Comparative Metabolomics Identifies Diterpene-Rich Marine Macroalgae with Potent Antiproliferative Activity Against Colorectal Cancer Cells
Abstract
1. Introduction
2. Results and Discussion
2.1. Metabolomics Overview
2.1.1. Overall Metabolomic Overview
2.1.2. Species-Specific Metabolomic Profiles
- Cystoseira humilis
- Rugulopteryx okamurae
- Dictyota dichotoma
- Ericaria selaginoides
- Codium bursa
- Asparagopsis armata
- Polysiphonia elongata
- Polysiphonia spp.
2.1.3. Heatmap Analysis of Algal Chemodiversity
2.2. Antitumor Cell Activity
2.3. Flow Cytometry
2.4. Limitations of This Study
3. Materials and Methods
3.1. Reagents and Materials
3.2. Samples
3.3. Preliminary Solvent Screening and Preparation of Bioassay Extracts
3.4. Extraction and Characterisation of Metabolome by LC-MS
3.5. Cell Viability Assay (MTT)
3.6. Flow Cytometry Analysis
3.7. Generative AI Usage
3.8. Statistical Analysis
4. Conclusions
Supplementary Materials
Author Contributions
Funding
Institutional Review Board Statement
Informed Consent Statement
Data Availability Statement
Acknowledgments
Conflicts of Interest
References
- Han, J.; Jo, Y.; Sun, H.; Lee, E.; Chae, U.; Han, S.O.; Kim, J.; Hyeon, J. The Enzymatic Process of Macroalgae for Conversion into High-tech Bioproducts. Biotechnol. Bioprocess Eng. 2023, 28, 356–370. [Google Scholar] [CrossRef] [Scilit]
- Peng, Y.; Hu, J.; Yang, B.; Lin, X.; Zhou, X.; Yang, X. Chemical composition of seaweeds. In Seaweed Sustainability: Food and Non-Food Applications; Academic Press: San Diego, CA, USA, 2015; pp. 79–124. [Google Scholar]
- Habeebullah, S.F.K.; Alagarsamy, S. Bioactive secondary metabolites from marine macroalgae. In Algal Metabolites: Biotechnological, Commercial, and Industrial Applications; Apple Academic Press: Palm Bay, FL, USA, 2023. [Google Scholar]
- Huang, Y.; Jiang, H.; Mao, X.; Ci, F. Laminarin and Laminarin Oligosaccharides Originating from Brown Algae: Preparation, Biological Activities, and Potential Applications. J. Ocean Univ. China 2021, 20, 641–653. [Google Scholar] [CrossRef] [Scilit]
- Remya, R.R.; Samrot, A.; Kumar, S.; Amet, V.; Karthick, A.; Chinnaiyan, V.K.; Umapathy, D.; Muhibbullah, M. Bioactive Potential of Brown Algae. Adsorpt. Sci. Technol. 2022, 2022, 9104835. [Google Scholar] [CrossRef] [Scilit]
- Boobalan, B.; Perinbam, K.; Devanesan, S.; AlSalhi, M.; Muthupandian, S. Evaluation of the anticancer potential of Hexadecanoic acid from brown algae Turbinaria ornata on HT–29 colon cancer cells. J. Mol. Struct. 2021, 1235, 130229. [Google Scholar] [CrossRef] [Scilit]
- Sumithra, M.; Chitra, V.; Ramasamy, R. Spectral analysis of Sargassum ilicifolium (Turner) C. Agardh and in vitro anti-proliferative study of its ethanolic extract and chloroform fraction against colon cancer (HT-29) and lung cancer (A549) cell lines. Marmara Pharm. J. 2017, 21, 269–277. [Google Scholar] [CrossRef] [Scilit]
