Key words: hyperglycemia, inflammation, interleukin-6, peripheral blood mononuclear cells, type-2 diabetes mellitus

Ключові слова: гіперглікемія, запалення, інтерлейкін-6, мононуклеарні клітини периферичної крові, цукровий діабет 2 типу

Abstract


Type 2 diabetes mellitus is a significant risk factor for dysregulated inflammatory responses during Severe Acute Respiratory Syndrome Coronavirus-2 (SARS-CoV-2) infection. Corticosteroids, commonly used as anti-inflammatory agents in diabetic patients, often cause hyperglycemia, making infections and inflammation more difficult to control. These conditions highlight the need for laboratory models that can support preliminary screening of anti-inflammatory drug candidates under elevated-glucose conditions. This exploratory study aimed to establish a human peripheral blood mononuclear cell (PBMC) inflammatory model induced by SARS-CoV-2 and lipopolysaccharide in the presence of high glucose and to assess the modulatory activity of Phaleria macrocarpa fruit ethanol extract on interleukin-6 (IL-6) mRNA expression under combined stimulation. This in vitro study used a human PBMC model induced by the SARS-CoV-2 spike protein and lipopolysaccharide under elevated glucose conditions. PBMCs were isolated from venous blood of a limited number of healthy adult volunteers. The concentrations of glucose, SARS-CoV-2 spike protein, and lipopolysaccharides used in PBMC cultures were selected for their ability to increase IL-6 mRNA expression under the tested conditions. Non-cytotoxic concentrations of Phaleria macrocarpa fruit ethanol extract were identified by maintaining cell viability of at least 80 percent. Combined stimulation with the SARS-CoV-2 spike protein, lipopolysaccharide, and high glucose increased IL-6 mRNA expression. Treatment with Phaleria macrocarpa fruit ethanol extract was comparable with dexamethasone in reducing IL-6 mRNA expression under the combined stimulation condition. These preliminary findings suggest that Phaleria macrocarpa suppresses IL-6 mRNA expression in response to combined stimulation in this in vitro PBMC model. However, our findings should be interpreted as exploratory due to the small number of the PBMC donor pool. Further studies using a larger, sex-balanced donor population, broader cytokine panels, and chemical standardization are required. 

Реферат


Пошукове дослідження впливу екстракту плодів Phaleria macrocarpa на експресію мРНК інтерлейкіну-6 у мононуклеарних клітинах периферичної крові людини, індукованих spike-білком SARS-CoV-2 та ліпополісахаридом в умовах підвищеного рівня глюкози in vitro. Нурхасанах А.Г., Луїса М., Ангелина М., Естунінгтіяс А. Цукровий діабет 2-го типу є значущим фактором ризику розвитку порушених запальних реакцій під час інфекції, спричиненої вірусом Severe Acute Respiratory Syndrome Coronavirus-2 (SARS-CoV-2). Кортикостероїди, які широко застосовуються як протизапальні засоби в пацієнтів з діабетом, часто викликають гіперглікемію, що ускладнює контроль інфекційних і запальних процесів. Ці обставини зумовлюють потребу у створенні лабораторних моделей для попереднього скринінгу потенційних протизапальних лікарських засобів в умовах підвищеної концентрації глюкози. Метою цього пошукового дослідження було створення запальної моделі на основі мононуклеарних клітин периферичної крові людини (peripheral blood mononuclear cell, PBMCs), індукованої SARS-CoV-2 та ліпополісахаридом за умов високого рівня глюкози, а також оцінювання модулювальної активності етанольного екстракту плодів Phaleria macrocarpa щодо експресії мРНК (матрична РНК) інтер­лейкіну-6 (interleukin-6, IL-6) за комбінованої стимуляції. У дослідженні in vitro використовували модель людських PBMCs, стимульованих spike-білком SARS-CoV-2 та ліпополісахаридом в умовах підвищеної концентрації глюкози. PBMCs виділяли з венозної крові обмеженої кількості здорових дорослих добровольців. Концентрації глюкози, spike-білка SARS-CoV-2 та ліпополісахариду для культивування PBMCs підбирали на основі їхньої здатності підви­щу­вати експресію мРНК IL-6 за досліджуваних умов. Нетоксичні концентрації етанольного екстракту плодів Pha­leria macrocarpa визначали шляхом забезпечення життєздатності клітин на рівні не менше 80%. Ком­бінована стимуляція spike-білком SARS-CoV-2, ліпополісахаридом та високою концентрацією глюкози спричиняла підви­щення експресії мРНК IL-6. Вплив етанольного екстракту плодів Phaleria macrocarpa щодо зниження експресії мРНК IL-6 за умов комбінованої стимуляції був зіставним з ефектом дексаметазону. Отримані попередні резуль­тати свідчать, що Phaleria macrocarpa пригнічує експресію мРНК IL-6 у відповідь на комбіновану сти­муляцію в цій моделі PBMCs in vitro. Водночас результати слід розглядати як пошукові через невелику кількість донорів PBMCs. Для підтвердження отриманих даних необхідні подальші дослідження із залученням більшої та гендерно збалансованої популяції донорів, ширших панелей цитокінів і проведенням хімічної стандартизації екстракту.


