Classification using FTIR and UV-Vis spectra combined with chemometrics and GC-MS profiles of Brucea javanica fruit extracts with different extracting solvents

Authors

  • Deni Agus Triawan D3-Science Laboratory Study Program, Faculty of Mathematics and Natural Sciences, Bengkulu University, Bengkulu, Indonesia
  • Charles Banon Department of Chemistry, Faculty of Mathematics and Natural Sciences, Bengkulu University, Bengkulu, Indonesia
  • Ria Nurwidiyani Department of Chemistry, Faculty of Mathematics and Natural Sciences, Bengkulu University, Bengkulu, Indonesia
  • Morina Adfa Department of Chemistry, Faculty of Mathematics and Natural Sciences, Bengkulu University, Bengkulu, Indonesia

DOI:

https://doi.org/10.25077/jrk.v16i2.816

Keywords:

B. javanica, chemometric, FTIR, GC-MS, spectroscopy, UV-Vis

Abstract

Brucea javanica L. Merr. has long been used for its antimalarial, anti-diabetic, antibacterial, and antioxidant effects. Its bioactivity depends on both its chemical constituents and the type of solvent employed during extraction. Integrating FTIR and UV-Vis spectral data with chemometric approaches enables classification of fruit extracts based on the solvent used, while GC-MS analysis provides detailed compound identification. Using sonication, extraction with methanol, ethyl acetate, and n-hexane produced yields of 30.61% ± 0.80, 19.20% ± 0.75, and 18.12% ± 0.89, respectively. FTIR spectra were recorded over 600–4000 cm⁻¹, and UV-Vis spectra were measured across 200–800 nm. Analysis showed that ethyl acetate and n-hexane extracts exhibited similar profiles, which differed from that of the methanol extract. PCA successfully distinguished all three extracts, with cumulative PC1 and PC2 values above 70%. FTIR-based PCA provided better separation due to its broader fingerprint region compared to UV-Vis spectra. GC-MS results revealed that the compound profiles were largely similar across the extracts, although more compounds were detected in the methanol extract than in the ethyl acetate or n-hexane extracts.

References

1. Adfa, M., Antibacterial compound from Impatiens balsamina Linn leaf. J. Gradien, 4(1): 318–322 (2008).

2. Lestyo Wulandari., Kristiningrum, N. & Ratnasari, F. A., Rapid determination of total phenol in leaf extracts of a medicinal plant using infrared spectroscopy and chemometric methods. J. Anal. Chem., 75(4): 479–486 (2020).

3. Simamora, A., Timotius, K. H. & Santoso, A. W., Antidiabetic, antibacterial and antioxidant activities of different extracts from Brucea javanica (L.) Merr seeds. Pharmacogn. J., 11(3): 479–485 (2019).

4. Helmi, H. & Susanti, I., Phytochemical tested and in vitro screening anti-malaria activity of Belilik (Brucea javanica) againts Plasmodium falciparum. Berk. Penelit. Hayati, 19(1): 1–4 (2013).

5. O’Neill, M. J., Bray, D. H., Boardman, P., Chan, K. L., Phillipson, J. D., Warhurst, D. C. & Peters, W., Plants as sources of antimalarial drugs, part 4: Activity of Brucea javanica fruits against chloroquine-resistant Plasmodium falciparum in vitro and against Plasmodium berghei in vivo. J. Nat. Prod., 50(1): 41–48 (1987).

6. Arwansyah, A., Vivi Dia A, S., Dewi Satria, A., Magfirah., Karina Nadya, S., Adwi, R. & Abdur Rahman, A., Pharmacology analysis of the active compound of Makassar fruit (Brucea Javanica) as antidiabetic via bioinformatics approach. Indones. Chim. Acta, 15: 1–15 (2022).

7. Ablat, A., Halabi, M. F., Mohamad, J., Hasnan, M. H. H., Hazni, H., Teh, S. huy., Shilpi, J. A., et al., Antidiabetic effects of Brucea javanica seeds in type 2 diabetic rats. BMC Complement. Altern. Med., 17(1): 1–14 (2017).

8. Ablat, A., Mohamad, J., Awang, K., Shilpi, J. A. & Arya, A., Evaluation of antidiabetic and antioxidant properties of Brucea javanica seed. Sci. World J., 2014: (2014).

9. Dong, S. H., Liu, J., Ge, Y. Z., Dong, L., Xu, C. H., Ding, J. & Yue, J. M., Chemical constituents from Brucea javanica. Phytochemistry, 85: 175–184 (2013).

