6,16α-dihydroxylanosta-7,9(11),24(31)-trien-21-oic acid (F7), dehydropachymic acid (F15), Unknown F9, and Unknown F11 than Clusters II and III. The low concentration of these six compounds in Cluster I may be due to the poor herb quality of P. cocos. This indicated that these compounds could be used as marker compounds to distinguish the P. cocos samples with different quality. The results of CA could be validated against each other and provided more references for the quality evaluation of P. cocos.

2.5. Principal Components Analysis (PCA)

To evaluate the variations in quality of the 15 samples, PCA was carried out with the relative amounts of each identified component. The contents of 19 fingerprint peaks were applied to evaluate the sample variations. Figure 7 shows the score plots obtained by PCA. The first six principal components accounted for 89.329% of the total variance. Examination of the score plots indicates that the main components responsible for the separation were 3-epi-dehydrotumulosic acid (F13), 6α-hydroxyldehydropachymic acid (F6), 24(31)-trien-21-oic acid (F4), 24(31)-trien-21-oic acid (F7), 3-oxo-6,16α-dihydroxylanosta-7, 9 (F15), 29-hydroxydehydrotumulosic acid (F1), dehydropachymic acid (F12), as shown in Table 3. These components were deemed to be the marker compounds of sample variation. This result is in accord with the one obtained from the cluster analysis (CA). The combination of PCA and CA was thus a useful tool for quality control and evaluation of P. cocos.

3. Experimental Section

3.1. Samples and Reagents

Fifteen P. cocos samples were purchased from different regions of China and were authenticated by Professor Chun-Sheng Liu (School of Chinese Materia Medica, Beijing University of Chinese Medicine, Beijing, China). The samples were harvested between July and September. The samples were processed as follows: the sediment was removed after them digging up, and the material was piled to “sweat”, spread out until the surface was dry, then “sweated” again. This was repeated several times until the surface of the samples was wrinkled and the water in the sample was almost dissipated. Samples were then dried in the shade, peeled and cut into cubes. The surface of the blocks is white or faint red in color. Each sample (three replicates) was placed in a dark and dry environment. The regions where the 15 samples were obtained are shown in Table 4. Pachymic acid (Batch number: 130306, purity ≥ 98%) and dehydroeburicoic acid (Batch number: 131027, purity ≥ 98%) were obtained from Chengdu MUST BioTechnology Co., Ltd. (Chengdu, China); HPLC grade acetonitrile and acetic acid were obtained from Fisher (Waltham, MA, USA); distilled water was bought from Watsons (Beijing, China) and was filtered through a 0.45 µm membrane (Dikma, Beijing, China) prior to use. All other reagents were of analytical grade.

3.2. Sample Preparation

3.2.1. Preparation of Reference Substance

Stock solutions of individual reference substance were prepared by dissolving each compound in 50% methanol at a concentration of 212 µg·mL⁻¹ for pachymic acid and 22.9 µg·mL⁻¹ for dehydroeburicoic acid. Both solutions were stored at approximately 4 °C.

3.2.2. Preparation of Sample Solution

Dried powder of P. cocos from different regions (1 g) was accurately weighed out and transferred into a 100 mL conical flask. Methanol (10 mL) was added to the flask and the flask with the methanol and powder was accurately weighed and placed in an ultrasonic extraction device and extracted for 30 min. The flask was weighed again and methanol was added to make up the weight. The solution was filtered through a 0.45 µm membrane filter for fingerprint analysis.

3.3. Apparatus and Parameters

A Waters Alliance HPLC 2695 series instrument (Waters, Manchester, UK) was used to perform the high performance liquid chromatography (HPLC) analysis. Mobile phase: A (acetonitrile); B (H₂O:CH₃COOH, 100:0.2, v/v). Column: Diamansil™ C18 (250 × 4.6 mm, 5 μm), maintained at 30 °C with flow rate of 1.0 mL·min. The detection wavelength was set at 254 nm for acquiring chromatograms. The injection volume was 20 µL. Gradient elution procedure: 0 min (45% A) → 8 min (55% A) → 22 min (55% A) → 55 min (65% A) → 56 min (70% A) → 80 min (90% A).

The LCMS-IT-TOF instrument (Shimadzu, Kyoto, Japan) was equipped with an ESI source used in positive and negative ionization mode. The interface and MS parameters were as follows: nebulizer pressure, 100 kPa; dry gas, N₂ (1.5 L/min); drying gas temperature, 200 °C; spray capillary voltage, 4000 V; scan range, m/z 100–1500.

4. Conclusions

The therapeutic effects of traditional Chinese medicines (TCM) are based on the complex interactions of complicated chemical constituents as a whole system. HPLC and HPLC-MSⁿ fingerprint analysis combined with chemometrics were employed to study the complex P. cocos system. Triterpenoid acids were the most important chemical components in the samples, which had a variety of potential biological activities, according to previous extensive phytochemical and pharmacological studies. The qualitative analysis and quantification of triterpenoid acids can better reflect the therapeutic effects and quality of P. cocos. The chromatographic method is predominantly to control the quality and stability of the complex system. This study provided a systematic method for the quality control of P. cocos by HPLC fingerprinting and the HPLC-MSⁿ evaluation system based on Similarity Analysis (SA), Cluster Analysis (CA) and Principal Component Analysis (PCA). As a result, a common mutual pattern was established by determining and comparing the fingerprints of 15 samples of P. cocos from different regions. Twenty-three compounds were detected by HPLC-MSⁿ, of which twenty were tentatively identified by comparing their retention times, and mass spectrometry data with that of reference compounds and literature data. The characteristic fragmentations were summarized. 3-epi-Dehydrotumulosic acid (F13), 3-oxo-16α,25-dihydroxy-lanosta-7,9(11),24(31)-trien-21-oic acid (F4), 3-oxo-6,16α-dihydroxylanosta-7,9(11),24(31)-trien-21-oic acid (F7) and dehydropachymic acid (F15) were deemed to be the markers to distinguish between P. cocos samples of different quality. The proposed method can be used to improve the quality control of P. cocos, thus ensuring the effectiveness of Poria herbs. There are still three peaks—F9, F11 and a3—which were not identified by HPLC-MSⁿ, of which F9 and F11 were used as marker compounds to distinguish the P. cocos of different quality. These two components require further study.

Acknowledgments

The authors gratefully acknowledge the financial support from the Ministry of Science and Technology support project (No. 2012BAI29B01).