Individuals with type 2 diabetes mellitus (T2DM) face a higher risk of developing severe coronavirus disease 2019 (COVID-19) and have higher mortality rates compared to non-diabetic individuals. Although the exact mechanisms underlying greater severity in diabetic patients are not fully understood, both con­ditions involve dysregulated immune and inflam­matory responses [1, 2]. A key feature of severe COVID-19 is the cytokine storm, which causes vascular hyperpermeability, multiorgan failure, and death. In severe cases, there is an overproduction of proinflammatory cytokines and chemokines, along with a limited induction of interferons (IFN-α, IFN-β, and IFN-γ). Increased interferon production activates nuclear factor kappa light chain enhancer of activated B cells (NF-κB), a crucial mediator of in­flammatory responses. When activated, NF-κB trans­lo­cates to the nucleus, leading to increased production of proinflammatory molecules, including interleukin-6 (IL-6). IL-6 is a key biomarker of COVID-19-related cytokine storms and is inversely associated with immune function impairment [3, 4].

Current therapeutic strategies recommended by the World Health Organization (WHO) for managing hyperinflammation include corticosteroids such as dexamethasone; however, their effectiveness remains limited [5, 6]. Additionally, severe COVID-19 and its steroid-based treatments can negatively impact diabetes management by worsening hyperglycemia through increased insulin resistance and impaired β-cell secretory function. In turn, uncontrolled hyper­glycemia may further increase COVID-19 severity [7]. High-dose dexamethasone is also associated with significant adverse effects [7, 8, 9]. These limitations highlight the need for complementary strategies that can reduce hyperinflammation while minimizing risks in patients with metabolic comorbidities.

Natural products remain an important source of potential anti-inflammatory agents [10, 11]. One known natural product is Phaleria macrocarpa fruit, which has been reported to possess various bioactive properties, including antioxidant, antidiabetic, antiviral, anti-inflammatory, and immunomodulatory activities [12-15]. However, its anti-inflammatory activity has not been thoroughly evaluated in a human immune cell hyperinflammatory model with in­creased glucose exposure, a context relevant to diabetes-related vulnerability.

Previous mechanistic studies indicate that the Severe Acute Respiratory Syndrome Coronavirus 2 (SARS-CoV-2) spike protein can enhance inflam­matory responses to lipopolysaccharide (LPS), a well-established toll-like receptor 4 (TLR4) ligand, thereby increasing proinflammatory cellular respon­ses both in vitro and in vivo [16, 17, 18]. Evidence also suggests that higher glucose exposure may amplify immune cell inflammatory responses. There­fore, a peripheral blood mononuclear cell model that combines increased glucose exposure with stimu­lation by the spike protein and lipopolysaccharide could serve as a practical platform for early screening of potential anti-inflammatory interventions [19, 20]. Given its known pharmacological properties, P. mac­rocarpa was selected for preliminary evaluation in this model, with IL-6 mRNA expression used as the primary inflammatory marker. 

This study aimed to establish an exploratory model of inflammatory peripheral blood mono­nuclear cells (PBMCs) under high-glucose exposure by sequential stimulation with SARS-CoV-2 spike protein and lipopolysaccharide, and to evaluate whether an ethanol extract of Phaleria macro­carpa fruit modulates the induced IL-6 mRNA response.