10. Chen, M., Chen, R., Wang, S., Tan, W., Hu, Y., Peng, X. & Wang, Y., Chemical components, pharmacological properties, and nanoparticulate delivery systems of Brucea javanica. Int. J. Nanomedicine, 8: 85–92 (2012).

11. Triawan, D. A., Ratnawati, D., Nurwidiyani, R., Notriawan, D., Adfa, M., Bahar, R. S. & Rafi, M., Data fusion of FTIR and UV–Vis spectra combined with chemometrics to classification garden balsam leaves (Impatiens balsamina L.) extract from two different location in Bengkulu Province. Vegetos, (0123456789): (2024). doi:10.1007/s42535-024-00960-x

12. Rohman, A., Asma., Santosa, D., Rafi, M., Aminah, N. S., Insanu, M. & Irnawati, I., Prediction of antioxidant activities of Sidaguri (Sida rhombifolia) with different harvesting times using FTIR spectra and chemometrics. Food Res., 8(1): 92–98 (2024).

13. Banon, C., Triawan, D. A., Adfa, M., Sihite, M. S. A., Nurwidiyani, R. & Rahmi, W., Classification of Makasar fruit extract (Brucea javanica L. Merr.) based on the level of ripeness using a combination of FTIR and UV-Vis spectroscopy with chemometrics. J. Kim. Sains dan Apl., 26(12): 483–488 (2024).

14. Rafi, M., Devi, A. F., Syafitri, U. D., Heryanto, R., Suparto, I. H., Amran, M. B., Rohman, A., et al., Classification of Andrographis paniculata extracts by solvent extraction using HPLC fingerprint and chemometric analysis. BMC Res. Notes, 13(1): 56 (2020).

15. Rohaeti, E., Karunina, F. & Rafi, M., FTIR-based fingerprinting and chemometrics for rapid investigation of antioxidant activity from Syzygium polyanthum extracts. Indones. J. Chem., 21(1): 128–136 (2021).

16. Bacon, K., Boyer, R., Denbow, C., O’Keefe, S., Neilson, A. & Williams, R., Evaluation of different solvents to extract antibacterial compounds from jalapeño peppers. Food Sci. Nutr., 5(3): 497–503 (2017).

17. Rafi, M., Fikriah, S. A., Khuluk, R. H. & Syafitri, U. D., Discrimination of cassava, taro, and wheat flour using near-infrared spectroscopy and chemometrics. J. Kim. Sains dan Apl., 23(10): 360–364 (2020).

18. Chen, X., Li, S., Li, D., Li, M., Su, Z. & Lai, X., Ethanol extract of Brucea javanica seed inhibit triple-negative breast cancer by restraining autophagy via PI3K /Akt/mTOR pathway. 11(April): 1–10 (2020).

19. Wu, Z., Li, L., Li, N., Zhang, T., Pu, Y., Zhang, X. & Zhang, Y., Fatty acids in seeds of Brucea Javanica (L.) Merr. using high-performance liquid chromatography. 1–15 doi:10.3390/molecules22060931

20. Meng, J., Yu, Z., Chen, H., Yu, X., Jiang, M. & Zeng, X., Phytomedicine Brucea javanica oil emulsion significantly improved the effect of anti – programmed cell death protein-1 immunotherapy. Phytomedicine, 107(August): 154446 (2022).

21. Huang, Y., Chen, L., He, B., Liu, S. Y., Zeng, D. Q., Wang, Y. H., Du, L. W., et al., Herbicidal activity and bioactive components of Brucea javanica ( L .) Merr . residue. (2021). doi:10.1016/j.arabjc.2021.103228

22. Purwakusumah, E. D., Rafi, M., Syafitri, U. D., Nurcholis, W., Agung, M. & Adzkiya, Z., Identification and authentication of Jahe Merah using combination of FTIR spectrocopy and chemometrics. 34(1): 82–87 (2014).

23. Lopez-Vidal, S., Rodriguez-Estevez, V., Lago, S., Arce, L. & Valcarel, M., The application of GC – MS and chemometrics to categorize the feeding regime of Iberian pigs in Spain. Chromatographia, 68(October): 593–601 (2008).

24. Rafi, M., Rohaeti, E., Miftahudin, A. & Darusman, L. K., Differentiation of Curcuma longa, Curcuma xanthorrhiza and Zingiber cassumunar by Thin Layer Layer Chromatography fingerprint analysis. Indones. J. Chem., 11(1): 71–74 (2011).