Author Contributions

Conceived and designed the experiments: Lan-Zhen Zhang, Ling-Fang Wu. Performed the experiments: Ling-Fang Wu, Kun-Feng Wang, Xin-Mao, Wen-Jing Chen, Wen-Yi Liang, Shi Li, Qi Qi, Ya-Ping Cui. Analyzed the data: Ling-Fang Wu. Wrote the paper: Ling-Fang Wu, Lan-Zhen Zhang.

Conflicts of Interest

The authors declare no conflict of interest.

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Sample Availability: Samples of the compounds Pachymic acid and Dehydroeburicoic acid are available from the authors.

Figure 1. Overlaid HPLC chromatograms of samples from No. S1–S15. The common pattern (marked R) was obtained by using Similarity Evaluation System (SES) for Chromatographic Fingerprint of TCM.

Figure 2. HPLC chromatograms of P. cocos.

Figure 3. Positive mode of the HPLC-MSⁿ chromatograms of P. cocos.

Figure 4. Negative mode of the HPLC-MSⁿ chromatograms of P. cocos.

Figure 5. The chemical structures of the identified compounds.

Figure 6. Results of cluster analysis of 15 samples.

Figure 7. PCA scores plots of the sample from different regions with 95% confidence ellipses.

Table 1. The results of similarities of the chromatograms from different origins.

**Table 1.** The results of similarities of the chromatograms from different origins.
NO.	S1	S2	S3	S4	S5	S6	S7	S8	S9	S10	S11	S12	S13	S14	S15	R
S1	1.000	0.848	0.860	0.897	0.927	0.800	0.717	0.962	0.944	0.953	0.806	0.828	0.819	0.843	0.804	0.935
S2	0.848	1.000	0.944	0.803	0.953	0.874	0.884	0.911	0.941	0.930	0.831	0.923	0.863	0.982	0.934	0.973
S3	0.860	0.944	1.000	0.730	0.912	0.844	0.841	0.914	0.911	0.940	0.707	0.920	0.916	0.914	0.797	0.943
S4	0.897	0.803	0.730	1.000	0.921	0.660	0.641	0.879	0.866	0.886	0.933	0.767	0.723	0.799	0.852	0.880
S5	0.927	0.953	0.912	0.921	1.000	0.821	0.815	0.952	0.962	0.967	0.902	0.921	0.869	0.942	0.931	0.985
S6	0.800	0.874	0.844	0.660	0.821	1.000	0.902	0.876	0.922	0.832	0.607	0.812	0.649	0.856	0.818	0.885
S7	0.717	0.884	0.841	0.641	0.815	0.902	1.000	0.804	0.865	0.811	0.632	0.843	0.721	0.870	0.827	0.872
S8	0.962	0.911	0.914	0.879	0.952	0.876	0.804	1.000	0.974	0.984	0.814	0.905	0.813	0.896	0.853	0.971
S9	0.944	0.941	0.911	0.866	0.962	0.922	0.865	0.974	1.000	0.959	0.820	0.911	0.809	0.933	0.918	0.985
S10	0.953	0.930	0.940	0.886	0.967	0.832	0.811	0.984	0.959	1.000	0.835	0.937	0.891	0.913	0.858	0.980
S11	0.806	0.831	0.707	0.933	0.902	0.607	0.632	0.814	0.820	0.835	1.000	0.772	0.716	0.856	0.900	0.860
S12	0.828	0.923	0.920	0.767	0.921	0.812	0.843	0.905	0.911	0.937	0.772	1.000	0.875	0.910	0.854	0.940
S13	0.819	0.863	0.916	0.723	0.869	0.649	0.721	0.813	0.809	0.891	0.716	0.875	1.000	0.853	0.737	0.875
S14	0.843	0.982	0.914	0.799	0.942	0.856	0.870	0.896	0.933	0.913	0.856	0.910	0.853	1.000	0.945	0.965
S15	0.804	0.934	0.797	0.852	0.931	0.818	0.827	0.853	0.918	0.858	0.900	0.854	0.737	0.945	1.000	0.927
R	0.935	0.973	0.943	0.880	0.985	0.885	0.872	0.971	0.985	0.980	0.860	0.940	0.875	0.965	0.927	1.000

Table 2. The HPLC-MSⁿ data and compound names of the 20 peaks.