MATERIALS AND METHODS OF RESEARCH


This study adhered to the Declaration of Helsinki and was approved by the Institutional Ethics Committee of the Faculty of Medicine, Universitas Indonesia (No. KET-1415/UN2.F1/ETIK/PPM.00.02/2025). Written informed consent was obtained for partici­pation and PBMC sample collection.

Plant collection and extract preparation

The dried fruit of Phaleria macrocarpa was obtained from a sample collected by the National Research and Innovation Agency (BRIN). The plant determination was done by the Traditional Medicine Raw Material Standardization Laboratory, BRIN (Voucher Number: 6449-244096-1).

Approximately 166.8 g of the powdered sample was sequentially extracted by maceration in 70% ethanol for 4 days at ambient temperature, with periodic shaking. The extract was then concentrated under reduced pressure using a rotary evaporator (Buchi Laboratorium-Technik AG, Flawil, Switzer­land) at 45°C until all solvent was removed, yielding the dried crude extract.

Phytochemical analysis

The bioactive compounds of the Phaleria macro­carpa fruit extract were analyzed using phytoche­mical screening. The test procedures involved the examination of alkaloids, phenols, flavonoids, saponins, tannins, and terpenoids [21, 22].

High-performance liquid chromatography (HPLC) analysis

HPLC analysis was performed to confirm the presence of phalerin and mangiferin as markers for Phaleria macrocarpa fruit ethanol extracts. The study was conducted using a Waters HPLC 2695 Alliance system equipped with a photodiode array detector (2998). Chromatographic separation was achieved on a Symmetry C18 column. Sample solutions were filtered through a 0.22 μm membrane filter and injected into the column in a 30 μL volume. For phalerin, isocratic separation was performed using acetonitrile and water (63:35, v/v) as the mobile phase at 35°C, a flow rate of 0.9 mL/min, and detection at 220 nm. Mangiferin analysis was conducted using a mobile phase consisting of methanol and 0.5% formic acid (30:70, v/v). The chromatographic conditions were as follows: column temperature, 40°C; flow rate, 1.0 mL/min; and detection at 257 nm [18, 19].

PBMC isolation

Human peripheral blood mononuclear cells were isolated from venous blood of healthy adult volunteers. Eligibility criteria for donors were healthy men or women aged 18-45 years, blood group O, who received at least two doses of the COVID-19 vaccine. Individuals with confirmed diabetes mellitus were excluded. PBMCs were obtained from two healthy female donors. Three experimental replicates were performed and should be interpreted as technical replicates. A blood volume of 15 mL was collected from each donor at each collection.

Whole blood was diluted 1:1 with cold Dulbecco's phosphate-buffered saline (DPBS, Gibco, Cat No. 14190-144) and layered over an equal volume of density-gradient medium (Ficoll-PaqueTM PLUS, Cytiva, Cat No. 17144003) [13]. Samples were centri­fuged at 2,500 rpm for 30 minutes. The PBMC layer was collected, washed twice with cold Dulbecco's phosphate-buffered saline (DPBS, and centrifuged at 1,200 rpm for an additional 10 minutes at room temperature. The isolated pellets were resuspended in 1 mL of cold DPBS. Cell count was determined using a hemocytometer, and viability was assessed by trypan blue exclusion. Samples with >90% viability were selected for downstream experiments [23].

PBMC culture, glucose conditioning, and hyper­inflammatory stimulation

PBMCs were cultured in complete medium consisting of RPMI-1640 (Gibco, Cat No. 11875-093) supplemented with 10% heat-inactivated fetal bovine serum (Sigma-Aldrich, Cat No. F9665) and 1% penicillin-streptomycin (Sigma-Aldrich, Cat No. P4333). Cells were incubated for 2 h at 37°C in a humidified 5% CO2 atmosphere. Afterward, adherent cells were separated from the non-adherent ones [24]. Adherent PBMCs were seeded at a density of 1.5×10cells per well in high-glucose medium and incubated overnight.

PBMCs were cultured in high-glucose medium conditioned for 2 hours by supplementing the culture media with glucose at 5.5, 15, 25, or 30 mM. The resulting glucose concentrations in culture super­natants were measured spectrophotometrically at 500 nm using the Glucose GOD FS assay (DiaSys, Cat. No. 1 2500 99 83 021). Based on these measu­rements and the corresponding IL-6 mRNA response, 15 mM glucose supplementation was selected for subsequent experiments.

