Next Article in Journal
Unveiling the Electrocatalytic Performances of the Pd-MoS2 Catalyst for Methanol-Mediated Overall Water Splitting
Previous Article in Journal
CO2@C84: DFT Calculations of Structure and Energetics
Previous Article in Special Issue
Interaction of Phenanthroline-Containing Copper Complexes with Model Phospholipid Membranes
 
 
Font Type:
Arial Georgia Verdana
Font Size:
Aa Aa Aa
Line Spacing:
Column Width:
Background:
Article

Analysis of Biomolecular Changes in HeLa Cervical Cancer Cell Line Induced by Interaction with [Pd(dach)Cl2]

1
Center for Light-Based Research and Technologies COHERENCE, Department of Atomic Physics, Vinča Institute of Nuclear Sciences, National Institute of the Republic of Serbia, University of Belgrade, 11000 Belgrade, Serbia
2
ALBA-CELLS Synchrotron, Cerdanyola del Vallès, 08290 Barcelona, Spain
3
Department of Molecular Biology and Endocrinology, Vinča Institute of Nuclear Sciences, National Institute of the Republic of Serbia, University of Belgrade, 11000 Belgrade, Serbia
4
Research Centre for Genetic Engineering and Biotechnology “Georgi D Efremov”, Macedonian Academy of Sciences and Arts, 1000 Skopje, North Macedonia
*
Authors to whom correspondence should be addressed.
Inorganics 2025, 13(1), 20; https://doi.org/10.3390/inorganics13010020
Submission received: 12 December 2024 / Revised: 1 January 2025 / Accepted: 3 January 2025 / Published: 14 January 2025
(This article belongs to the Special Issue Evaluation of the Potential Biological Activity of Metallo-Drugs)

Abstract

:
Transition metal complexes have been used in medicine for several decades, but their intracellular effects are not yet fully elucidated. Therefore, in this study, we investigate biomolecular changes induced by a palladium(II) complex in cervical carcinoma (HeLa) cells as a model to study the subtle changes caused by transition metal ions ingested by the cells. The impact of dichloro(1,2-diaminocyclohexane)palladium(II), [Pd(dach)Cl2], was studied by synchrotron radiation-based Fourier transform infrared (SR FTIR) spectroscopy, a powerful tool for studying alterations in cellular components’ biochemical composition and biomolecular secondary structure on a single-cell level. A spectral analysis, complemented by statistics, revealed that the Pd(II) complex considerably affected all major types of macromolecules in HeLa cells and induced structural changes in proteins through an increased formation of cross-β-sheets and causes structural rearrangement in deoxyribonucleic acid (DNA) through potential chromosome fragmentation. Although a certain level of lipid peroxidation was detectable by SR FTIR spectroscopy and confirmed by an analysis of cellular lipids by matrix-assisted laser desorption and ionisation time-of-flight mass spectrometry, the oxidative stress is not a significant mechanism by which Pd(II) expresses the effect on the HeLa cells.

1. Introduction

Several transition metal complexes have been used as pharmaceuticals over the decades and many more are currently in development and clinical trial testing. They are used as anti-inflammatory, anti-cancer, and antiviral therapeutics [1,2,3]. Metal complexes’ immense potential in treating various cancer forms has earned widespread global attention. Cisplatin (cis-dichlorodiammineplatinum(II), cis-[PtCl2(NH3)2]) has been the most used metallodrug for treating many different types of cancer in the past several decades [4,5,6,7]. However, cisplatin and other platinum-based therapeutics have many disadvantages, such as renal toxicity, neurotoxicity, ototoxicity, myelosuppression, nausea, vomiting, hair loss, gradual resistance forming, and poor solubility in liquid mediums [8,9]. Palladium(II) complexes have a similar metal centre to platinum(II) complexes [10], but they can interact with biomolecular targets in diverse ways depending on the ligand structure and there are several molecular targets for Pd complexes other than nucleic acids, including the mitochondria and ribosome proteins (review in [11]). However, it has been assumed that Pd(II) complexes induce cancer cell cycle arrest in a different stage compared to Pt complexes. Substituted polyamines have been shown to coordinate efficiently with Pd(II) and to act as modulators of the hydrophilic/lipophilic properties of the resulting chelates, thus improving the administration and bioavailability of transition metal complexes [12]. On the other hand, transition metals can be highly toxic against healthy cells, which might result in organ damage, nephrotoxicity, ototoxicity, and other side effects [13], but it is postulated that replacement of Pt with Pd in a metallodrug can help overcome them [11].
Although they have been used for decades as therapeutic agents, the effect of transition metal complexes on cells, which includes the entire cellular regulatory systems, has yet to be fully elucidated. Synchrotron radiation-based Fourier transform infrared (SR FTIR) spectroscopy, a label-free method for elucidating biomolecular changes, has a high potential and sensitivity, with a highly brilliant light source that provides higher spectral and spatial resolution at a cellular level [14]. SR FTIR has been used for the study of nanocomposite systems [15] and has been applied for profiling of biomolecules inside various cells and tissues [16]. SR FTIR spectroscopy can elucidate the drug’s effect on individual cellular biomolecules without their separation from the cellular milieu. In this work, we applied SR FTIR spectroscopy to study the effect of different concentrations of dichloro(1,2-diaminocyclohexane)palladium(II) ([Pd(dach)Cl2], or Pd(II) complex, Figure 1) on lipids, proteins, or nucleic acids in HeLa cervical carcinoma cells, and the obtained results demonstrate clearly the influence of the Pd(II) complex on the protein and nucleic acid structure in the HeLa cell line, resulting in a higher overall content of proteins with β-sheets and changing the structure of DNA.

2. Results

2.1. Cytotoxicity of Pd(II) Complex

The effects of Pd(II) complex treatment on the HeLa cancer cells are presented in Figure 2. The survival rate of cells decreased to 78% compared to the control after Pd(II) treatment at a concentration of 85.76 µmol/L, which demonstrates rather low cytotoxicity of the Pd(II) complex on this tumour cell line, which gives us the opportunity to analyse intracellular effects in this concentration range.

2.2. SR FTIR Spectroscopy

A spectral analysis, including the second derivative (17 smoothing points, third polynomial order, and vector normalisation), was implemented for major fingerprint areas of the SR FTIR spectrum of whole cells: 3050–2800 cm−1 lipid area, 1800–1480 cm−1 proteins and esters, and 1480–980 cm−1 nucleic acids and carbohydrate region. The structural characterisation of the synthesised Pd(II) complex is given in Figures S1–S3. As the Pd(II) complex induces changes in all three areas, they will be presented individually. To statistically evaluate the results and compare the influence of various treatments, we applied a principal component analysis (PCA).