**Table 2.** The HPLC-MSⁿ data and compound names of the 20 peaks.
Peak No.	t_R (min)	[M − H]⁻ [M + H]⁺	Negative Mode	Positive Mode	Identification
F1	10.228	499.3346 501.3562	MS¹: 499.3346 [M – H]⁻ MS²: 499.3346→481.3221 [M – 18(H₂O) − H]⁻, 467.3075 [M − 32(2CH₄) − H]⁻, 437.2931 [M − 62(CH₄ + HCOOH) − H]⁻, 419.2964 [M − 80(CH₄ + HCOOH + H₂O) − H]⁻, 325.2526 [M − 174(H₂O + side chainon D ring) − H]⁻ MS³: 419.2964→403.2698 [M − 80(H₂O + CH₄ + HCOOH) − 16(CH₄) − H]⁻	MS¹: 501.3562 [M + H]⁺, 483.3447 [M − 18(H₂O) + H]⁺, 465.3384 [M − 36(2H₂O) + H]⁺ MS²: 501.3562→483.3460 [M − 18(H₂O) + H]⁺, 465.3330 [M − 36(2H₂O) + H]⁺ MS³: 483.3460→465.3324 [M − 18(H₂O) − 18(H₂O) + H]⁺, 447.3232 [M − 18(H₂O) − 36(2H₂O) + H]⁺, 419.3319 [M − 18(H₂O) − 64(H₂O + HCOOH) + H]⁺, 327.2338 [M − 18(H₂O) − 156(side chain on D ring) + H]⁺, 309.2208 [M − 18(H₂O) − 174(H₂O + side chain on D ring) + H]⁺, 465.3324→447.3118 [M − 36(2H₂O) − 18(H₂O) + H]⁺, 309.2139 [M − 36(2H₂O) − 156(side chain on D ring) + H]⁺, 291.2027 [M − 36(2H₂O) − 174(H₂O + side chain on D ring) + H]⁺	29-Hydroxy-dehydrotumulosic acid [32]
F2	12.637	513.3213 515.3352	MS¹: 513.3213 [M − H]⁻ MS²: 513.3213→481.3303 [M − 32(2CH₄) − H]⁻ MS³: 481.3303→466.3146 [M − 32(2CH₄) − 15(CH₃) − H]⁻	MS¹: 515.3352 [M + H]⁺, 497.3238 [M − 18(H₂O) + H]⁺ MS²: 515.3352→497.3235 [M − 18(H₂O) +H]⁺, 461.3047 [M − 54(3H₂O) + H]⁺, 433.3021 [M − 82(2H₂O + HCOOH) + H]⁺, 341.2130 [M − 174(H₂O + side chain on D ring) + H]⁺ MS³: 497.3238→341.2081 [M − 18(H₂O) − 156(side chain on D ring) + H]⁺, 323.1985 [M − 18(H₂O) − 174(H₂O + side chain on D ring) + H]⁺	5α, 8α-Peroxy-dehydrotumulosic acid [5]
F3	13.665	497.3254 499.3394	MS¹: 497.3254 [M − H]⁻ MS²: 497.3254→479.3096 [M − 18(H₂O) − H]⁻, 435.3142 [M − 64(H₂O + HCOOH) − H]⁻, 419.2947 [M − 78(2CH₄ + HCOOH) − H]⁻, 401.2782 [M − 96(2CH₄ + H₂O + HCOOH) − H]⁻ MS³: 419.2947→403.2698 [M − 78(2CH₄ + HCOOH) − 16(CH₄) − H]⁻	MS¹: 499.3494 [M + H]⁺, 481.3307 [M − 18(H₂O) + H]⁺, 463.3196 [M − 36(2H₂O) + H]⁺, 346.3312 [M − 153(CH₃ + RDA fragmentation of B ring) + H]⁺ MS²: 499.3394→481.3306 [M − 18(H₂O) + H]⁺, 463.3205 [M − 36(2H₂O) + H]⁺ MS³: 481.3306→463.3220 [M − 18(H₂O) − 18(H₂O) + H]⁺, 445.3217 [M − 18(H₂O) − 36(2H₂O) + H]⁺, 417.3181 [M − 18(H₂O) − 64(H₂O + HCOOH) + H]⁺, 325.2182 [M − 18(H₂O) − 156(side chain on D ring) + H]⁺ or [M − 18(H₂O) − 156(H₂O + RDA fragmentation of B ring) + H]⁺, 307.2059 [M − 18(H₂O) − 174(H₂O + side chain on D ring) + H]⁺, 463.3205→445.3125 [M − 36(2H₂O) − 18(H₂O) + H]⁺, 417.3209 [M − 36(2H₂O) − 46(HCOOH) + H]⁺, 307.1993 [M − 36(2H₂O) − 156(side chain on D ring) + H]⁺	6α-Hydroxy-polyporenic acid C [33]
F4	19.150	497.3287 499.3436	MS¹: 497.3287 [M − H]⁻ MS²: 497.3287→467.3141 [M − 30(2CH₃) − H]⁻ MS³: 467.3141→421.3067 [M − 30(2CH₃) − 46 (HCOOH) − H]⁻, 389.2857 [M − 30(2CH₃) − 78 (2CH₄ + HCOOH) − H]⁻	MS¹: 499.3436 [M + H]⁺, 521.3314 [M + Na]⁺, 481.3343 [M − 18(H₂O) + H]⁺ MS²: 499.3436→481.3343 [M − 18(H₂O) + H]⁺, 469.3290 [M − 30(2CH₃) + H]⁺, 451.3264 [M − 48(2CH₃ + H₂O) + H]⁺, 330.6835 [M − 68(2CH₃ + RDA fragmentation of B ring) + H]⁺, 327.1625 [M − 172(side chain on D ring) + H]⁺, 325.2160 [M − 174(2H₂O + RDA fragmentation of B ring) + H]⁺, 297.1598 [M − 202(2CH₃ + side chain on D ring) + H]⁺, 279.1605 [M − 220(2H₂O + HCOOH + RDA fragmentation of B ring) + H]⁺ MS³: 481.3433→463.3205 [M − 18(H₂O) − 18(H₂O) + H] ⁺, 451.3202 [M − 18(H₂O) − 30(2CH₃) + H]⁺, 325.2160 [M − 18(H₂O) − 156(H₂O + RDA fragmentation of B ring) + H]⁺, 295.2101 [M − 18(H₂O) − 186(2CH₃ + H₂O + RDA fragmentation of B ring) + H]⁺, 451.3264→295.2045 [M − 48(2CH₃ + H₂O) − 156(H₂O + RDA fragmentation of B ring) + H]⁺	3-oxo-16α,25-dihydroxylanosta-7,9(11),24(31)-trien-21-oic acid
F5	23.845	469.3329 471.3508	MS¹: 469.3329 [M − H]⁻ MS²: 469.3329→425.3429 [M − 44(CO₂) − H]⁻ MS³: 425.3429→409.3112 [M − 44(CO₂) − 16(CH₄) − H]⁻	MS¹: 471.3508 [M + H]⁺, 509.3063 [M + K]⁺, 493.3397 [M + Na]⁺, 453.3371 [M − 18(H₂O) + H]⁺, 435.3267 [M − 36(2H₂O) + H]⁺ MS²: 471.3508→453.3350 [M − 18(H₂O) + H]⁺ MS³: 453.3350→435.3268 [M − 18(H₂O) − 18(H₂O) + H]⁺, 311.2349 [M − 18(H₂O) − 142(side chain on D ring) + H]⁺, 293.2289 [M − 18(H₂O) − 160(H₂O + side chain on D ring) + H]⁺, 311.2349→293.2229 [M − 18(H₂O) − 142(side chain on D ring) − 18(H₂O) + H]⁺, 278.2023 [M − 18(H₂O) − 142(side chain on D ring) − 33(H₂O + CH₃) + H]⁺	3β,16α-Dihydroxy-lanosta-7,9(11),24-trien-21-oic acid [34]
F6	28.422	541.3569 543.3700	MS¹: 541.3569 [M − H]⁻, 481.3308 [M − 60(CH₃COOH) − H]⁻, 384.9361 [M − 156(side chain on D ring) − H]⁻ MS²: 541.3569→481.3293 [M − 60(CH₃COOH) − H]⁻	MS¹: 543.3700 [M + H]⁺, 525.3596 [M − 18(H₂O) + H]⁺, 507.3346 [M − 36(2H₂O) + H]⁺, 465.3378 [M − 78(H₂O + CH₃COOH) + H]⁺, 447.3277 [M − 96(2H₂O + CH₃COOH) + H]⁺, 361.6931 [M − 182(RDA fragmentation of B ring) + H]⁺ MS²: 543.3700→525.3521 [M − 18(H₂O) + H]⁺, 507.3462 [M − 36(2H₂O) + H]⁺, 465.3363 [M − 78(H₂O + CH₃COOH) + H]⁺, 447.3277 [M − 96(2H₂O + CH₃COOH) + H]⁺, 369.2441 [M − 174(H₂O + side chain on D ring) + H]⁺, 361.6931 [M − 182(RDA fragmentation of B ring) + H]⁺, 291.2117 [M − 18(H₂O) − 234(H₂O + side chain on D ring + CH₃COOH) + H]⁺ MS³: 465.3378→447.3228 [M − 78(H₂O + CH₃COOH) − 18(H₂O) + H]⁺, 429.3027 [M − 78(H₂O + CH₃COOH) − 36(2H₂O) + H]⁺, 419.3290 [M − 78(H₂O + CH₃COOH) − 46(HCOOH) + H]⁺, 309.2194 [M − 78(H₂O + CH₃COOH) − 156(side chain on D ring) + H]⁺, 291.2111 [M − 78(H₂O + CH₃COOH) − 174(H₂O + side chain on D ring) + H]⁺, 447.3277→291.2103 [M − 96(2H₂O+CH₃COOH) − 156(side chain on D ring) + H]⁺	6α-Hydroxy-dehydropachymic acid [34]