- Vishchuk, O.S.; Ermakova, S.P.; Zvyagintseva, T.N. The effect of sulfated (1→3)-α-l-fucan from the brown alga Saccharina cichorioides Miyabe on resveratrol-induced apoptosis in colon carcinoma Cells. Mar. Drugs 2013, 11, 194–212. [Google Scholar] [CrossRef] [Scilit] [PubMed]
- Subroto, P.A.M.; Arsianti, A.; Putri, T.; Lesmana, E. Phytochemical analysis and anticancer activity of seaweed Eucheuma sp. against colon HCT-116 cells. AIP Conf. Proc. 2019, 2092, 030015. [Google Scholar] [CrossRef] [Scilit]
- Castro-Puyana, M.; Pérez-Sánchez, A.; Valdés, A.; Ibrahim, O.H.M.; Suarez-Álvarez, S.; Ferragut, J.A.; Micol, V.; Cifuentes, A.; Ibáñez, E.; García-Cañas, V. Pressurized liquid extraction of Neochloris oleoabundans for the recovery of bioactive carotenoids with anti-proliferative activity against human colon cancer cells. Food Res. Int. 2017, 99, 1048–1055. [Google Scholar] [CrossRef] [Scilit] [PubMed]
- Vizetto-Duarte, C.; Custódio, L.; Gangadhar, K.N.; Lago, J.H.; Dias, C.; Matos, A.M.; Neng, N.; Nogueira, J.M.; Barreira, L.; Albericio, F.; et al. Isololiolide, a carotenoid metabolite isolated from the brown alga Cystoseira tamariscifolia, is cytotoxic and able to induce apoptosis in hepatocarcinoma cells through caspase-3 activation, decreased Bcl-2 levels, increased p53 expression and PARP cleavage. Phytomedicine 2016, 23, 550–557. [Google Scholar] [CrossRef] [Scilit] [PubMed]
- Alves, C.; Pinteus, S.; Rodrigues, A.; Horta, A.; Pedrosa, R. Algae from Portuguese Coast Presented High Cytotoxicity and Antiproliferative Effects on an In vitro Model of Human Colorectal Cancer. Pharmacogn. Res. 2018, 10, 24–30. [Google Scholar] [CrossRef] [Scilit] [PubMed]
- Bernardini, G.; Minetti, M.; Polizzotto, G.; Biazzo, M.; Santucci, A. Pro-Apoptotic Activity of French Polynesian Padina pavonica Extract on Human Osteosarcoma Cells. Mar. Drugs 2018, 16, 504. [Google Scholar] [CrossRef] [Scilit] [PubMed]
- Achmad, H.; Huldani; Carmelita, A.B.; Fauziah; Hidayah, N.; Bokov, D. Antioxidant and Antiviral Potential of Brown Algae (Phaeophyceae). Int. J. Pharm. Res. 2020, 12, 2117–2125. [Google Scholar] [CrossRef] [Scilit]
- Gonçalves, A.; Fernandes, M.; Lima, M.; Gomes, J.P.; Silva, F.; Castro, S.; Sampaio, F.; Gomes, A.C. Nanotechnology to the Rescue: Therapeutic Strategies Based on Brown Algae for Neurodegenerative Diseases. Appl. Sci. 2023, 13, 1883. [Google Scholar] [CrossRef] [Scilit]
- Carpena, M.; Pereira, C.S.G.P.; Silva, A.; Barciela, P.; Jorge, A.O.S.; Perez-Vazquez, A.; Pereira, A.G.; Barreira, J.C.M.; Oliveira, M.B.P.P.; Prieto, M.A. Metabolite Profiling of Macroalgae: Biosynthesis and Beneficial Biological Properties of Active Compounds. Mar. Drugs 2024, 22, 478. [Google Scholar] [CrossRef] [Scilit] [PubMed]
- Li, Y.; Zheng, Y.; Zhang, Y.; Yang, Y.; Wang, P.; Imre, B.; Wong, A.C.Y.; Hsieh, Y.S.Y.; Wang, D. Brown Algae Carbohydrates: Structures, Pharmaceutical Properties, and Research Challenges. Mar. Drugs 2021, 19, 620. [Google Scholar] [CrossRef] [Scilit] [PubMed]