To induce a hyperinflammatory condition, adhe­rent PBMCs were subsequently stimulated with SARS-CoV-2 spike protein (RayBiotech, Cat No. 30-01101-10) for 2 hours, followed by lipopo­lysaccharide (LPS) (Sigma-Aldrich, Cat No. L2880) at 10 ng/mL for 24 hours. Spike protein exposure was maintained during the LPS phase. An overview of the study workflow is presented in Figure 1.

Treatment with Phaleria macrocarpa extract

Adherent PBMCs were treated with varying concentrations of Phaleria macrocarpa fruit ethanol extract (12.5, 25, and 50 mg/mL) or dexamethasone (50 mg/mL) for 24 hours. Dexamethasone (Infalabs, B0120206) served as a positive anti-inflammatory control. Vehicle controls contained dimethylsul­foxi­de (Sigma-Aldrich, Cat No. D2650) at the same final concentrations as treatment groups. Phaleria macro­carpa fruit extracts or dexamethasone were added after sequential PBMC stimulation with SARS-CoV-2 spike protein and lipopolysaccharides (Fig. 1).

Interleukin-6 mRNA gene expression

For gene expression analysis, cells were harvested after 24 h, and total RNA was isolated using the Quick-RNA™ Miniprep Plus Kit (Zymo Research, Cat No. R1058). Total RNA was reverse-transcribed into cDNA using the ReverTra AceÒ RT-qPCR Master Mix with gDNA remover (Toyobo, Cat No. FSQ-301), following the manufacturer's instruc­tions. Relative mRNA expression was quantified using the comparative method, with b-actin serving as the internal reference gene. Real-time PCR was performed using the SensiFAST SYBRÒ No-ROX (Biolane, Cat No. BIO-98005) on a MiniOpticon instrument (Bio-Rad). Primer sequence used for Interleukin-6 (IL-6): Forward: CACTCACCTCTTCAGAACGAAT and Reverse: GCTGCTTTCACACATGTTACTC. As a house­keeping gene, β-actin was used, with primer sequen­ces: Forward: ACAGGATGCAGAAGGAGATTAC; Reverse: ATAGAGCCACCAATCCACAC. The data consisted of cycle threshold (CT) values auto­matically generated by the software. Relative mRNA expression levels were calculated using the Livak (2^DDCt) method [25].

Data analyses

Data are presented as the median and interquartile range (IQR). Differences between groups were tested using the Kruskal-Wallis test, followed by the Mann-Whitney U test. A p-value less than 0.05 was considered significant at the 95% confidence level. Because of the limited number of PBMCs used in this experiment, the analysis was considered preliminary. The experiment was conducted in three replicates and served as a technical control. All inferential statistics should be interpreted with caution and regarded as exploratory. Plots were created using GraphPad Prism version 10.1.1 (GraphPad Software, San Diego, CA, USA).

Fig. 1. Overview of the study workflow: (a) Blood samples were collected from patients using standard venipuncture procedures; (b) PBMCs were isolated by density-gradient centrifugation using Ficoll-Paque; and (c) isolated PBMCs were cultured and sequentially stimulated to establish an exploratory inflammatory model. Cells were first cultured under high-glucose conditions, then exposed to the SARS-CoV-2 spike protein and lipopolysaccharide (LPS). PBMCs were then treated with Phaleria macrocarpa fruit extract for 24 h. After treatment, total RNA was isolated for gene expression analysis ↓

RESULTS AND DISCUSSION


Phytochemical profile and extraction yield

The ethanol extraction of 166.8 g of Phaleria macrocarpa fruit powder yielded 56.7 g of dried extract, corresponding to an extraction yield of 34%. Qualitative phytochemical screening (Table 1) indi­cated the presence of alkaloids, phenols, flavonoids, saponins, tannins, and triterpenoids. This broad phytochemical profile is consistent with the reported pharmacological potential of P. macrocarpa and supports its evaluation in anti-inflammatory assays in various conditions [26, 27, 28].