2.2.1. Changes in the Lipid Region

FTIR lipid spectral regions of untreated cancer cells and cells treated with three different concentrations of the Pd(II) complex were recorded and are presented in Figure 3a. The bands at ~2956–2960 cm−1, ~2929–2935 cm−1, and 2871–2873 cm−1 are assigned to νasCH3, νasCH2, and νsCH3, respectively. Differences can be seen in symmetric (νs) and asymmetric (νas) stretching vibrations of CH3 groups and asymmetric stretching vibrations of CH2 groups. Although the νsCH2 vibration in cells is detectable when the SR FTIR spectra of lyophilised cells are analysed [17], this band is missing in the spectra of cells acquired with formalin-fixed cells [18]. In the νasCH3 region, the Pd concentration of 68.6 µM (Pd 2) exhibits the same peak position as the control cells (~2958 cm−1), while the treatment intensity is slightly lower than the controls. The lowest Pd complex concentration of 34.3 µM (Pd 1) shifts the νasCH3 signal peak towards a higher wavenumber (~2960 cm−1). It shows a higher intensity, while the highest concentration of 102.9 µM (Pd 3) shifts the absorption maximum towards a lower wavenumber (~2956 cm−1) and demonstrates lower intensity than the control. The same absorption maximum shift trend is also present in the νasCH2 region, with the Pd 1 maximum being at ~2935 cm−1, Pd 2 and control at ~2933 cm−1, and Pd 3 at ~2935 cm−1. The band position at ~2873 cm−1sCH3) was the same for all samples except for the highest Pd complex concentration, which shifted the maximum towards a lower wavenumber, ~2871 cm−1. As the shifts in the νasCH3 and νasCH2 position might indicate the interaction with the Pd(II) complex, the changes in their intensity ratio might imply lipid oxidation, similar to our previous results obtained in ovarian cancer cells treated with a Ru complex [19], but to a somewhat lesser extent.
The PCA score plot (Figure 3b) indicates the PC1 and PC2 differentiation for the samples treated with the highest and lowest Pd complex concentrations. On the other hand, the cellular lipids treated with the Pd 1 and Pd 2 concentrations differ from the control over the PC2. The statistical analysis confirmed concentration-dependent differences detected in HeLa cells treated with various concentrations of the Pd(II) complex, and the maximum contribution to the observed differences between all samples was found in the region from ~2935 to ~2825 cm−1 (PC1) and at ~3000 cm−1 (PC2) (PC loadings are given in Figure 3c). The latter corresponds to the =C-H stretching vibrations [20], indicating changes in the saturation level upon the Pd(II) treatment.
Several band area ratios were calculated to examine potential Pd(II) complex-induced lipid damage, and changes in the level of unsaturated lipids. Changes in the content of lipid-related functional groups can be associated with oxidative stress-induced lipid degradation [21]. Therefore, we determined the ratio of the asymmetric vibration of CH2 and CH3. The ratio of νas(CH2)/νas(CH3) significantly increased after cells were treated with the highest concentration of the Pd complex, implying that the Pd(II) induced lipid peroxidation in HeLa cells (Figure 3d).
To confirm the observed changes in the lipid region, we performed a positive-ion MALDI TOF MS analysis of the lipid extract of the cells treated with a Pd complex at a concentration of 20 µg/mL. Signals of the lipids and phospholipids arise from the proton or sodium adducts and represent singly positively charged ions, as described previously [22]. Several m/z regions can be assigned to a specific phospholipid group. They are indicated in Figure S4 in the lipids’ positive MALDI TOF mass spectra. Only several signals are labelled by their position, corresponding to the differences between the samples. The signal at m/z 1049.3 might arise from phosphatidylinositol phosphate (PIP), but its identity could not be confirmed. The signal at m/z 494.3 [23] most likely corresponds to the proton adduct of lyso-phosphatidylcholine (LPC) 16:1 (the numbers represent the total number of carbons in the fatty acid chains and the number of double bonds), whereas that at m/z 568.3 is the sodium adduct of diacylglycerol (DAG) 36:0 [24]. Significant changes in other m/z regions are not detectable. Finally, at the low-mass region of the spectra of Pd(II)-treated cells, the disappearance of specific lipid-related signals can be observed simultaneously with the appearance of the PIP signal at m/z 1049 in Pd(II)-treated cells.

2.2.2. Changes in the Protein Region

The spectral region associated with the protein groups can be found inside the 1700–1480 cm−1 region. Here, there are two primary bands: the so-called Amide I (at ~1650 cm−1) that arises from C=O stretching vibration and the less intense Amide II band, which occurs from bending N-H vibration (usually around 1540 cm−1) [25].
The Pd(II) treatment caused significant changes in the protein spectral region, in the intensity and position of the Amide I and Amide II bands (Figure 4a). Changes in the peak area imply a change in secondary structures. At the same time, the wavenumber shift implies a change in intermolecular interactions, i.e., hydrogen bonds [26,27]. Treated cells exhibit a peak shift to a lower wavenumber in the Amide I region, with rising complex concentration. The absorption maximum of the control sample is at ~1653 cm−1, Pd 1 and Pd 2 are at ~1651 cm−1, and Pd 3 is at 1649 cm−1. The most prominent peak area is observed for sample Pd 1, followed by the control sample and samples Pd 2 and Pd 3. The Amide II band exhibits fewer changes than the Amide I band. The lowest Pd(II) complex concentration peak treatment of cells shifts the Amide I band towards a higher wavenumber (~1541 cm−1) compared to the three other samples, which had an absorption maximum of ~1537 cm−1.
Since the most bands that can be attributed to secondary structure elements are allocated in the Amide I region, we inspected this band in more detail. The second derivative of the Amide I region (Figure 5a, region: 1700–1600 cm−1) reveals specific changes in protein secondary structures upon the action of the Pd(II) complex. Shifts in the absorption maxima corresponding to cumulative changes in the protein secondary structure are confirmed by analysing the second derivative of the Amide I region and the corresponding PC score plots (Figure 5a and Figure 5b, respectively). The most prominent structural change was determined at the signal at ~1653 cm−1 related to the α-helix [28], as also demonstrated by the PC-loading maximum (Figure 5c). This result confirms the above-indicated findings obtained by analysing averaged SR FTIR spectra (Figure 4a). Additionally, changes in the intensity and the position of signals corresponding to parallel and intermolecular β-sheets (~1630 cm−1 and ~1605 cm−1, respectively) [25,28] are observed. Structural changes in the proteins’ secondary structure are confirmed by PCA, which also showed a maximum in the PC2 at about ~1545 cm−1 (Figure 4c and Figure 5c). These changes also showed a Pd(II) concentration dependence.
Finally, the PC1 × PC2 score plot (Figure 4b and Figure 5b) showed significant differences between the PC1 and PC2 components, and the most expressed differences were observed between the control and Pd 3-treated HeLa cells. PC1 and PC2 components of Pd 1- and Pd 2-treated cells overlap and are distributed between the PC scores of the control and Pd 3-treated cells.