F7	29.043	483.2973 485.3333	MS¹: 483.2973 [M − H]⁻ MS²: 483.2973→465.2966 [M − 18(H₂O) − H]⁻	MS¹: 485.3332 [M + H]⁺, 507.3094 [M + Na]⁺, 467.3190 [M − 18(H₂O) + H]⁺, 449.3071 [M − 36(2H₂O) + H]⁺, 328.9961 [M − 156(H₂O + RDA fragmentation of B ring) + H]⁺, 326.0151 [M − 158(CH₄ + side chain on D ring) + H]⁺, 311.1511 [M − 174(2CH₄ + side chain on D ring) + H]⁺ or [M − 174(2H₂O + RDA fragmentation of B ring) + H]⁺ MS²: 485.3333→467.3242 [M − 18(H₂O) + H] ⁺, 449.3070 [M − 36(2H₂O) + H]⁺, 325.2146 [M − 160(H₂O + side chain on D ring) + H]⁺ MS³: 467.3242→449.3048 [M − 18(H₂O) − 18(H₂O) + H]⁺, 431.2976 [M − 18(H₂O) − 36(2H₂O) + H]⁺, 325.2218 [M − 18(H₂O) − 142(side chain on D ring) + H]⁺, 449.3070→ 431.3046 [M − 36(2H₂O) − 18(H₂O) + H]⁺, 307.2038 [M − 36(H₂O) − 142(side chain on D ring) + H]⁺	3-oxo-6,16α-dihydroxylanosta-7,9(11),24(31)-trien-21-oic acid [35]
F8	32.068	483.3425 485.3602	MS¹: 483.3425 [M − H]⁻, 295.2370 [M − 188(2CH₄ + side chain on D ring) − H]⁻ MS²: 483.3425→465.2955 [M − 18(H₂O) − H]⁻, 437.3440 [M − 46(HCOOH) − H]⁻, 311.1998 [M − 172(CH₄+side chain on D ring) − H]⁻, 295.2036 [M − 188(2CH₄ + side chain on D ring) − H]⁻	MS¹: 485.3602 [M + H]⁺, 523.3198 [M + K]⁺, 507.3451 [M + Na]⁺, 467.3518 [M − 18(H₂O) + H]⁺, 449.3387 [M − 36(2H₂O) + H]⁺, 439.3618 [M − 46(HCOOH) + H]⁺, 311.1665 [M − 174(H₂O + side chain on D ring) + H]⁺ MS²: 485.3602→467.3512 [M − 18(H₂O) + H]⁺, 449.3496 [M − 36(2H₂O) + H]⁺, 311.2428 [M − 174(H₂O + side chain on D ring) + H]⁺ MS³: 467.3512→449.3409 [M − 18(H₂O) − 18(H₂O) + H]⁺, 431.2786 [M − 18(H₂O) − 36(2H₂O) + H]^+, 327.2293 [M − 18(H₂O) − 140(RDA fragmentation of B ring) + H]⁺, 311.2351 [M − 18(H₂O) − 156(side chain on D ring) + H]⁺, 293.2248 [M − 18(H₂O) − 174(H₂O + side chain on D ring) + H]⁺, 311.2428→293.2308 [M − 174(H₂O + side chain on D ring) − 18(H₂O) + H]⁺, 281.6503 [M − 174(H₂O + side chain on D ring) − 30(2CH₃) + H]⁺	Dehydrotumulosic acid [32]
F9	37.338	497.3263 499.3444	MS¹: 497.3263 [M − H]⁻, 479.3193 [M − 18(H₂O) − H]⁻, 452.9247 [M − 45(3CH₃) − H]⁻, 248.9602 [M − 248 (4CH₄ + HCOOH + RDA fragmentation of B ring) − H]⁻ MS²: 497.3263→479.3161 [M − 18(H₂O) − H]⁻, 452.9247 [M − 45(3CH₃) − H]⁻, 249.9602 [M − 248(4CH₄ + HCOOH + RDA fragmentation of B ring) − H]⁻	MS¹: 521.3305 [M + Na]⁺, 499.3444 [M + H]⁺, 481.3334 [M − 18(H₂O) + H]⁺, 463.3219 [M − 36(2H₂O) + H]⁺, 405.2614 [M − 93(2CH₃ + H₂O + HCOOH) + H]⁺, 310.1678 [M − 189(CH₃ + H₂O + side chain on D ring) + H]⁺, 279.1589 [M − 220(2H₂O + HCOOH + RDA fragmentation of B ring) + H]⁺ MS²: 499.3444→481.3324 [M − 18(H₂O) + H]⁺, 463.3205 [M − 36(2H₂O) + H]⁺, 325.2130 [M − 174(H₂O + side chain on D ring) + H]⁺ or [M − 174(2H₂O + RDA fragmentation of B ring) + H]⁺ MS³: 481.3324→463.3215 [M − 18(H₂O) − 18(H₂O) + H]⁺, 445.3115 [M − 18(H₂O) − 36(2H₂O) + H]⁺, 325.2132 [M − 18(H₂O) − 156(side chain on D ring) + H]⁺ or [M − 174(2H₂O + RDA fragmentation of B ring) + H]⁺, 463.3205→445.3046 [M − 36(2H₂O) − 18(H₂O) + H]⁺, 417.3143 [M − 36(2H₂O) − 46(HCOOH) + H]⁺, 307.2058 [M − 36(2H₂O) − 156(side chain on D ring) + H]⁺	Unknown
F10	38.513	485.3269 487.3491	MS¹: 485.3269 [M − H]⁻, 469.3311 [M − 16(CH₄) − H]⁻, 248.9582 [M − 236(CH₄ + 2H₂O + HCOOH + RDA fragmentation of B ring) − H]⁻ MS²: 485.3269→441.3391 [M − 44(CO₂) − H]⁻, 423.3255 [M − 62(CH₄ + HCOOH) − H]⁻, 248.9582 [M − 236(CH₄ + 2H₂O + HCOOH + RDA fragmentation of B ring − H)]⁻	MS¹: 509.3283 [M + Na]⁺, 487.3491 [M + H]⁺, 469.3318 [M − 18(H₂O) + H]⁺, 451.3180 [M − 36(2H₂O) + H]⁺, 433.3214 [M − 54(3H₂O) + H]⁺, 405.2659 [M − 82(2H₂O + HCOOH) + H]⁺, 348.9844 [M − 138(RDA fragmentation of B ring) + H]⁺, 327.0051 [M − 18(H₂O) − 142(side chain on D ring) + H]⁺, 313.1531 [M − 174(2H₂O + RDA fragmentation of B ring) + H]⁺, 312.1531 [M − 18(H₂O) − 15(CH₃) − 142(side chain on D ring) + H]⁺ MS²: 487.3491→469.3290 [M − 18(H₂O) + H]⁺, 451.3169 [M − 36(2H₂O) + H]⁺	3-oxo-6,16α-Dihydroxytra-metenolic acid [36]
F11	44.363	−−−−−	−−−−−−	−−−−−−
F12	45.727	481.3333 483.3448	MS¹: 481.3333 [M − H]⁻ MS²: 481.3333→437.3338 [M − 44(CO₂) − H]⁻, 435.3259 [M − 46(HCOOH) − H]⁻, 403.2999 [M − 78(2CH₄ + HCOOH) − H]⁻, 311.2015 [M − 170(2CH₄ + RDA fragmentation of B ring) − H]⁻ MS³: 311.2015→293.2008 [M − 170(2CH₄ + RDA fragmentation of B ring) − 18(H₂O) − H]⁻	MS¹: 483.3463 [M + H]⁺, 505.3322 [M + Na]⁺, 465.3360 [M − 18(H₂O) + H]⁺, 437.3412 [M − 46(HCOOH) + H]⁺, 327.0080 [M − 156(side chain on D ring) + H]⁺ or [M − 156(H₂O + RDA fragmentation of B ring) + H]⁺ MS²: 483.3448→465.3357 [M − 18(H₂O) + H]⁺, 447.2191 [M − 36(2H₂O) + H]⁺, 309.2130 [M − 174(H₂O + side chain on D ring) + H]⁺ MS³: 465.3357→447.3255 [M − 18(H₂O) − 18(H₂O) + H]⁺, 419.3318 [M − 18(H₂O) − 46(HCOOH) + H]⁺, 309.2194 [M − 18(H₂O) − 156(side chain on D ring) + H]⁺	Polyporenic acid C [32]