References in previous studies indicate that pha­lerin and mangiferin are the two main components and markers of Phaleria macrocarpa extracts [29, 30, 31]. Therefore, we conducted a targeted HPLC ana­lysis using the reference compounds phalerin and mangiferin. The results showed that the Phaleria macrocarpa fruit ethanol extract contained phalerin as the main compound at 3710 ng/mL (17.04%) and mangiferin, a bioactive compound with antidiabetic properties, at 82.17 ng/mL (2.93%). Studies have shown that Phaleria macrocarpa extracts rich in phalerin and mangiferin exert antidiabetic and anti-inflammatory activities [27, 30, 31, 32], thereby sub­stantiating their use in hyperinflammatory condi­tions aggravated by hyperglycemia.

Table 1. Phytochemical test results of Phaleria macrocarpa fruit ethanol extract ↓

Types of qualitative tests

Results

Alkaloids

+

Phenols

+

Flavonoids

+

Saponins

+

Tannins

+

Triterpenoids

+

Note. (+) shows the presence of the phytochemical constituent. 

Selection of a high-glucose culture condition

Glucose concentrations in culture supernatants were evaluated under the specified glucose conditions and are presented in Table 2. Among the four glucose-supplementation conditions tested, the 15 mM glucose-supplemented medium yielded a supernatant glucose concentration of 358 mg/dL, which cor­responds to the hyperglycemic range. When peripheral blood mononuclear cells were incubated for 24 hours under 15 mM glucose-supplemented condi­tions, IL-6 mRNA expression increased by about 1.80-fold compared with control (Fig. 2, a). Accordingly, 15 mM glucose was selected for subsequent expe­riments because it produced a measurable IL-6 mRNA response and represented exposure above the physiolo­gical reference of 5.5 mM.

Table 2. Glucose concentrations in PBMC culture media after supplementation with varying glucose concentrations ↓

Concentrations of glucose supplementation
in culture media (mM)

Supernatant glucose concentrations after 24-hour treatment

in mM

in mg/dL

5.5

14.15

257.23

15

19.73

358.60

25

28.82

524.04

30

32.10

578.41

Proinflammatory response to SARS-CoV-2 spike protein and lipopolysaccharides

In the present study, IL-6 mRNA expression was assessed as a marker of the acute proinflammatory response. Stimulation of PBMCs with the SARS-CoV-2 spike protein at 12.5 ng/mL for 24 hours resulted in about an 18-fold increase in IL-6 expres­sion compared with the control group (Fig. 2, b). Thus, the SARS-CoV-2 spike protein at 12.5 ng/mL was selected for sequential stimulation because it elicited the highest IL-6 response in this step.

Mechanistically, the SARS-CoV-2 spike protein activates proinflammatory signaling in immune cells. A study by Olajide et al. showed that high–dose SARS-CoV-2 S1 spike protein significantly increases secretion of TNF-α, IL-6, IL-1, and IL-8, along with upregulation of NF-κB signaling pathways [33]. Similar increases in IL-1 and IL-6 expression have been observed in PBMCs from patients with immune-mediated hearing loss (IMHL) stimulated with the SARS-CoV-2 spike protein at 12 ng/mL [34]. Prior ex vivo studies also indicate that the spike protein acts synergistically with low-dose LPS to enhance TNF- and IL-1 production [35]. Additionally, in silico studies have reported that the SARS-CoV-2 spike protein can bind not only to the angiotensin-converting enzyme 2 receptor but also to TLR4, a key receptor for lipopolysaccharide, potentially intensi­fying downstream inflammatory signaling [36]. However, receptor engagement and downstream pathway activation were not directly assessed in the present study; therefore, these mechanisms should be interpreted as literature-supported hypotheses rather than confirmed findings.

To induce a hyperinflammatory state, lipopoly­saccharide (LPS) was added to the culture medium to stimulate the innate immune response in PBMCs. LPS, a structural component of Gram-negative bacteria, a potent activator of the innate immune system and widely used in experimental models of inflammation because it mimics cytokine-mediated inflammatory responses. Upon interaction with innate immune cells, particularly monocytes and macro­phages, LPS stimulates the production of proinflam­matory cytokines and chemokines, thereby contri­buting to host defense mechanisms [37]. Toll-like receptor 4 (TLR4) is the primary receptor for LPS recognition and signal transduction. Binding of LPS to TLR4 activates NF-κB through recruitment and activation of MyD88, IL-1 receptor–associated ki­nase (IRAK), TNF receptor-associated factor 6 (TRAF6), and NADPH oxidase (Nox). NF-κB plays a central role in regulating the transcription of genes related to innate immunity and inflammatory responses [24].