2.2.3. Changes in the Nucleic Acid and Carbohydrate Region

As Pd(II) complexes are known to interact with DNA and RNA through the electrostatic interactions with a phosphate backbone [10], we expected to find significant changes in the nucleic acid spectral region. Symmetric and asymmetric phosphate regions were the most affected. Still, changes can also be seen in the higher-wavenumber carbohydrate region (for better visual clarity, these two regions are separately presented in Figure 6).
After Pd(II) treatment, a slight increase in intensity was detected in the band at ~1396 cm−1 corresponding to the COO¯ symmetric stretching vibration [17], as well as a wavenumber shift from ~1398 cm−1, implying structural changes (Figure 6a). This carboxylic group band arises from polysaccharides [27] with a small contribution of vibrations of the terminal groups of protein, i.e., amino acids [29]. The band at ~1452 cm−1 assigned to the CH2 and CH3 groups’ deformation vibration showed a concentration-dependent decrease in intensity. It is shifted toward lower wavenumbers, indicating structural changes in carbohydrates, lipids, and proteins [25]. The statistical analysis of the signals corresponding to carbohydrate vibrations was performed. A clear Pd(II)-concentration-dependent differentiation was found over the PC1 (Figure 7a). The maximum total variations in this region were identified at ~1458 cm−1 (PC1 and PC2), which corresponds to the shifts in the CH2 or CH3 deformation vibrations, as discussed above.
The phosphate region (Figure 6b) and changes in peak intensity can be detected in both asymmetric (~1246 cm−1) and symmetric (~1084 cm−1) phosphate bond stretching vibrations, which mostly correspond to cellular nucleic acids [30]. The position of the asymmetric phosphate bond region changes towards lower wavenumbers (~1246 to 1236 cm−1) after treating cells with Pd 2 and Pd 3 concentrations (Figure 6b). In contrast, the lowest concentration does not affect this band. HeLa treatment with Pd 2 concentration results in a decrease in the intensity of this band, whereas Pd 3 results in a significant intensity increase.
The band at ~1084 cm−1 assigned to symmetric phosphate stretching increases in intensity after the treatment with Pd 1 and Pd 2 concentrations, but the treatment of cells with the highest Pd(II) concentration results in an increase in the signal intensity and the shift towards a lower wavenumber (~1059 cm−1). This band also might correspond to C-O stretching as an indicator of cholesterol [31], implying a potential impact of the Pd(II) on cholesterol metabolism in treated cells.
The PCA of the phosphate region was performed for asymmetric and symmetric areas separately to emphasise the changes induced by various concentrations of the Pd(II) complex. The PC1 × PC2 plot (Figure 7c) demonstrated a differentiation of the Pd 2- and Pd 3-treated cells over PC1, whereas the control and Pd 1 treatment are scattered and cover almost the same area. The loading plot (Figure 7d) shows group variations in the signals, giving maxima at ~1175 cm−1 (PC2) and at ~1160 cm−1 (PC1 and PC2) and a minimum at ~1250 cm−1 (PC2), which arise from the phosphate asymmetric vibrations. Symmetric phosphate bands showed the segregation of samples treated with Pd 2 and Pd 3 from the control and Pd 1-treated cells over PC2 (Figure 7e). The highest total variability in this region was detected at ~1000 cm−1 (PC2, Figure 7f). Other changes are detectable, but without a clear statistical significance in the signal intensities.

3. Discussion

In this work, we have identified significant changes in all major classes of biomolecules induced by the treatment of HeLa cells with the Pd(II) complex. Although considered an analogue to Pt complexes in terms of their potential anti-cancer activity, the investigated Pd(II) complex demonstrated a mild cytotoxic effect, which is highly advantageous for studying its intracellular effects. Mild cytotoxicity expressed on the HeLa cells and many viable cells proves that this complex is suitable as a model system for studying biomolecular structural changes.
For SR FTIR spectroscopy, we used the formalin fixation/ethanol dehydration protocol. Although numerous fixation protocols were tested, none of them appeared to be ideal for all biomolecular vibrational regions, and each affects the signals to a certain extent, and the changes are visible either through the change in the signal intensity or the position [18]. However, since the same protocol was used to prepare the control and treated cells for SR FTIR spectroscopy, their spectra can be compared and the observed differences assigned to the Pd(II) treatment.
The literature data indicate that Pd interacts mainly with nucleic acids [32,33], but the precise mechanism of action is not fully elucidated. Furthermore, the binding kinetics and stability of the complexes formed between Pd ions and S-, O-, or N-donor molecules [34,35,36] most likely differ from their interaction with the same donors inside the cells because of the complexity of the cellular environment and the interaction among the individual cellular components.
According to the acquired SR FTIR spectral information, the investigated Pd(II) complex impacts all main spectral regions by inducing a change in the concentration of individual functional groups or alterations caused by the interaction with new species or a drug [25,37]. Changes in the protein region can be related to the Pd(II) concentration used to treat the cells, which confirms that observed changes are specific to the treatment of HeLa with this agent. The signal intensity of the left half of the Amide I band (1750–1650 cm−1, antiparallel β-sheets) decreased with the treatment, whereas the signal increase is detected in the region of parallel β-sheets (Figure 4a and Figure 5a). These changes imply alterations in the organisation of the native beta sheets to hyper-arranged cross-β-sheets after Pd(II) treatment [25,28]. Structural changes result in a loss of protein function, which might accelerate the B-DNA structural changes (see below) and increase the number of the DNA-double-strand breaks. The exact mechanism of these changes remains to be further clarified.
Along with the changes in the proteins upon the interaction of cells with the Pd(II) complex, changes in the nucleic acid structure are also detected by SR FTIR spectroscopy. Significant effects were found in the phosphate region, characteristic of changes in the DNA structure, particularly in the thymine- and deoxyribose-associated bands. Changes in the position of the asymmetric stretching phosphate vibration (~1246 cm−1) imply a local disorder of B-DNA structure [38]. In contrast, concentration-dependent changes in the signal at ~1083 cm−1 might indicate chromatin fragmentation, i.e., a higher number of double-strand breaks as observed in an irradiated COLO 679 melanoma cell line [30].
Pd(II) complexes interact with DNA primarily through intercalation and interaction with the DNA groove [32,33]. At the same time, the metal core itself can form stable bonds with the phosphate backbone and nitrogen atoms in nuclear bases [39,40]. Despite this potential for direct interaction, Pd(II) complexes are generally less stable than Pt(II) complexes and are known to undergo hydrolysis in cells faster [41,42]. As a result, the changes seen in the nucleic acid region are likely not only a result of direct Pd(II)–DNA interactions and interactions mediated through the proteins.
An additional mechanism through which Pd(II) complexes might act is stimulating reactive oxygen species (ROS) production and boosting intracellular oxidative processes. An increase in the ROS and the products of oxidation might lead the cell into apoptosis [43,44,45,46]. Previous research shows that Pd(II) complexes exhibit this mode of action independently or in combination with other therapeutics or radiation [47,48,49]. One of the main signs of oxidative damage in cells is lipid peroxidation, and its indicator is the νas(CH2)/νas(CH3) ratio [21,50,51]. The ratio of νas(CH2)/νas(CH3) in HeLa cells significantly increased after Pd 3 treatment (Figure 3d), suggesting that lipid degradation occurred after Pd(II) treatment of the highest concentration, possibly through ROS-induced damage. In addition, the disappearance of specific lipid-related signals in the low-mass region and the appearance of the PIP signal at m/z 1049.3 in Pd(II)-treated cells (Figure S4) most likely arise from the increased lipid turnover and activation/deactivation of corresponding signalling pathways, which further confirm the observed changes by SR FTIR spectroscopy.