- Khammassi, H.; Bouaziz, T.; Dammak, M.; Dubesay, P.; Pierre, G.; Michaud, P.; Abdelkafi, S. Brown Algae-Derived Polysaccharides: From Sustainable Bioprocessing to Industrial Applications. Polysaccharides 2026, 7, 10. [Google Scholar] [CrossRef] [Scilit]
- Pérez, M.J.; Falqué, E.; Domínguez, H. Antimicrobial Action of Compounds from Marine Seaweed. Mar. Drugs 2016, 14, 52. [Google Scholar] [CrossRef] [Scilit] [PubMed]
- Holdt, S.L.; Kraan, S. Bioactive compounds in seaweed: Functional food applications and legislation. J. Appl. Phycol. 2011, 23, 543–597. [Google Scholar] [CrossRef] [Scilit]
- Stengel, D.B.; Connan, S.; Popper, Z.A. Algal chemodiversity and bioactivity: Sources of natural variability and implications for commercial application. Biotechnol. Adv. 2011, 29, 483–501. [Google Scholar] [CrossRef] [Scilit] [PubMed]
- Pereira, L. Edible Seaweeds of the World; CRC Press: Boca Raton, FL, USA, 2016. [Google Scholar]
- Kim, S.-K. Handbook of Marine Macroalgae: Biotechnology and Applied Phycology; John Wiley & Sons: Hoboken, NJ, USA, 2011. [Google Scholar]
- De Vos, R.; Moco, S.; Lommen, A.; Keurentjes, J.; Bino, R.; Hall, R. Untargeted large-scale plant metabolomics using liquid chromatography coupled to mass spectrometry. Nat. Protoc. 2007, 2, 778–791. [Google Scholar] [CrossRef] [Scilit] [PubMed]
- Lopes, C.; Obando, J.M.C.; Santos, T.C.d.; Cavalcanti, D.N.; Teixeira, V.L. Abiotic Factors Modulating Metabolite Composition in Brown Algae (Phaeophyceae): Ecological Impacts and Opportunities for Bioprospecting of Bioactive Compounds. Mar. Drugs 2024, 22, 544. [Google Scholar] [CrossRef] [Scilit] [PubMed]
- Prates, J.A.M.; Ezzaitouni, M.; Chileh-Chelh, T.; López-Ruiz, R.; Guil-Guerrero, J.L. Biochemical Composition and Antioxidant Capacity of Mediterranean Marine Macroalgae: Fatty Acids, Carotenoids, and Phenolics. Phycology 2026, 6, 37. [Google Scholar] [CrossRef] [Scilit]
- Vega, J.; Catalá, T.S.; García-Márquez, J.; Speidel, L.G.; Arijo, S.; Cornelius Kunz, N.; Geisler, C.; Figueroa, F.L. Molecular Diversity and Biochemical Content in Two Invasive Alien Species: Looking for Chemical Similarities and Bioactivities. Mar. Drugs 2023, 21, 5. [Google Scholar] [CrossRef] [Scilit] [PubMed]
- Chen, J.; Li, H.; Zhao, Z.; Xia, X.; Li, B.; Zhang, J.; Yan, X. Diterpenes from the Marine Algae of the Genus Dictyota. Mar. Drugs 2018, 16, 159. [Google Scholar] [CrossRef] [Scilit] [PubMed]
- Imran, M.; Iqbal, A.; Badshah, S.L.; Sher, A.A.; Ullah, H.; Ayaz, M.; Mosa, O.F.; Mostafa, N.M.; Daglia, M. Chemical and Nutritional Profiling of the Seaweed Dictyota dichotoma and Evaluation of Its Antioxidant, Antimicrobial and Hypoglycemic Potentials. Mar. Drugs 2023, 21, 273. [Google Scholar] [CrossRef] [Scilit] [PubMed]
- Pedro, J.; Cardoso, C.; Afonso, F.; Bandarra, N.M. Season affects three insufficiently studied seaweed species (Bifurcaria bifurcata, Codium sp., Ericaria selaginoides): Bioactivity alterations. Appl. Phycol. 2022, 3, 98–108. [Google Scholar] [CrossRef] [Scilit]