Our results showed that PBMCs stimulated with LPS at 10 ng/mL had the greatest increase in IL-6 mRNA expression (Fig. 2, c). These findings align with previous studies showing that LPS stimulates the production of proinflammatory cytokines and chemo­kines in innate immune cells. Even low concen­trations of LPS have been shown to induce IL-6 and TNF-α production [37].

Fig. 2. Interleukin-6/actin mRNA expression stimulation with (a) high glucose; (b) SARS-CoV-2 spike protein; (c) lipopolysaccharides. Results are presented as median (interquartile range) ↓

* - p<0.05 between the two groups 

Activity of dexamethasone or Phaleria macro­carpa fruit extract on IL-6 expression in lipopo­lysaccharide-induced conditions

In the lipopolysaccharide-induced model (10 ng/mL), dexamethasone reduced IL-6 mRNA expression, with the greatest reduction at 50 ng/mL (Fig. 3, a). This effect is consistent with the known ability of glucocorticoids to suppress inflammatory gene transcription [38]. However, glucocorticoid re­ceptor signaling and nuclear factor-κB (NF-κB) acti­va­tion were not directly measured in this experiment.

Treatment with Phaleria macrocarpa fruit ex­tracts at several concentrations after LPS stimulation at 10 ng/mL generally reduced IL-6 mRNA expres­sion compared with the stimulated control (Fig. 3, b). However, the pattern was not entirely consistent. This variability may be attributable to the complex and heterogeneous chemical composition of herbal extracts, in which observed effects may result from the combined interactions of multiple constituents [39]. Therefore, these findings should be interpreted as a preliminary indication of an IL-6 mRNA-suppressive signal, suggesting that Phaleria macro­carpa fruit extract contains components that may attenuate LPS-induced IL-6 upregulation.

Fig. 3. Interleukin-6/b-actin mRNA expression after stimulations with (a) lipopolysaccharides 10 ng/mL and dexamethasone 50, 100, or 200 ng/mL; (b) lipopolysaccharides 10 ng/mL and Phaleria macrocarpa (PM) fruit extract 6.25, 12.5, 25, 50, or 100 mg/mL. Results are presented in median (interquartile range) ↓

* - p<0.05 between the two groups 

Cell viability assessment and determination of non-cytotoxic conditions

To confirm that changes in inflammatory markers were unaffected by the treatment's cytotoxic effects, cell viability was evaluated under the designated inflammatory stimulation and treatment conditions. The stimulatory agents (glucose, SARS-CoV-2 spike protein, and lipopolysaccharides) and the treatment agents (dexamethasone and Phaleria macrocarpa fruit extract) were assessed for their effects on PBMC viability. None of the treatments showed a significant reduction in cell viability compared with the control cells, and the average cell viability remained above 80% (Fig. 4).

The results suggest that the stimulation treatments used in subsequent analysis were unlikely to account for the observed effects on IL-6, indicating that these effects were unlikely to result from a significant loss of viable cells.

Suppression of IL-6 mRNA expression by Pha­leria macrocarpa extracts in the combined spike protein and lipopolysaccharide model under high-glucose conditions

Figure 5 addresses the central objective of estab­lishing an inflammatory model that incorporates both infection-associated stimuli and a high-glucose con­dition, and then applying it to the early screening of drug candidates.

Fig. 4.  Percentage of viable PBMC after treatment with stimulatory or treatment agents. (a) stimulatory agents: glucose 15 mM, SARS-CoV-2 spike protein 12.5 ng/mL; lipopolysaccharide 10 ng/mL; combination of SARS-CoV-2 spike protein 12.5 ng/mL and LPS 10 ng/mL; or combination of glucose 15 mM, SARS-CoV-2 spike protein 12.5 ng/mL, and LPS 10 ng/mL; (b) treatment agents: dexamethasone 50 ng/mL, Phaleria macrocarpa (PM) fruit extract 50 mg/mL, or Phaleria macrocarpa (PM) fruit extract 50 mg/mL. Results are presented as median (interquartile range) ↓

Hyperglycemia is a common feature of poorly controlled diabetes, prompting investigation into how immune cells pre-exposed to elevated glucose levels respond to inflammatory stimuli. A previous study modeled this clinical context by pre-incubating PBMCs with graded glucose concentrations (5.5, 8, 16, and 24 mM) for 48 h, followed by stimulation with the TLR3 agonist poly(I: C) (20 µg/mL) for an additional 24 h. Hyperglycemia has been reported to increase proinflammatory cytokine production while impairing type I interferon generation and signaling, mechanisms that may exacerbate inflammatory res­ponses and weaken antimicrobial defenses in diabetes [40].