F13	49.785	483.3478 485.3613	MS¹: 483.3425 [M − H]⁻, 295.2370 [M − 188(2CH₄ + side chain on D ring) − H]⁻ MS²: 483.3425→465.2955 [M − 18(H₂O) − H]⁻, 437.3440 [M − 46(HCOOH) − H]⁻, 311.1998 [M − 172(CH₄ + side chain on D ring) − H]⁻, 295.2036 [M − 188(2CH₄ + side chain on D ring) − H]⁻	MS¹: 485.3602 [M + H]⁺, 523.3198 [M + K]⁺, 507.3451 [M + Na]⁺, 467.3518 [M − 18(H₂O) + H]⁺, 449.3387 [M − 36(2H₂O) + H]⁺, 439.3618 [M − 46(HCOOH) + H]⁺, 311.1665 [M − 174(H₂O+side chain on D ring) + H]⁺ MS²: 485.3602→467.3512 [M − 18(H₂O) + H]⁺, 449.3496 [M − 36(2H₂O) + H]⁺, 311.2428 [M − 174(H₂O + side chain on D ring) + H]⁺ MS³: 467.3512→449.3409 [M − 18(H₂O) − 18(H₂O) + H]⁺, 431.2786 [M − 18(H₂O) − 36(2H₂O) + H]⁺, 327.2293 [M − 18(H₂O) − 140(RDA fragmentation of B ring) + H]⁺, 311.2351 [M − 18(H₂O) − 156(side chain on D ring) + H]⁺, 293.2248 [M − 18(H₂O) − 174(H₂O + side chain on D ring) + H]⁺, 311.2428→293.2308 [M − 174(H₂O + side chain on D ring) − 18(H₂O) + H]⁺, 281.6503 [M − 174(H₂O + side chain on D ring) − 30(2CH₃) + H]⁺	3-epi-Dehydrotumulosic acid [36]
F14	62.492	511.3436 513.3544	MS¹: 511.3433 [M − H]⁻ MS²: 511.3436→467.3499 [M − 44(CO₂) − H]⁻, 451.3122 [M − 60(CH₃COOH) − H]⁻, 355.2211 [M − 156(2H₂O + CO₂ + CH₄ + CH₃COOH) − H]⁻ MS³: 467.3499→451.3222 [M − 44(CO₂) − 16(CH₄) − H]⁻	MS¹: 513.3544 [M + H]⁺, 495.3478 [M − 18(H₂O) + H]⁺, 477.3357 [M − 36(2H₂O) + H]⁺, 435.3200 [M − 18(H₂O) − 60(CH₃COOH) + H]⁺, 337.6933 [M − 176(2H₂O + RDA fragmentation of B ring) + H]⁺ MS²: 513.3544→495.3446 [M − 18(H₂O) + H]⁺, 477.3298 [M − 36(2H₂O) + H]⁺, 435.3185 [M − 78(H₂O + CH₃COOH) + H]⁺, 353.2502 [M − 160(H₂O + side chain on D ring) + H]⁺ MS³: 495.3446→435.3266 [M − 18(H₂O) − 60(CH₃COOH) + H]⁺, 353.2445 [M − 18(H₂O) − 142(side chain on D ring) + H]⁺, 293.2276 [M − 18(H₂O) − 202(CH₃COOH + side chain on D ring) + H]⁺, 435.3185→293.2244 [M − 78(H₂O + CH₃COOH) − 142(side chain on D ring) + H]⁺	3β-Hydroxy-16α-acetoxylanosta-7,9(11),24-trien-21-oic acid [36]
F15	63.130	525.3603 527.3735	MS¹: 525.3581 [M − H]⁻ MS²: 525.3603→509.3196 [M − 16(CH₄) − H]⁻, 465.3379 [M − 60(CH₃COOH) − H]⁻, 447.3200 [M − 78(H₂O + CH₃COOH) − H]⁻, 432.3020 [M − 93(CH₃ + H₂O + CH₃COOH) − H]⁻	MS¹: 527.3735 [M + H]⁺, 549.3522 [M + Na]⁺, 509.3624 [M − 18(H₂O) + H]⁺, 481.3769 [M − 46(HCOOH) + H]⁺, 467.3539 [M − 60(CH₃COOH) + H]⁺, 449.3400 [M − 78(H₂O + CH₃COOH) + H]⁺ MS²: 527.3735→509.3624 [M − 18(H₂O) + H]⁺, 449.3465 [M − 78(H₂O + CH₃COOH) + H]⁺ MS³: 509.3624→491.3414 [M − 18(H₂O) − 18(H₂O) + H]⁺, 449.3399 [M − 18(H₂O) − 60(CH₃COOH) + H]⁺, 353.2453 [M − 18(H₂O) − 156(side chain on D ring) + H]⁺, 293.2240 [M − 18 (H₂O) − 216(CH₃COOH + side chain on D ring) + H]⁺, 449.3465→293.2249 [M − 78(H₂O + CH₃COOH) − 156(side chain on D ring) + H]⁺	Dehydropachymic acid [32]
F16	65.458	513.3579 515.3762	MS¹: 513.3580 [M − H]⁻, 487.3071 [M − 36(2H₂O) − H]⁻ MS²: 513.3579→467.3514 [M − 46(HCOOH) − H]⁻, 453.3324 [M − 60(CH₃COOH) − H]⁻, 451.3184 [M − 46(HCOOH) − 16(CH₄) − H]⁻ MS³: 451.3184→391.3126 [M − 46(HCOOH) − 16(CH₄) − 60(CH₃COOH) − H]⁻	MS¹: 515.3761 [M + H]⁺, 497.3646 [M − 18(H₂O) + H]⁺, 479.3530 [M − 36(2H₂O) + H]⁺, 471.3044 [M − 44(CO₂) + H]⁺, 455.3505 [M − 60(CH₃COOH) + H], 437.3442 [M − 18(H₂O) − 60(CH₃COOH) + H]⁺, 419.3207 [M − 60(CH₃COOH) − 36(2H₂O) + H]⁺ MS²: 515.3762→497.3629 [M − 18(H₂O) + H]⁺, 479.3437 [M − 36(2H₂O) + H]⁺, 437.3399 [M − 78(H₂O + CH₃COOH) + H]⁺ MS³: 497.3626→437.3391 [M − 18(H₂O) − 60(CH₃COOH) + H]⁺, 419.3360 [M − 18(H₂O) − 78(H₂O + CH₃COOH) + H]⁺, 355.2645 [M − 18(H₂O) − 142(side chain on D ring) + H]⁺, 295.2417 [M − 18(H₂O) − 202(CH₃COOH + side chain on D ring) + H]⁺, 437.3391→419.3295 [M − 78(H₂O + CH₃COOH) − 18(H₂O) + H]⁺, 391.3359 [M − 78(H₂O + CH₃COOH) − 46(HCOOH) + H], 295.2419 [M − 78(H₂O + CH₃COOH) − 142(side chain on D ring) + H]⁺	3-O-Acetyl-16α-hydroxydehydrotra-metenolic acid [37]
F17	67.750	525.3584 527.3719	MS¹: 525.3581 [M − H]⁻ MS²: 525.3603→509.3196 [M − H − 16(CH₄)]⁻, 465.3379 [M − 60(CH₃COOH) − H]⁻, 447.3200 [M − H − 78(H₂O + CH₃COOH)]⁻, 432.3020 [M − 93(CH₃ + H₂O + CH₃COOH) − H]⁻	MS¹: 527.3735 [M + H]⁺, 549.3522 [M + Na]⁺, 509.3624 [M − 18(H₂O) + H]⁺, 481.3769 [M − 46(HCOOH) + H]⁺, 467.3539 [M − 60(CH₃COOH) + H]⁺, 449.3400 [M − 78(H₂O + CH₃COOH) + H]⁺ MS²: 527.3735→509.3624 [M − 18(H₂O) + H]⁺, 449.3465 [M − 78(H₂O + CH₃COOH) + H]⁺ MS³: 509.3624→491.3414 [M − 18(H₂O) − 18(H₂O) + H]⁺, 449.3399 [M − 18(H₂O) − 60(CH₃COOH) + H]⁺, 353.2453 [M − 18(H₂O) − 156(side chain on D ring) + H]⁺, 293.2240 [M − 18(H₂O) − 216(CH₃COOH + side chain on D ring) + H]⁺, 449.3465→293.2249 [M − 78(H₂O + CH₃COOH) − 156(side chain on D ring) + H]⁺	3-epi-Dehydro-pachymic acid [37]