4. Materials and Methods

4.1. Reagents

Human cervical carcinoma cells (HeLa) were acquired from the American Type Culture Collection (ATCC, Manassas, VA, USA). All chemicals used in this work were purchased from Sigma-Aldrich, GmbH (Taufkirchen, Germany).

4.2. Synthesis and Characterisation of [Pd(dach)Cl2]

The complex, [Pd(dach)Cl2] (Figure 1 and Figures S1–S3, Table S1), was a generous gift from Prof. Biljana Petrović (Faculty of Natural Sciences, University of Kragujevac, Kragujevac, Serbia). It was synthesised as described in the literature for Pt complexes [52] and characterised by UV-Vis, NMR spectroscopy, and MALDI TOF mass spectrometry (Axima Performance, Shimadzu, Shimadzu Europe, Duisburg, Germany).

4.3. Determination of Cell Viability

HeLa cells were cultured in a DMEM medium at 37 °C and 5% CO2. Cytotoxicity of the Pd(II) complex was determined 48 h after treating the cells with increasing concentrations of the Pd(II) complex (in the range from 0.34 to 85.76 μmol/L) using a sulforhodamine B (SRB) assay according to a procedure described elsewhere [53]. The absorbance was measured at 550 nm with a reference wavelength of 690 nm in a microplate reader (Wallac VICTOR2 1420 Multilabel counter, PerkinElmer, Turku, Finland). The results were presented as a percentage of cell viability determined according to the following equation:
Cell   viability   % = Absorbance   of   sample Absorbance   of   control × 100
Two biological replicates were tested in quadruplicate, and a Student’s t-test was used to analyse the significance of the differences between samples. The differences were significant when a p-value was less than 0.05. The results were presented as the mean ± standard deviation.

4.4. Lipid Extraction and Analysis

Lipids were extracted from the cells prepared in the same way as described for cytotoxicity determination. After the cells were incubated with the Pd(II) complex for 48 h, total lipid extraction from HeLa cells was obtained according to a modified protocol of Bligh and Dyer [54].
The effect of the Pd(II) complex on cell lipids was analysed using matrix-assisted laser desorption and ionisation time-of-flight mass spectrometry (MALDI-TOF/MS). Mass spectrometry measurements were performed using Axima Performance MALDI-TOF/TOF from Shimadzu (Shimadzu Corp., Duisburg, Gemany). The instrument had a variable repetition rate of N2—a 50 Hz laser. The spectra were acquired in the reflectron mode in the m/z range from 300 to 1500. Each spectrum represented the average of a minimum of 100 individual laser shots.

4.5. Preparation of Cells for SR FTIR Spectroscopy

For the SR FTIR spectroscopy preparation, cells, at the density of 10,000 (control) or 20,000 (treated) cells per sample, were grown on a round CaF2 carrier, 10 mm ø and 0.5 mm thick, polished window and treated with 34.3, 68.6, and 102.9 µmol/L of [Pd(dach)Cl2] for 24 h. These concentrations proved to be optimal for structural change characterisation, as they were high enough to affect cell metabolism and low enough to keep most cells alive and available for a further analysis. The cell medium was removed, and cells were washed three times with a sterile physiological solution (0.9% NaCl). Cells were fixed in a 4% formaline solution in PBS for 15 min, after which cells were dehydrated by 75%, 95%, and absolute ethanol for 5 min.

4.6. SR FTIR Spectroscopic Measurements

After the treatment, changes in cell biomolecules were analysed by SR FTIR spectroscopy (Synchrotron ALBA, MIRAS beamline, Barcelona, Spain) [55]. Synchrotron light as an IR source was coupled to a Vertex 70v spectrometer, 3000 Hyperion microscope, and mercury cadmium telluride detector. The aperture of the FTIR microscope was set to a single-cell size (15 × 15 µm2), and 60 cells were analysed from each group in 3 replicates. Each single-cell spectrum was acquired by co-adding 256 spectra at a 4 cm−1 resolution. Spectra for treated and control cells were collected in the 4000–900 cm−1 mid-infrared range. The OPUS 8.2 (Bruker, Germany) software package was used for data acquisition.
The spectral analysis, including rubber band baseline correction and vector normalisation for every single cell, was implemented for three different areas: 3050–2800 cm−1 lipid area, 1800–1480 cm−1 proteins and esters, and 1480–900 cm−1 nucleic acids and carbohydrate region. The second derivative (17 smoothing points, third polynomial order, and vector normalisation) was determined for the Amide I protein region (1700–1600 cm−1). The principal component analysis (PCA) for each data set was performed. All spectral processing and statistical analyses were executed using Orange software (Bioinformatics Laboratory of the University of Ljubljana [56], Version 3.34.0), with the Quasar data analysis package, Version 1.7.0 [57].

5. Conclusions

Using a holistic approach, we have provided a glimpse into the complexity of the intracellular interaction of the transition metal Pd(II) complex and demonstrated that Pd(II) affects the structure of proteins by increasing the formation of intermolecular β-sheets, which might, in turn, affect the function of the most probable protein target for Pd(II). As additional support to this conclusion, the changes in the spectral region of NAs imply the fragmentation of chromosomes, i.e., a higher number of double-strand breaks. Altogether, we show that the interaction mechanism of Pd(II) with cells goes through the specific interaction with biomolecules and not by increasing the level of oxidative stress. Our findings contribute to further bioinorganic chemistry development and possibly enable the identification of the target molecules for future metallodrug therapy.