25. Yasser, M., Rafi, M., Wahyuni, W. T., Asfar, A. M. I. A. & Widiyanti, S. E., Total phenolic content of methanol extract from Buni fruits (Antidesma bunius L.) water. J. Phys. Conf. Ser., 1655(1): (2020).

26. Christou, C., Agapiou, A. & Kokkinofta, R., Use of FTIR spectroscopy and chemometrics for the classification of carobs origin. J. Adv. Res., 10: 1–8 (2018).

27. Rachmawati., Rohaeti, E. & Rafi, M., Combination of near infrared spectroscopy and chemometrics for authentication of taro flour from wheat and sago flour. J. Phys. Conf. Ser., 835(1): (2017).

28. Rafi, M., Purwakusumah, E. D., Ridwan, T. & Barus, B., Geographical classification of Java Tea ( Orthosiphon stamineus ) from Java Island by FTIR spectrocopy combined with Canonical Variate Analysis. J. Sains dan Mat., 23 (1)(September): 25–31 (2015).

29. Rohaeti, E., Rafi, M., Syafitri, U. D. & Heryanto, R., Fourier transform infrared spectroscopy combined with chemometrics for discrimination of Curcuma longa, Curcuma xanthorrhiza and Zingiber cassumunar. Spectrochim. Acta - Part A Mol. Biomol. Spectrosc., 137: 1244–1249 (2015).

30. Rohaeti, E., Muzayanah, K., Septaningsih, D. A. & Rafi, M., Fast analytical method for authentication of chili powder from synthetic dyes using UV-Vis spectroscopy in combination with chemometrics. Indones. J. Chem., 19(3): 668–674 (2019).

31. Triawan, D. A., Nurwidiyani, R. & Adfa, M., The performance of FTIR and UV-Vis spectroscopy combined with chemometrics to classify Impatiens balsamina L . leaf extracts from different solvent extraction. 1–7 (2025).

32. Ebrahimi-Najafabadi, H., Leardi, R., Oliveri, P., Chiara Casolino, M., Jalali-Heravi, M. & Lanteri, S., Detection of addition of barley to coffee using near infrared spectroscopy and chemometric techniques. Talanta, 99: 175–179 (2012).

33. Sharief, T. M., Comparison of different solvent and extraction methods for isolation of flavonoids compound from leaves of Clerodendrum infortunatum Linn. J. Plant Biochem. Physiol., 10(1000283): 1–2 (2022).

34. Mabry, T. J., Markham, K. R. & Thomas, M. B., The ultraviolet spectra of flavones and flavonols. Syst. Identif. Flavonoids, (see 111): 41–164 (1970). doi:10.1007/978-3-642-88458-0_5

35. Su, Z., Hao, J., Xu, Z., Huang, R., Zhang, N. & Qiu, S., A new quassinoid from fruits of Brucea javanica. Nat. Prod. Res., 27(21): 2016–2021 (2013).

36. Kautsar, A., Wahyuni, W. T., Syafitri, U. D., Muflihah, S., Mawadah, N., Rohaeti, E., Arif, Z., et al., Data fusion of UV-Vis and FTIR spectra combined with principal component analysis for distinguishing of Andrographis paniculata extracts based on cultivation ages and solvent extraction. Indones. J. Chem., 21(3): 753–760 (2021).

37. Nugroho, A., Gumelar, A. B., Sooai, A. G., Sarvasti, D. & Tahalele, P. L., Comparison of the performance of guided classification algorithms for cardiovascular disease cases. J. Resti, 5(3): 998–1006 (2020).

38. Li, F., Zhang, J. & Wang, Y., Vibrational spectroscopy combined with chemometrics in authentication of functional foods. Crit. Rev. Anal. Chem., 54(2): 333–354 (2024).

Downloads

Published

2025-09-30

How to Cite

Triawan, D. A., Banon, C., Nurwidiyani, R., & Adfa, M. (2025). Classification using FTIR and UV-Vis spectra combined with chemometrics and GC-MS profiles of Brucea javanica fruit extracts with different extracting solvents. Jurnal Riset Kimia, 16(2), 84–96. https://doi.org/10.25077/jrk.v16i2.816

Issue

Section

Articles

Citation Check

Similar Articles

1 2 3 4 5 6 7 > >> 

You may also start an advanced similarity search for this article.