- Jerković, I.; Kranjac, M.; Marijanović, Z.; Šarkanj, B.; Cikoš, A.-M.; Aladić, K.; Pedisić, S.; Jokić, S. Chemical Diversity of Codium bursa (Olivi) C. Agardh Headspace Compounds, Volatiles, Fatty Acids and Insight into Its Antifungal Activity. Molecules 2019, 24, 842. [Google Scholar] [CrossRef] [Scilit] [PubMed]
- Barufi, J.B.; Mata, M.T.; Oliveira, M.C.; Figueroa, F.L. Nitrate reduces the negative effect of UV radiation on photosynthesis and pigmentation in Gracilaria tenuistipitata (Rhodophyta): The photoprotection role of mycosporine-like amino acids. Phycologia 2012, 51, 636–648. [Google Scholar] [CrossRef] [Scilit]
- Carter, J.D.; Leblond, J.D. Red (hot) algae: Modulation of mono- and digalactosyldiacylglycerol-associated fatty acids of Polysiphonia sp. and Porphyridium sp. in response to growth temperature. Eur. J. Phycol. 2018, 53, 460–470. [Google Scholar] [CrossRef] [Scilit]
- Jayasinghe, A.M.K.; Han, E.-J.; Kirindage, K.G.I.S.; Fernando, I.P.S.; Kim, E.-A.; Kim, J.; Jung, K.; Kim, K.-N.; Heo, S.-J.; Ahn, G. 3-Bromo-4,5-dihydroxybenzaldehyde Isolated from Polysiphonia morrowii Suppresses TNF-α/IFN-γ-Stimulated Inflammation and Deterioration of Skin Barrier in HaCaT Keratinocytes. Mar. Drugs 2022, 20, 563. [Google Scholar] [CrossRef] [Scilit] [PubMed]
- El-Shaibany, A.; Al-Habori, M.; Al-Maqtari, T.; Al-Mahbashi, H. The Yemeni Brown Algae Dictyota dichotoma Exhibit High In Vitro Anticancer Activity Independent of Its Antioxidant Capability. BioMed Res. Int. 2020, 2020, 2425693. [Google Scholar] [CrossRef] [Scilit] [PubMed]
- Ponte, J.M.S.; Seca, A.M.L.; Barreto, M.C. Asparagopsis Genus: What We Really Know About Its Biological Activities and Chemical Composition. Molecules 2022, 27, 1787. [Google Scholar] [CrossRef] [Scilit] [PubMed]
- Fares Amer, N.; Luzzatto Knaan, T. Natural Products of Marine Origin for the Treatment of Colorectal and Pancreatic Cancers: Mechanisms and Potential. Int. J. Mol. Sci. 2022, 23, 8048. [Google Scholar] [CrossRef] [Scilit] [PubMed]
- Choudhary, B.; Chauhan, O.P.; Mishra, A. Edible Seaweeds: A Potential Novel Source of Bioactive Metabolites and Nutraceuticals With Human Health Benefits. Front. Mar. Sci. 2021, 8, 740054. [Google Scholar] [CrossRef] [Scilit]
- Salehi, B.; Sharifi-Rad, J.; Seca, A.M.L.; Pinto, D.C.G.A.; Michalak, I.; Trincone, A.; Mishra, A.P.; Nigam, M.; Zam, W.; Martins, N. Current Trends on Seaweeds: Looking at Chemical Composition, Phytopharmacology, and Cosmetic Applications. Molecules 2019, 24, 4182. [Google Scholar] [CrossRef] [Scilit] [PubMed]
- Matias, M.; Silva, J.; Pinteus, S.G.; Mestre, A.S.; Martins, A.; Gaspar, J.A.; Alves, C.; Gaspar, H.; Santos, R.M.M.; Carvalho, A.P.; et al. Circular approach for the sustainable valorization of IMTA Codium sp. for multitarget skin care applications. Front. Mar. Sci. 2026, 13, 1837112. [Google Scholar] [CrossRef] [Scilit]