Supplementary Materials

The following supporting information can be downloaded at: https://www.mdpi.com/article/10.3390/inorganics13010020/s1; Figure S1: The FTIR spectrum of the [Pd(dach)Cl2] complex; Figure S2: The UV/Vis spectrum of the [Pd(dach)Cl2] complex (A) and the proton NMR spectrum of Pd(II); Figure S3: The positive-ion MALDI TOF mass spectrum of the Pd(dach) complex acquired with α-hydroxy-cinnamic acid (CHCA) as the matrix; Figure S4: The positive-ion MALDI TOF mass spectra of the organic extract of untreated HeLa cells (a) and treated with Pd(dach) (b) [23,24]; Table S1. The position and identification of signals observed in MALDI TOF mass spectra given in Figure S3.

Author Contributions

Conceptualization: M.P., M.D.N. and V.R.; methodology: V.R., T.D., L.K. and K.D.; writing—original draft preparation: V.R. and M.P.; writing—review and editing: M.P., M.S., M.D.N., K.D. and T.D.; visualisation: V.R. All authors have read and agreed to the published version of the manuscript.

Funding

The research was funded by the Ministry of Science, Technological Development and Innovation of the Republic of Serbia (451-03-66/2024-03/200017). The authors are grateful for financial support from the Spanish Ministry of Science and Innovation (MCIN/AEI/10.13039/501100011033) through project PID2021-122613OB-I00 and Western Balkans Fund through the PROMETHEAN MOVE grant (MO-1-041). The SR FTIR experiment was granted at the MIRAS beamline at the ALBA Synchrotron with the collaboration of ALBA staff (experiment Nos. 2022025758 and 2023027403).

Data Availability Statement

Data are stored on an internal ALBA Synchrotron disc according to the internal procedure of the consortium, and they can be made available upon reasonable request.

Conflicts of Interest

The authors declare no conflicts of interest. The funders had no role in the design of the study; in the collection, analyses, or interpretation of data; in the writing of the manuscript; or in the decision to publish the results.

