Abstract Background Rhizomes of Curcuma wanenlueanga Saensouk, Thomudtha & Boonma have been used in Thai traditional medicine and are included as an ingredient in a Thai traditional liniment formula listed by the Ministry of Public Health of Thailand for treating symptoms related to joints and muscle inflammation. However, anti-inflammatory activity and bioactive constituents of C. wanenlueanga have not yet been investigated. Thus, this study aimed to investigate the anti-inflammatory activity and underlying mechanism of C. wanenlueanga rhizome extract and its responsible bioactive components. Methods The fractionation of bioactive compounds from C. wanenlueanga extract was guided by antioxidant activity on DPPH and Griess assays, and anti-inflammatory activity on LPS-induced RAW 264.7 cells. The biological activities of isolated compounds were first predicted by network pharmacology and further confirmed in cell-based assay with LPS-induced RAW 264.7 cells and enzyme-linked immunosorbent assay (ELISA) of tumor necrosis factor alpha (TNF-α) and interleukin-6 (IL-6). Results The ethanolic extract of C. wanenlueanga rhizomes was proved to show anti-inflammatory activity on LPS-induced RAW 264.7 cells. Three curcuminoids including curcumin (1), demethoxycurcumin (2), dihydrodemethoxycurcumin (3), and two sesquiterpenoids, namely curcumenone (4), and zedoarondiol (5) were separated from anti-inflammatory fractions of C. wanenlueanga extract. The anti-inflammatory activity of these compounds to attenuate the productions of TNF-α and IL-6 was predicted by pharmacological network. The inflammatory assays, including the Griess assay for NO and ELISA for TNF-α and IL-6, confirmed that all isolated compounds reduced the production of these inflammatory mediators. Conclusion The present study shows the accordance between the results from pharmacological network and cell-based assays, which indicate the anti-inflammatory activity of C. wanenlueanga rhizomes and their bioactive constituents. This suggests the potential of bioactive compounds 1–5 to be used for quality assessment of C. wanenlueanga extract in the development of herbal products. Supplementary Information The online version contains supplementary material available at 10.1186/s12906-025-04884-0. Keywords: Curcuma wanenlueanga, Zingiberaceae, Anti-inflammatory activity, Bioassay-guided isolation, Network pharmacology, Bioactive marker Background Inflammation is a defense mechanism of the human immune system in response to irritants, typically leading to heat, swelling and redness of the affected area [[36]1]. Acute inflammation occurs after injury and normally lasts for a few days to a week. If it does not resolve in time, it will progress to chronic inflammation in around six weeks, leading to the tissue damage and change in tissue integrity [[37]2]. In an inflammation process, inflammatory cells such as neutrophils and macrophages migrate to the site of inflammation [[38]3], with a secretion of key cytokines including interleukin-1 (IL-1), interleukin-2 (IL-2), interleukin-6 (IL-6), tumor necrosis factor alpha (TNF-α) and interferon gamma (IFN-γ) [[39]4]. Inflammation can occur in every part of the body, and some related conditions, such as diabetes, cardiovascular disease and allergies, can be life-threatening. Additionally, muscle and joint inflammatory diseases, including myositis, gout, and rheumatoid arthritis (RA), cause discomfort, severe pain, permanent loss of functions, and critically affect all aspects of patient’s quality of life. Several approaches are applied to treat muscle and joint inflammatory diseases, such as physical therapy, medication and surgery [[40]5]. The first method is safe but takes a long time and is sometimes not medically effective. Surgery is an extreme method to deal with terminal conditions. Though, this method can lead to irreversible adverse effects. Nonsteroidal anti-inflammatory drugs (NSAIDs) are effective drugs that reduce pain, inflammation, and fever. Nevertheless, they have some potential adverse effects, including ulcers and bleeding in the gastrointestinal tract [[41]6], elevated blood pressure [[42]7], risk of heart attack [[43]8], kidney and liver damages [[44]9]. Recently, herbal medicine has gained attention as an alternative way to alleviate muscle and joint inflammation. Several medicinal plants in the curcuma genus, such as turmeric (Curcuma longa L.) [[45]10], Curcuma aromatica Salisb [[46]11]. and Curcuma latifolia Roscoe [[47]12], have been proved to relieve inflammation. As the growing use of herbal medicine for treatment of various diseases [[48]13], studies on medicinal plants to deal with inflammatory diseases remain an interesting area of research worldwide. Providentially, network pharmacology has been established to explain the relationship among chemical constituents in plants, drug targets, signaling pathways and diseases in holistic way [[49]14]. For instance, Shi and colleagues explored the anti-inflammatory and antioxidant constituents of Solanum melongena L. and investigated their mechanisms using network pharmacology [[50]15]. Limcharoen and coworkers utilized network pharmacology to disclose the ability of (−)-dendroparishiol from Dendrobium parishii to manage bacterial meningitis-associated neuroinflammation [[51]16]. These support the potential of network pharmacology, which helps scientists open a new possibility to discover useful medicinal herbs and their bioactive constituents. Curcuma wanenlueanga Saensouk, Thomudtha & Boonma (Fig. [52]1A) is a plant species in the Zingiberaceae family. It distributes and is cultivated through northern part of Thailand. This perennial herb could be up to 150 centimeters tall and has ovoid rhizome with internal yellow with darker core. The specific epithet of this plant was derived from its Thai vernacular name “Wan-en-lueang”, which mean “yellow herb related to tendons” [[53]17]. In Thailand, C. wanenlueanga rhizomes have been recognized in several documents for their traditional use (Fig. [54]1B), including treatment of beriberi related to tendon, paralysis, sprains, bruise, swelling, backache, joint pain and tendonitis [[55]18]. C. wanenlueanga is also listed as an ingredient in a Thai traditional liniment formula certified by the Ministry of Public Health of Thailand [[56]19]. There is a previous study revealed antioxidant, anti α-glucosidase activities C. wanenlueanga [[57]20]. However, preliminary investigation of anti-inflammatory activity and chemical constituents that are responsible for the bioactivity of C. wanenlueanga has not been investigated. Thus, this study aimed to investigate the anti-inflammatory activity of C. wanenlueanga rhizomes. Bioassay-guided fractionation was used to obtain bioactive constituents. The targets and mechanisms of action of isolated compounds were then forecasted by network pharmacology and confirmed by enzyme-linked immunosorbent assay (ELISA). Fig. 1. [58]Fig. 1 [59]Open in a new tab Curcuma wanenlueanga Saensouk, Thomudtha & Boonma and its ethnobotanical references. (A) Morphological features of a fresh