- Weerapreeyakul, N.; Nonpunya, A.; Barusrux, S.; Thitimetharoch, T.; Sripanidkulchai, B. Evaluation of the anticancer potential of six herbs against a hepatoma cell line. Chin. Med. 2012, 7, 15. [Google Scholar] [CrossRef] [Scilit] [PubMed]
- Ahmed, D.; Eide, P.; Eilertsen, I.; Danielsen, S.; Eknæs, M.; Hektoen, M.; Lind, G.; Lothe, R. Epigenetic and genetic features of 24 colon cancer cell lines. Oncogenesis 2013, 2, e71. [Google Scholar] [CrossRef] [Scilit] [PubMed]
- Rousset, M. The human colon carcinoma cell lines HT-29 and Caco-2: Two in vitro models for the study of intestinal differentiation. Biochimie 1986, 68, 1035–1040. [Google Scholar] [CrossRef] [Scilit] [PubMed]
- Yimsoo, T.; Taychaworaditsakul, W.; Chansakaow, S.; Kongkiatpaiboon, S.; Tayana, N.; Chewonarin, T.; Khonsung, P.; Sireeratawong, S. The Effect of the Ethanolic Extracts from Syzygium aromaticum and Syzygium nervosum on Antiproliferative Activity and Apoptosis in HCT116 and HT-29 Cells. Int. J. Mol. Sci. 2025, 26, 6826. [Google Scholar] [CrossRef] [Scilit] [PubMed]
- Guo, P.; Yu, J.; Zhao, Q.; Sun, J.; Lin, R.; Sui, L.; Leng, A.; Wang, C.; Wang, S.; Li, D. Diterpenoids and triterpenoids from the roots of Tripterygium regelii and their inhibitory effects on colorectal cancer cells. Front. Chem. 2026, 14, 1784072. [Google Scholar] [CrossRef] [Scilit] [PubMed]
- Sharma, S.H.; Thulasingam, S.; Nagarajan, S. Terpenoids as anti-colon cancer agents—A comprehensive review on its mechanistic perspectives. Eur. J. Pharmacol. 2017, 795, 169–178. [Google Scholar] [CrossRef] [Scilit] [PubMed]
- Cheung, E.C.; Vousden, K.H. The role of ROS in tumour development and progression. Nat. Rev. Cancer 2022, 22, 280–297. [Google Scholar] [CrossRef] [Scilit] [PubMed]
- Ramos-Bueno, R.P.; González-Fernández, M.J.; Guil-Guerrero, J.L. Various acylglycerols from common oils exert different antitumor activities on colorectal cancer cells. Nutr. Cancer 2016, 68, 518–529. [Google Scholar] [CrossRef] [Scilit] [PubMed]
- Vichitsakul, K.; Laowichuwakonnukul, K.; Soontornworajit, B.; Poomipark, N.; Itharat, A.; Rotkrua, P. Anti-proliferation and induction of mitochondria-mediated apoptosis by Garcinia hanburyi resin in colorectal cancer cells. Heliyon 2023, 9, e16411. [Google Scholar] [CrossRef] [Scilit] [PubMed]








| Species | Terpenoids/ Diterpenoids | Fatty Acids & Lipids | Oxylipins | Nitrogenous Compounds | Phenolics/Polyketides | Pigments/ Carotenoids | Sulfur Compounds | Halogenated Compounds | Volatiles/Small Organics |
|---|---|---|---|---|---|---|---|---|---|
| Cystoseira humilis | 31.00 (2–3) b | 31.00 (3) b | Incl. with FA | 11.00 (3) | ND | ND | 24.00 (3) | 1.00 (3) | ND |
| Rugulopteryx okamurae | 34.96 (2–3) | 11.17 (2) | Incl. with FA | 3.52 (2–3) | ND | 0.91 (2–4) | ND | ND | 1.48 (3) |
| Dictyota dichotoma | 47.44 (2–4) c | 7.54 (2) | Incl. with FA | 0.60 (2) | 2.41 (2) | ND | ND | ND | ND |