References

  1. Rosenberg, B.; VanCamp, L.; Trosko, J.E.; Mansour, V.H. Platinum compounds: A new class of potent antitumour agents. Nature 1969, 222, 385–386. [Google Scholar] [CrossRef] [PubMed]
  2. Wiltshaw, E. Cisplatin in the Treatment of Cancer. Platin. Met. Rev. 1979, 23, 90–98. [Google Scholar] [CrossRef]
  3. Jurca, T.; Marian, E.; Vicaş, L.G.; Mureşan, M.E.; Fritea, L. Metal Complexes of Pharmaceutical Substances. Spectrosc. Anal.—Dev. Appl. 2017, 7, 123–142. [Google Scholar] [CrossRef]
  4. Fricker, S.P. Metal based drugs: From serendipity to design. Dalt. Trans. 2007, 43, 4903–4917. [Google Scholar] [CrossRef]
  5. Jungwirth, U.; Kowol, C.R.; Keppler, B.K.; Hartinger, C.G.; Berger, W.; Heffeter, P. Anticancer activity of metal complexes: Involvement of redox processes. Antioxid. Redox Signal. 2011, 15, 1085–1127. [Google Scholar] [CrossRef] [PubMed]
  6. Heinemann, V.; Wilke, H.; Mergenthaler, H.G.; Clemens, M.; König, H.; Illiger, H.J.; Arning, M.; Schalhorn, A.; Possinger, K.; Fink, U. Gemcitabine and cisplatin in the treatment of advanced or metastatic pancreatic cancer. Ann. Oncol. Off. J. Eur. Soc. Med. Oncol. 2000, 11, 1399–1403. [Google Scholar] [CrossRef] [PubMed]
  7. Helm, C.W.; States, J.C. Enhancing the efficacy of cisplatin in ovarian cancer treatment—Could arsenic have a role. J. Ovarian Res. 2009, 2, 2. [Google Scholar] [CrossRef] [PubMed]
  8. Mavroidi, B.; Sagnou, M.; Stamatakis, K.; Paravatou-Petsotas, M.; Pelecanou, M.; Methenitis, C. Palladium(II) and platinum(II) complexes of derivatives of 2-(4′-aminophenyl)benzothiazole as potential anticancer agents. Inorg. Chim. Acta 2016, 444, 63–75. [Google Scholar] [CrossRef]
  9. Notarstefano, V.; Sabbatini, S.; Pro, C.; Belloni, A.; Orilisi, G.; Rubini, C.; Byrne, H.J.; Vaccari, L.; Giorgini, E. Exploiting fourier transform infrared and Raman microspectroscopies on cancer stem cells from oral squamous cells carcinoma: New evidence of acquired cisplatin chemoresistance. Analyst 2020, 145, 8038–8049. [Google Scholar] [CrossRef] [PubMed]
  10. Marques, M.P.M. Platinum and Palladium Polyamine Complexes as Anticancer Agents: The Structural Factor. ISRN Spectrosc. 2013, 2013, 287353. [Google Scholar] [CrossRef]
  11. Caires, A.C.F. Recent Advances Involving Palladium (II) Complexes for the Cancer Therapy. Anticancer Agents Med. Chem. 2007, 7, 484–491. [Google Scholar] [CrossRef]
  12. González, M.L.; Tercero, J.M.; Matilla, A.; Niclós-Gutiérrez, J.; Fernández, M.T.; López, M.C.; Alonso, C.; González, S. cis-Dichloro(α,ω-diamino carboxylate ethyl ester)palladium(II) as Palladium(II) versus Platinum(II) Model Anticancer Drugs:  Synthesis, Solution Equilibria of Their Aqua, Hydroxo, and/or Chloro Species, and in Vitro/in Vivo DNA-Binding Properties. Inorg. Chem. 1997, 36, 1806–1812. [Google Scholar] [CrossRef]
  13. Hunter, P. Essentially deadly: Living with toxic elements. EMBO Rep. 2015, 16, 1605–1608. [Google Scholar] [CrossRef] [PubMed]
  14. Martínez-Rovira, I.; Seksek, O.; Puxeu, J.; Gómez, J.; Kreuzer, M.; Dučić, T.; Ferreres, M.J.; Artigues, M.; Yousef, I. Synchrotron-based infrared microspectroscopy study on the radiosensitization effects of Gd nanoparticles at megavoltage radiation energies. Analyst 2019, 144, 5511–5520. [Google Scholar] [CrossRef] [PubMed]
  15. Wang, M.; Lu, X.; Yin, X.; Tong, Y.; Peng, W.; Wu, L.; Li, H.; Yang, Y.; Gu, J.; Xiao, T.; et al. Synchrotron radiation-based Fourier-transform infrared spectromicroscopy for characterization of the protein/peptide distribution in single microspheres. Acta Pharm. Sin. B 2015, 5, 270–276. [Google Scholar] [CrossRef] [PubMed]
  16. Hendawy, S.H.M.; Alzan, H.F.; Abdel-Ghany, H.S.M.; Suarez, C.E.; Kamel, G. Biochemical analysis of Hyalomma dromedarii salivary glands and gut tissues using SR-FTIR micro-spectroscopy. Sci. Rep. 2024, 14, 8515. [Google Scholar] [CrossRef]
  17. Nešić, M.D.; Dučić, T.; Liang, X.; Algarra, M.; Mi, L.; Korićanac, L.; Žakula, J.; Kop, T.J.; Bjelaković, M.S.; Mitrović, A.; et al. SR-FTIR spectro-microscopic interaction study of biochemical changes in HeLa cells induced by Levan-C60, Pullulan-C60, and their cholesterol-derivatives. Int. J. Biol. Macromol. 2020, 165, 2541–2549. [Google Scholar] [CrossRef] [PubMed]
  18. Gazi, E.; Dwyer, J.; Lockyer, N.P.; Miyan, J.; Gardner, P.; Hart, C.; Brown, M.; Clarke, N.W. Fixation protocols for subcellular imaging by synchrotron-based Fourier transform infrared microspectroscopy. Biopolymers 2005, 77, 18–30. [Google Scholar] [CrossRef] [PubMed]
  19. Nešić, M.D.; Dučić, T.; Algarra, M.; Popović, I.; Stepić, M.; Gonçalves, M.; Petković, M. Lipid Status of A2780 Ovarian Cancer Cells after Treatment with Ruthenium Complex Modified with Carbon Dot Nanocarriers: A Multimodal SR-FTIR Spectroscopy and MALDI TOF Mass Spectrometry Study. Cancers 2022, 14, 1182. [Google Scholar] [CrossRef]
  20. Wang, Z.; Dan, G.; Zhang, R.; Ma, L.; Lin, K. Coupling and decoupling CH stretching vibration of methylene and methine in serine conformers. Spectrochim. Acta Part A Mol. Biomol. Spectrosc. 2023, 285, 121829. [Google Scholar] [CrossRef]
  21. Abdelrazzak, A.B.; Hezma, A.M.; El-Bahy, G.S. ATR-FTIR spectroscopy probing of structural alterations in the cellular membrane of abscopal liver cells. Biochim. Biophys. Acta—Biomembr. 2021, 1863, 183726. [Google Scholar] [CrossRef] [PubMed]
  22. Schiller, J.; Süß, R.; Arnhold, J.; Fuchs, B.; Leßig, J.; Müller, M.; Petković, M.; Spalteholz, H.; Zschörnig, O.; Arnold, K. Matrix-assisted laser desorption and ionization time-of-flight (MALDI-TOF) mass spectrometry in lipid and phospholipid research. Prog. Lipid Res. 2004, 43, 449–488. [Google Scholar] [CrossRef] [PubMed]
  23. Silva, C.L.; Perestrelo, R.; Sousa-Ferreira, I.; Capelinha, F.; Câmara, J.S.; Petković, M. Lipid biosignature of breast cancer tissues by matrix-assisted laser desorption/ionization time-of-flight mass spectrometry. Breast Cancer Res. Treat. 2020, 182, 9–19. [Google Scholar] [CrossRef] [PubMed]
  24. Benard, S.; Arnhold, J.; Lehnert, M.; Schiller, J.; Arnold, K. Experiments towards quantification of saturated and polyunsaturated diacylglycerols by matrix-assisted laser desorption and ionization time-of-flight mass spectrometry. Chem. Phys. Lipids 1999, 100, 115–125. [Google Scholar] [CrossRef]