F18	76.858	587.3756 589.3883	MS¹: 587.3756 [M − H]⁻ MS²: 587.3756→465.3296 [M − 122(HCO−Ar−OH) − H]⁻	MS¹: 589.3883 [M + H]⁺, 611.3583 [M + Na]⁺, 571.3853 [M − 18(H₂O) + H]⁺, 449.3413 [M − 18(H₂O) − 122(HCO−Ar−OH) + H]⁺, 430.9047 [M − 36(2H₂O) − 122(HCO−Ar−OH) + H]⁺, 406.2653 [M − 15(CH₃) − 46(HCOOH) − 122(HCO−Ar−OH) + H]⁺ MS²: 589.3883→571.3813 [M − 18(H₂O) + H]⁺ MS³: 571.3813→449.3361 [M − 18(H₂O) − 122(HCO−Ar−OH) + H]⁺, 415.2603 [M − 18(H₂O) − 156(side chain on D ring) + H], 403.0557 [M − 18(H₂O) − 168(HCOOH+HCO−Ar−OH) + H]⁺, 293.2261 [M − 18(H₂O) − 278(HCO−Ar−OH+ side chain on D ring) + H]⁺, 449.3413→419.0319 [M − 18(H₂O) − 122(HCO−Ar−OH) − 30(2CH₃) + H]⁺, 293.2260 [M − 18(H₂O) − 122(HCO−Ar−OH) − 156(side chain on D ring) + H]⁺	3β-p-Hydroxybenzoyl-dehydrotumulosic acid [4]
F19	78.300	467.3152 469.3617	MS¹: 467.3152 [M − H]⁻, 439.3557 [M − 28(CO) − H]⁻ MS²: 467.3152→451.3368 [M − 16(CH₄) − H]⁻, 421.3552 [M − 46(HCOOH) − H]⁻, 292.9842 [M − 174(H₂O + side chain on D ring) − H]⁻	MS¹: 469.3617 [M + H]⁺, 451.3574 [M − 18(H₂O) + H]⁺ MS²: 469.3617→451.3574 [M − 18(H₂O) + H]⁺, 433.3207 [M − 36(2H₂O) + H]⁺, 423.3302 [M − 46 (HCOOH) + H]⁺, 328.9961 [M − 140(RDA fragmentation of B ring) + H]⁺, 313.2356 [M − 156(side chain on D ring) + H]⁺ MS³: 451.3574→433.3207 [M − 18(H₂O) − 18(H₂O) + H]⁺, 311.2370 [M − 18(H₂O) − 140(RDA fragmentation of B ring) + H]⁺, 295.2413 [M − 18(H₂O) − 156(side chain on D ring) + H]⁺	Dehydroeburicoic acid [35]
a1	26.285	471.3478 473.3639	MS¹: 471.3478 [M − H]⁻ MS²: 471.3478→409.3100 [M − 62(CH₄ + HCOOH) − H]⁻	MS¹: 473.3639 [M + H]⁺, 495.3469 [M + Na]⁺, 511.3243 [M + K]⁺, 457.3665 [M − 16(CH₄) + H]⁺, 455.3527 [M − 18(H₂O) + H]⁺, 437.3413 [M − 36(2H₂O) + H]⁺, 429.2905 [M − 44(CO₂) + H]⁺, 317.6939 [M − 156(CH₄ + RDA fragmentation of B ring) + H]⁺ MS²: 473.3639→455.3515 [M − 18(H₂O) + H]⁺, 437.3438 [M − 36(2H₂O) + H]⁺ MS³: 455.3508→437.3415 [M − 18(H₂O) − 18(H₂O) + H]⁺, 313.2512 [M − 18(H₂O) − 142(side chain on D ring) + H]⁺, 295.2432 [M − 18(H₂O) − 160(H₂O + side chain on D ring) + H]⁺, 437.3415→419.3394 [M − 36(2H₂O) − 18(H₂O) + H]⁺, 295.2422 [M − 36(2H₂O) − 142(side chain on D ring) + H]⁺	16α-Hydroxy-trametenolic acid [34]
a2	35.110	485.3641 487.3779	MS¹: 485.3641 [M − H]⁻ MS²: 485.3641→437.3421 [M − 48(3CH₄) − H]⁻, 423.3261 [M − 62(CH₄ + HCOOH) − H]⁻ MS³: 423.3261→407.3050 [M − 62(CH₄ + HCOOH) − 6(CH₄) − H]⁻	MS¹: 487.3779 [M + H]⁺, 525.3343 [M + K]⁺, 509.3610 [M + Na]⁺, 469.3686 [M − 18(H₂O) + H]⁺, 451.3542 [M − 36(2H₂O) + H]⁺ MS²: 487.3779→469.3669 [M − 18(H₂O) + H]⁺, 451.3542 [M − 36(2H₂O) + H]⁺ MS³: 469.3669→451.3509 [M − 18(H₂O) − 18(H₂O) + H]⁺, 313.2502 [M − 18(H₂O) − 156(side chain on D ring) + H]⁺, 295.2419 [M − 18(H₂O) − 174(H₂O+side chain on D ring) + H]⁺, 451.3542→433.3188 [M − 36(2H₂O) − 18(H₂O) + H]⁺, 309.2200 [M − 36(2H₂O) − 142(side chain on D ring) + H]⁺, 295.2425 [M − 36(2H₂O) − 156(H₂O + side chain on D ring) + H]⁺	Tumulosic acid [32]
a3	48.572	483.3478 485.3613	MS¹: 483.3478 [M − H]⁻ MS²: 483.3478→437.3382 [M − 46(HCOOH) − H]⁻, 421.3146 [M − 62(CH₄ + HCOOH) −H]⁻, 405.3155 [M − 78(2CH₄ + HCOOH) − H]⁻, 389.2812 [M − 94(3CH₄ + HCOOH) − H]⁻, 369.2392 [M − 114(2CH₄ + 2H₂O + HCOOH) − H]⁻, 295.1952 [M − 188(2CH₄ + side chain on D ring) − H]	MS¹: 485.3613 [M + H]⁺, 507.3456 [M + Na]⁺, 467.3515 [M − 18(H₂O) + H]⁺, 449.3399 [M − 36(2H₂O) + H]⁺, 311.1682 [M − 174(H₂O + side chain on D ring) + H]⁺ or [M − 174(2H₂O+RDA fragmentation of B ring) + H]⁺, 301.1401 [M − 184(HCOOH+RDA fragmentation of B ring) + H]⁺ MS²: 485.3613→467.3506 [M − 18(H₂O) + H]⁺, 449.3390 [M − 36(2H₂O) + H]⁺, 311.2428 [M − 174(H₂O + side chain on D ring) + H]⁺ MS³: 467.3506→449.3399 [M − 18(H₂O) − 18(H₂O) + H]⁺, 431.3310 [M − 18(H₂O) − 36(2H₂O) + H]⁺, 421.3452 [M − 18(H₂O) − 46(HCOOH) + H]⁺, 311.2353 [M − 18(H₂O) − 156(side chain on D ring) + H]⁺, 293.2247 [M − 18(H₂O) − 174(H₂O + side chain on D ring) + H]⁺, 449.3390→431.3378 [M − 36(2H₂O) − 18(H₂O) + H]⁺, 403.3292 [M − 36(2H₂O) − 46(HCOOH) + H]⁺, 293.2258 [M − 36(2H₂O) − 156(side chain on D ring) + H]⁺, 311.2428→293.2250 [M − 174(H₂O + side chain on D ring) − 18(H₂O) + H]⁺	Unknown
a4	70.508	527.3730 529.3897	MS¹: 527.3730 [M − H]⁻ MS²: 527.3730→481.3658 [M − 46(HCOOH) − H]⁻, 465.3329 [M − 62(CH₄ + HCOOH) − H]⁻, 431.2794 [M − 96(2H₂O + CH₃COOH) − H]⁻, 405.3045 [M − 122(CH₃COOH + HCOOH + CH₄) − H]⁻ MS³: 465.3329→405.3168 [M − 62(CH₄ + HCOOH) − 60(CH₃COOH) − H]⁻	MS¹: 567.3456 [M + K]⁺, 551.3703 [M + Na]⁺, 529.3897 [M + H]⁺, 511.3759 [M − 18(H₂O) + H]⁺, 493.3662 [M − 36(2H₂O) + H]⁺, 469.3707 [M − 60(CH₃COOH) + H]⁺, 451.3572 [M − 78(H₂O + CH₃COOH) + H]⁺ MS²: 529.3897→511.3764 [M − 18(H₂O) + H]⁺, 451.3559 [M − 78(H₂O + CH₃COOH) + H]⁺ MS³: 511.3764→451.3555 [M − 18(H₂O) − 60(CH₃COOH) + H]⁺, 433.3480 [M − 18(H₂O) − 78(H₂O + CH₃COOH) + H]⁺, 355.2589 [M − 18(H₂O) − 156(side chain on D ring) + H]⁺, 295.2407 [M − 18(H₂O) − 216(CH₃COOH + side chain on D ring) + H]⁺, 451.3559→433.3485 [M − 78(H₂O + CH₃COOH) − 18(H₂O) + H]⁺, 405.3540 [M − 78(H₂O + CH₃COOH) − 46(HCOOH) + H]⁺, 295.2412 [M − 78(H₂O + CH₃COOH) − 156(side chain on D ring) + H]⁺, 295.2407→280.2181 [M − 78(H₂O + CH₃COOH) − 156(side chain on D ring) − 15(CH₃) + H]⁺	Pachymic acid [32]