| Ericaria selaginoides | 27.00 (2) | 2.00 (2) | Incl. with terpenoids | 30.00 (3) | 2.00 (3) | ND | 5.00 (3) | ND | ND |
| Codium bursa | 38.65 (2–3) | 25.23 (2–3) a | Incl. with FA | 3.50 (2) | 0.85 (3) | 4.50 (3) | ND | ND | 1.33 (2–3) |
| Asparagopsis armata | 9.53 (2–3) | 17.09 (2–3) | 9.15 (2–3) | 12.48 (2–4) | 7.51 (2–3) | 3.40 (2) | ND | ND | ND |
| Polysiphonia elongata | 15.20 (3) | 16.14 (2) | 3.45 (2) | 10.48 (3) | 4.72 (3) | ND | ND | ND | ND |
| Polysiphonia spp. | 11.00 (3–4) | 51.00 (3–4) | Incl. with FA | 23.00 (3–4) | Incl. with terpenoids | ND | 5.00 (3–4) | 2.00 (4) | ND |
| Phyla of Marine Macroalgae | Seaweed Species | Code | Date of Collection | Location | Geographical Coordinates |
|---|---|---|---|---|---|
| Ochrophyta/Phaeophyceae (Brown Seaweeds) | Cystoseira humilis | CHR | 2 October 2022 | Roquetas de Mar, Almería | 36.712321, −2.635997 |
| Rugulpteryx okamurae | RB1 | 12 April 2023 | Manilva, Málaga | 36.318979, −5.244384 | |
| Dictyota dichotoma | DA1 | 1 March 2023 | Almerimar, Almería | 36.705501, −2.811383 | |
| Ericaria selaginoides | ESC | 3 March 2022 | Carchuna, Granada | 36.695148, −3.440386 | |
| Chlorophyta (Green Seaweeds) | Codium bursa | CB1 | 21 January 2024 | Toyo Beach, Almería | 36.835711, −2.326845 |
| Rhodophyta (Red Seaweeds) | Asparagopsis armata | AAR | 28 November 2022 | Toyo Beach, Almería | 36.835711, −2.326845 |
| Polysiphonia elongata | PEE | 22 November 2022 | Estepona, Málaga | 36.415978, −5.173438 | |
| Polysiphonia spp. | PSC | 20 January 2024 | Toyo Beach, Almería | 36.835711, −2.326845 |
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García-Cervantes, A.M.; Chileh-Chelh, T.; López-Ruiz, R.; Gallardo-Rodríguez, J.J.; Guil-Guerrero, J.L. Comparative Metabolomics Identifies Diterpene-Rich Marine Macroalgae with Potent Antiproliferative Activity Against Colorectal Cancer Cells. Mar. Drugs 2026, 24, 329. https://doi.org/10.3390/md24090329
García-Cervantes AM, Chileh-Chelh T, López-Ruiz R, Gallardo-Rodríguez JJ, Guil-Guerrero JL. Comparative Metabolomics Identifies Diterpene-Rich Marine Macroalgae with Potent Antiproliferative Activity Against Colorectal Cancer Cells. Marine Drugs. 2026; 24(9):329. https://doi.org/10.3390/md24090329
Chicago/Turabian StyleGarcía-Cervantes, Ana M., Tarik Chileh-Chelh, Rosalía López-Ruiz, Juan J. Gallardo-Rodríguez, and José Luis Guil-Guerrero. 2026. "Comparative Metabolomics Identifies Diterpene-Rich Marine Macroalgae with Potent Antiproliferative Activity Against Colorectal Cancer Cells" Marine Drugs 24, no. 9: 329. https://doi.org/10.3390/md24090329
APA StyleGarcía-Cervantes, A. M., Chileh-Chelh, T., López-Ruiz, R., Gallardo-Rodríguez, J. J., & Guil-Guerrero, J. L. (2026). Comparative Metabolomics Identifies Diterpene-Rich Marine Macroalgae with Potent Antiproliferative Activity Against Colorectal Cancer Cells. Marine Drugs, 24(9), 329. https://doi.org/10.3390/md24090329