  25. Malek, K.; Wood, B.R.; Bambery, K.R. FTIR imaging of tissues: Techniques and methods of analysis. In Challenges and Advances in Computational Chemistry and Physics; Springer: Berlin/Heidelberg, Germany, 2014; Volume 14, pp. 419–473. ISBN 9789400778320. [Google Scholar]
  26. Loutherback, K.; Birarda, G.; Chen, L.; N. Holman, H.-Y. Microfluidic approaches to synchrotron radiation-based Fourier transform infrared (SR-FTIR) spectral microscopy of living biosystems. Protein Pept. Lett. 2016, 23, 273–282. [Google Scholar] [CrossRef]
  27. Holman, H.-Y.N.; Bechtel, H.A.; Hao, Z.; Martin, M.C. Synchrotron IR Spectromicroscopy: Chemistry of Living Cells. Anal. Chem. 2010, 82, 8757–8765. [Google Scholar] [CrossRef] [PubMed]
  28. Bhatia, N.K.; Srivastava, A.; Katyal, N.; Jain, N.; Khan, M.A.I.; Kundu, B.; Deep, S. Curcumin binds to the pre-fibrillar aggregates of Cu/Zn superoxide dismutase (SOD1) and alters its amyloidogenic pathway resulting in reduced cytotoxicity. Biochim. Biophys. Acta—Proteins Proteom. 2015, 1854, 426–436. [Google Scholar] [CrossRef] [PubMed]
  29. Giordano, M.; Kansiz, M.; Heraud, P.; Beardall, J.; Wood, B.; McNaughton, D. Fourier Transform Infrared Spectroscopy as a Novel Tool to Investigate Changes in Intracellular Macromolecular Pools in the Marine Microalga Chaetoceros Muellerii (Bacillariophyceae). J. Phycol. 2001, 37, 271–279. [Google Scholar] [CrossRef]
  30. Sofińska, K.; Wilkosz, N.; Szymoński, M.; Lipiec, E. Molecular Spectroscopic Markers of DNA Damage. Molecules 2020, 25, 561. [Google Scholar] [CrossRef] [PubMed]
  31. Dovbeshko, G.I.; Gridina, N.Y.; Kruglova, E.B.; Pashchuk, O.P. FTIR spectroscopy studies of nucleic acid damage. Talanta 2000, 53, 233–246. [Google Scholar] [CrossRef] [PubMed]
  32. Yodoshi, M.; Okabe, N. Structures and Interaction with DNA of Ternary Palladium(II) Complexes: [Pd(Gly)(X)] (Gly=Glycine; X=2,2′-Bipyridine, 1,10-Phenanthroline and 2,2′-Bi-pyridylamine). Chem. Pharm. Bull. 2008, 56, 908–914. [Google Scholar] [CrossRef] [PubMed]
  33. Gao, E.; Liu, F.; Zhu, M.; Wang, L.; Huang, Y.; Liu, H.; Ma, S.; Shi, Q.; Wang, N. Synthesis, characterization, DNA interaction, and cytotoxicity of novel Pd(II) and Pt(II) complexes. J. Enzyme Inhib. Med. Chem. 2010, 25, 557–564. [Google Scholar] [CrossRef]
  34. Hobart, D.B.; Berg, M.A.G.; Merola, J.S. Bis-glycinato complexes of palladium(II): Synthesis, structural determination, and hydrogen bonding interactions. Inorg. Chim. Acta 2014, 423, 21–30. [Google Scholar] [CrossRef]
  35. Hobart, D.B.; Berg, M.A.G.; Rogers, H.M.; Merola, J.S. Synthesis, characterization, and non-covalent interactions of palladium(Ii)-amino acid complexes. Molecules 2021, 26, 4331. [Google Scholar] [CrossRef] [PubMed]
  36. Hobart, D.B.; Merola, J.S.; Rogers, H.M.; Sahgal, S.; Mitchell, J.; Florio, J.; Merola, J.W. Synthesis, Structure, and Catalytic Reactivity of Pd(II) Complexes of Proline and Proline Homologs. Catalysts 2019, 9, 515. [Google Scholar] [CrossRef]
  37. Grzelak, M.M.; Wróbel, P.M.; Lankosz, M.; Stęgowski, Z.; Chmura; Adamek, D.; Hesse, B.; Castillo-Michel, H. Diagnosis of ovarian tumour tissues by SR-FTIR spectroscopy: A pilot study. Spectrochim. Acta—Part A Mol. Biomol. Spectrosc. 2018, 203, 48–55. [Google Scholar] [CrossRef]
  38. Lipiec, E.; Bambery, K.R.; Heraud, P.; Kwiatek, W.M.; McNaughton, D.; Tobin, M.J.; Vogel, C.; Wood, B.R. Monitoring UVR induced damage in single cells and isolated nuclei using SR-FTIR microspectroscopy and 3D confocal Raman imaging. Analyst 2014, 139, 4200–4209. [Google Scholar] [CrossRef]
  39. Pillai, C.K.S.; Nandi, U.S. Interaction of palladium (II) with DNA. BBA Sect. Nucleic Acids Protein Synth. 1977, 474, 11–16. [Google Scholar] [CrossRef]
  40. Hosseinzadeh, S.; Eslami Moghadam, M.; Sheshmani, S.; Shahvelayati, A.S. New anticancer Pd and Pt complexes of tertamyl dithiocarbamate and DACH ligands against HT29 and Panc1 cell lines. J. Biomol. Struct. Dyn. 2022, 40, 6910–6920. [Google Scholar] [CrossRef] [PubMed]
  41. Abu-Surrah, A.; Kettunen, M. Platinum Group Antitumor Chemistry: Design and development of New Anticancer Drugs Complementary to Cisplatin. Curr. Med. Chem. 2006, 13, 1337–1357. [Google Scholar] [CrossRef]
  42. Banerjea, D.; Tripathi, K.K. Kinetics and mechanism of substitution in complexes of palladium(II). J. Inorg. Nucl. Chem. 1958, 7, 78–84. [Google Scholar] [CrossRef]
  43. Perillo, B.; Di Donato, M.; Pezone, A.; Di Zazzo, E.; Giovannelli, P.; Galasso, G.; Castoria, G.; Migliaccio, A. ROS in cancer therapy: The bright side of the moon. Exp. Mol. Med. 2020, 52, 192–203. [Google Scholar] [CrossRef] [PubMed]
  44. Sarmiento-Salinas, F.L.; Perez-Gonzalez, A.; Acosta-Casique, A.; Ix-Ballote, A.; Diaz, A.; Treviño, S.; Rosas-Murrieta, N.H.; Millán-Perez-Peña, L.; Maycotte, P. Reactive oxygen species: Role in carcinogenesis, cancer cell signaling and tumor progression. Life Sci. 2021, 284, 119942. [Google Scholar] [CrossRef] [PubMed]
  45. Zorov, D.B.; Juhaszova, M.; Sollott, S.J. Mitochondrial Reactive Oxygen Species (ROS) and ROS-Induced ROS Release. Physiol. Rev. 2014, 94, 909–950. [Google Scholar] [CrossRef] [PubMed]
  46. Redza-Dutordoir, M.; Averill-Bates, D.A. Activation of apoptosis signalling pathways by reactive oxygen species. Biochim. Biophys. Acta—Mol. Cell Res. 2016, 1863, 2977–2992. [Google Scholar] [CrossRef]
  47. Aydinlik, S.; Erkisa, M.; Ari, F.; Celikler, S.; Ulukaya, E. Palladium (II) Complex Enhances ROS-Dependent Apoptotic Effects via Autophagy Inhibition and Disruption of Multiple Signaling Pathways in Colorectal Cancer Cells. Anticancer Agents Med. Chem. 2021, 21, 1284–1291. [Google Scholar] [CrossRef] [PubMed]
  48. Keswani, T.; Bhattacharyya, A.; Chowdhury, S.; Mukherjee, S. Palladium(II) complex induces apoptosis through ROS-mediated mitochondrial pathway in human lung adenocarcinoma cell line (A549). Curr. Sci. 2014, 107, 1711–1719. [Google Scholar]
  49. Icsel, C.; Yilmaz, V.T.; Aygun, M.; Cevatemre, B.; Alper, P.; Ulukaya, E. Palladium(ii) and platinum(ii) saccharinate complexes with bis(diphenylphosphino)methane/ethane: Synthesis{,} S-phase arrest and ROS-mediated apoptosis in human colon cancer cells. Dalt. Trans. 2018, 47, 11397–11410. [Google Scholar] [CrossRef]
  50. De Zwart, L.L.; Meerman, J.H.; Commandeur, J.N.; Vermeulen, N.P. Biomarkers of free radical damage applications in experimental animals and in humans. Free Radic. Biol. Med. 1999, 26, 202–226. [Google Scholar] [CrossRef]