Table 3. The factor loading matrix.

**Table 3.** The factor loading matrix.
Peak No.	Six Principal Components ^a
Peak No.	1	2	3	4	5	6
F13	0.855	0.027	−0.389	−0.055	0.071	−0.212
F6	0.848	0.165	−0.113	0.030	−0.367	0.183
F4	0.808	0.190	−0.015	−0.474	−0.006	0.130
F7	0.754	−0.186	0.255	0.214	0.214	−0.207
F15	0.744	−0.352	0.089	−0.293	−0.100	0.251
F1	0.648	0.133	−0.260	0.309	0.279	0.457
F12	0.596	0.529	−0.359	−0.396	0.258	−0.030
F16	0.559	−0.080	0.528	−0.289	−0.460	0.028
F9	0.549	−0.499	0.407	−0.127	0.263	−0.281
F11	0.535	−0.533	0.160	0.245	0.322	−0.349
F8	−0.310	0.810	−0.045	−0.240	0.329	0.042
F10	−0.244	0.768	0.174	0.190	−0.346	−0.279
F17	0.516	0.707	0.223	−0.075	−0.108	−0.303
F5	−0.124	0.688	0.232	−0.054	0.645	0.114
F18	0.186	0.604	0.349	−0.222	−0.114	0.050
F19	0.032	−0.208	0.767	0.186	0.280	0.446
F3	0.540	0.102	−0.630	0.494	0.133	−0.015
F2	0.383	0.397	0.069	0.614	−0.458	0.180
F14	0.267	0.500	0.474	0.505	0.168	−0.120