Additionally, hyperglycemia has been reported to predispose monocytes/macrophages to a proinflam­matory phenotype by increasing oxidative stress and enhancing NF-κB signaling, thereby intensifying responses to toll-like receptor 4 (TLR4) ligands, including lipopolysaccharide [40]. The combined use of high glucose, the SARS-CoV-2 spike protein, and lipopolysaccharide is therefore a biologically plausible experimental model of hyperglycemia, in which chronic metabolic stress may lower the threshold for cytokine production. However, the model should not be considered a full replication of diabetes-associated COVID-19 hyperinflammation.

Consistent with the above concept, increasing in vitro glucose concentrations from 5 to 25 mmol/L had only marginal effects on cytokine release after stimu­lation with M. tuberculosis lysate, LPS, or Candida albicans. In contrast, exposure to 40 mmol/L glucose markedly increased production of TNF-α, IL-1β, IL-6, and IL-10. Notably, IL-6 and IL-1β increased in a dose-dependent manner, whereas T-cell–derived cytokines showed greater variability. Collectively, these findings support the concept that substantial hyperglycemia can amplify inflammatory signaling in immune cells [41].

Stimulation with the SARS-CoV-2 spike protein in combination with LPS under high-glucose con­ditions resulted in elevated IL-6 expression compared with PBMCs maintained in control medium. These findings suggest that elevated glucose may enhance IL-6 mRNA responses to infectious or inflammatory stimuli in this experimental system. The observed response is consistent with the previous literature on spike protein-LPS interaction [42]. However, because nuclear factor kappa B (NF-kB), TLR4, MAPK, and related pathways were not directly measured, the mechanism cannot be confirmed by the present data. Treatment with the Phaleria macrocarpa fruit ethanol extract resulted in concentration-dependent suppression of IL-6 expression in the inflammatory PBMC model. This attenuation was comparable to that of dexamethasone, the positive control, thereby substantiating the preliminary data indicating that Phaleria macrocarpa fruit extract may inhibit IL-6 expression under the combined condition.

Fig. 5. Effect of Phaleria macrocarpa fruit extract on IL-6/β-actin mRNA expression in PBMCs induced with SARS-CoV-2 spike protein and LPS under high-glucose conditions. Treatments: High glucose (15 mM); SARS+LPS: SARS-CoV-2 spike protein 12.5 ng/mL + lipopolysaccharides 10 ng/mL; High glu+SARS+LPS: glucose 15 mM + SARS-CoV-2 spike protein 12.5 ng/mL + lipopolysaccharides 10 ng/mL; High glu+SARS+LPS+PM 12.5: glucose 15 mM + SARS-CoV-2 spike protein 12.5 ng/mL + lipopolysaccharides 10 ng/mL + Phaleria macrocarpa fruit extract 12.5 µg/mL; High glu+SARS+LPS+PM 25: glucose 15 mM + SARS-CoV-2 spike protein 12.5 ng/mL + lipopolysaccharides 10 ng/mL + Phaleria macrocarpa fruit extract 25 µg/mL; High glu+SARS+LPS+PM 50: glucose 15 mM + SARS-CoV-2 spike protein 12.5 ng/mL + lipopolysaccharides 10 ng/mL + Phaleria macrocarpa fruit extract 50 µg/mL; High glu+SARS+LPS+Dex: glucose 15 mM + SARS-CoV-2 spike protein 12.5 ng/mL + lipopolysaccharides 10 ng/mL + dexamethasone 50 ng/mL. Results are presented as the median (interquartile range) ↓

* - p<0.05 between the two groups 

Taken together, these results (Fig. 5) demonstrate that the ethanol extract reduced IL-6 mRNA expres­sion induced by the SARS-CoV-2 spike protein and LPS under high-glucose conditions. This finding aligns with prior reports that P. macrocarpa contains bioactive constituents, such as alkaloids, flavonoids, phenolics, sterols, and terpenoids, which may inhibit IL-6 production and therefore possess potential anti-inflammatory activity relevant to inflammation associated with viral infections and hyperglycemia [43-46]. However, the present study did not identify which constituent was responsible for the observed effect and did not assess IL-6 at the protein level.

Our findings support the feasibility of a peripheral blood mononuclear cell inflammatory platform in­corporating high-glucose exposure. SARS-CoV-2 spike protein and lipopolysaccharide, when combined with high-glucose exposure, enhanced inflammatory responses. Additionally, initial evidence suggests that Phaleria macrocarpa fruit ethanol extract may re­duce IL-6 mRNA expression in this system. Dexa­methasone, used as a control, produced a similar suppression of IL-6 mRNA expression, consistent with its known anti-inflammatory pharmacology [38]. However, comparisons with dexamethasone should be interpreted with caution because only IL-6 mRNA expression was measured, and no protein-level or pathway-specific validation was performed. 

The present study remains an early-stage explo­ratory experiment because its primary endpoint is a single messenger of RNA marker. To improve mechanistic and translational relevance, subsequent studies should validate effects at the protein level, such as IL-6 concentrations in the supernatant; in­corporate additional inflammatory mediators, inclu­ding TNF-α, IL-1β, interferon responses, and oxida­tive stress markers; and improve the interpretability of extracts through analytical standardization and/or  fractionation.

The fruit of Phaleria macrocarpa contains phenolic and flavonoid compounds, including man­giferin and phalerin, that have been reported to influence inflammatory signaling and oxidative stress in preclinical studies [12, 29, 31]. The current study did not identify a single active constituent. Therefore, any proposed involvement of upstream pathways, such as NF-κB or mitogen-activated protein kinase cascades, remains hypothetical and should be tested directly in future work using pathway-specific assays [47]. Chemical standardization, such as high-per­formance liquid chromatography profiling, will be crucial for ensuring repeatability and facilitating future translation.

From a translational standpoint, the use of primary human immune cells offers advantages over immor­talized cell lines; however, inter-donor variability and limited biological replicates pose significant limi­tations. This study has several limitations. First, PBMCs were obtained from only two healthy female donors; therefore, donor-to-donor variability, sex-related immune differences, and generalizability could not be adequately assessed. Second, IL-6 mRNA expression was the sole inflammatory end­point, and no other inflammatory markers, such as TNF-α, IL-1β, or interferons, were measured. Finally, the findings are based on an in vitro model and should not be interpreted as evidence of clinical efficacy in COVID-19, diabetes, or diabetes-associated hyperin­flammation.  Subsequent research should involve a broader, more heterogeneous donor population, pro­tein-level multiplex cytokine assays, and an expanded endpoint panel and functional pathways.

CONCLUSIONS


1. This exploratory study established an in vitro inflammatory model using human peripheral blood mononuclear cells exposed to elevated glucose levels, subsequently stimulated with the Severe Acute Respiratory Syndrome Coronavirus-2 spike protein and lipopolysaccharides, with interleukin-6 mRNA expression as the primary marker of effect. 

2. Phaleria macrocarpa fruit ethanol extract reduced the interleukin-6 mRNA expression at non-cytotoxic concentrations under the tested conditions. Due to the limited number of PBMC donors, this data should be considered preliminary.

3. A subsequent study using a larger, sex-balanced donor population, broader anti-inflammatory end­points, and chemical standardization is needed before this cell-based platform can be applied to screen anti-inflammatory candidates under conditions of elevated glucose exposure.

Contributors:

Nurhasanah A.H. – data curation, formal analysis, writing original draft;

Louisa M. – conceptualization, methodology, su­pervision, review & editing;

Angelina M. – validation, supervision, review & editing;

Estuningtyas A. – validation, review & editing.

Funding. This research was funded by the Master Thesis Research Grant of the Ministry of Higher Education, Science and Technology, Re­public of Indo­nesia 2025 (Contract no. PKS-597/UN2/RST/HKP.05.00/2025) and Program Center of the Health Research Organization, Na­tional Research and Innovation Agency (Decision of the Head of The Health Research Organization, BRIN, No. 72/III.9/HK/2025).

Conflict of interests. The authors declare no conflict of interest.

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