Extraction method: principal components. ^a The six components has extracted.

Table 4. The regions of origin of the 15 samples.

**Table 4.** The regions of origin of the 15 samples.
No.	Region	No.	Region
S1	Yuxi, Yunnan	S9	Xiangxi, Hunan
S2	Chuxiong, Yunnan	S10	Xinxiang, Henan
S3	Dali, Yunnan	S11	Yulin, Guangxi
S4	Lijiang, Yunnan	S12	Jinzhai, Anhui
S5	Luotian, Hubei	S13	Chengdu, Sichuan
S6	Shennongjia, Hubei	S14	Suining, Sichuan
S7	Yundu, Guizhou	S15	Yuexi, Anhui
S8	Fujian

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Wu, L.-F.; Wang, K.-F.; Mao, X.; Liang, W.-Y.; Chen, W.-J.; Li, S.; Qi, Q.; Cui, Y.-P.; Zhang, L.-Z. Screening and Analysis of the Potential Bioactive Components of Poria cocos (Schw.) Wolf by HPLC and HPLC-MSⁿ with the Aid of Chemometrics. Molecules 2016, 21, 227. https://doi.org/10.3390/molecules21020227

AMA Style

Wu L-F, Wang K-F, Mao X, Liang W-Y, Chen W-J, Li S, Qi Q, Cui Y-P, Zhang L-Z. Screening and Analysis of the Potential Bioactive Components of Poria cocos (Schw.) Wolf by HPLC and HPLC-MSⁿ with the Aid of Chemometrics. Molecules. 2016; 21(2):227. https://doi.org/10.3390/molecules21020227

Chicago/Turabian Style

Wu, Ling-Fang, Kun-Feng Wang, Xin Mao, Wen-Yi Liang, Wen-Jing Chen, Shi Li, Qi Qi, Ya-Ping Cui, and Lan-Zhen Zhang. 2016. "Screening and Analysis of the Potential Bioactive Components of Poria cocos (Schw.) Wolf by HPLC and HPLC-MSⁿ with the Aid of Chemometrics" Molecules 21, no. 2: 227. https://doi.org/10.3390/molecules21020227

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