  51. Abdelrazzak, A.B.; El-Bahy, G.S. FT-IR spectroscopic investigation of ionizing radiation-induced damage in the small intestine of whole-body irradiated rats. Vib. Spectrosc. 2018, 99, 146–150. [Google Scholar] [CrossRef]
  52. Petrović, B.; Bugarčić, Ž.D.; Van Eldik, R. Kinetic studies on the reactions of [Pd(dach)(X-Y)] complexes with some DNA constituents. Dalt. Trans. 2008, 6, 807–813. [Google Scholar] [CrossRef]
  53. Skehan, P.; Storeng, R.; Scudiero, D.; Monks, A.; McMahon, J.; Vistica, D.; Warren, J.T.; Bokesch, H.; Kenney, S.; Boyd, M.R. New Colorimetric Cytotoxicity Assay for Anticancer-Drug Screening. JNCI J. Natl. Cancer Inst. 1990, 82, 1107–1112. [Google Scholar] [CrossRef] [PubMed]
  54. Booij, K.; van den Berg, C. Comparison of techniques for the extraction of lipids and PCBs from benthic invertebrates. Bull. Environ. Contam. Toxicol. 1994, 53, 71–76. [Google Scholar] [CrossRef] [PubMed]
  55. Yousef, I.; Ribó, L.; Crisol, A.; Šics, I.; Ellis, G.; Ducic, T.; Kreuzer, M.; Benseny-Cases, N.; Quispe, M.; Dumas, P.; et al. MIRAS: The Infrared Synchrotron Radiation Beamline at ALBA. Synchrotron Radiat. News 2017, 30, 4–6. [Google Scholar] [CrossRef]
  56. Demšar, J.; Curk, T.; Erjavec, A.; Gorup, Č.; Hočevar, T.; Milutinovič, M.; Možina, M.; Polajnar, M.; Toplak, M.; Starič, A.; et al. Orange: Data Mining Toolbox in Python. J. Mach. Learn. Res. 2013, 14, 2349–2353. [Google Scholar]
  57. Toplak, M.; Birarda, G.; Read, S.; Sandt, C.; Rosendahl, S.M.; Vaccari, L.; Demšar, J.; Borondics, F. Infrared Orange: Connecting Hyperspectral Data with Machine Learning. Synchrotron Radiat. News 2017, 30, 40–45. [Google Scholar] [CrossRef]
Figure 1. Chemical structure of [Pd(dach)Cl2] complex.
Figure 1. Chemical structure of [Pd(dach)Cl2] complex.
Inorganics 13 00020 g001
Figure 2. Cell viability after the treatment with varying Pd(II) complex concentrations. Cell viability is expressed as a percentage of the untreated control cells (the mean ± SD). Statistical significance was determined using the Student t-test. ***, significant, p < 0.001.
Figure 2. Cell viability after the treatment with varying Pd(II) complex concentrations. Cell viability is expressed as a percentage of the untreated control cells (the mean ± SD). Statistical significance was determined using the Student t-test. ***, significant, p < 0.001.
Inorganics 13 00020 g002
Figure 3. Average FTIR spectra of the lipid region (3050–2800 cm−1) (a) of the untreated HeLa cancer cells (black line) and cells treated with increasing concentrations of the Pd(II) complex (Pd 1—green, Pd 2—blue, Pd 3—red). The score plot (b) is shown, representing the values of the PC1 and PC2 scores for untreated HeLa cancer cells (black) and HeLa cells treated with the Pd(II) complex (Pd 1—magenta, Pd 2—blue, Pd 3—red), and the corresponding loadings (c) representing the PCA loading values of the first two components, PC1 (black) and PC2 (red). The ratios between asymmetric CH2 and CH3 bands (νasCH2asCH3) of untreated and treated HeLa cells (Pd 1—green, Pd 2—blue, Pd 3—red) are presented (d); the values are shown with the mean ± SD, and treatments are compared to the control.
Figure 3. Average FTIR spectra of the lipid region (3050–2800 cm−1) (a) of the untreated HeLa cancer cells (black line) and cells treated with increasing concentrations of the Pd(II) complex (Pd 1—green, Pd 2—blue, Pd 3—red). The score plot (b) is shown, representing the values of the PC1 and PC2 scores for untreated HeLa cancer cells (black) and HeLa cells treated with the Pd(II) complex (Pd 1—magenta, Pd 2—blue, Pd 3—red), and the corresponding loadings (c) representing the PCA loading values of the first two components, PC1 (black) and PC2 (red). The ratios between asymmetric CH2 and CH3 bands (νasCH2asCH3) of untreated and treated HeLa cells (Pd 1—green, Pd 2—blue, Pd 3—red) are presented (d); the values are shown with the mean ± SD, and treatments are compared to the control.
Inorganics 13 00020 g003
Figure 4. The average FTIR spectra of the protein fingerprint region (a) of the untreated HeLa cells (black line) and cells treated with increasing concentrations of the Pd(II) complex (Pd 1—green, Pd 2—blue, Pd 3—red). The score plot (b) is shown, representing the values of the PC1 and PC2 scores for untreated HeLa cancer cells (black) and HeLa cells treated with the Pd(II) complex (Pd 1—magenta, Pd 2—blue, Pd 3—red), and the corresponding loadings (c) representing the PCA loading values of the first two components, PC1 (black) and PC2 (red).
Figure 4. The average FTIR spectra of the protein fingerprint region (a) of the untreated HeLa cells (black line) and cells treated with increasing concentrations of the Pd(II) complex (Pd 1—green, Pd 2—blue, Pd 3—red). The score plot (b) is shown, representing the values of the PC1 and PC2 scores for untreated HeLa cancer cells (black) and HeLa cells treated with the Pd(II) complex (Pd 1—magenta, Pd 2—blue, Pd 3—red), and the corresponding loadings (c) representing the PCA loading values of the first two components, PC1 (black) and PC2 (red).
Inorganics 13 00020 g004
Figure 5. The averaged FTIR spectra of Amide I in the 1700–1600 cm−1 region. The second derivate and vector-normalised spectra of control HeLa cells (black) and after the treatment with the Pd(II) complex (Pd 1—green, Pd 2—blue, Pd 3—red) are shown in (a). The PCA (b) score plot is shown, as well as (c) the loading plot of the first two principal components, PC1 (black) and PC2 (red).
Figure 5. The averaged FTIR spectra of Amide I in the 1700–1600 cm−1 region. The second derivate and vector-normalised spectra of control HeLa cells (black) and after the treatment with the Pd(II) complex (Pd 1—green, Pd 2—blue, Pd 3—red) are shown in (a). The PCA (b) score plot is shown, as well as (c) the loading plot of the first two principal components, PC1 (black) and PC2 (red).
Inorganics 13 00020 g005
Figure 6. Average FTIR spectra of the (a) carbohydrate region (1480–1350 cm−1) and (b) phosphate region (1350–980 cm−1) of the untreated HeLa cancer cells (black line) and cells treated with varying concentrations of Pd(II) as indicated in the figure.
Figure 6. Average FTIR spectra of the (a) carbohydrate region (1480–1350 cm−1) and (b) phosphate region (1350–980 cm−1) of the untreated HeLa cancer cells (black line) and cells treated with varying concentrations of Pd(II) as indicated in the figure.
Inorganics 13 00020 g006
Figure 7. PCA of the carbohydrate and NA-fingerprint regions: (a,b) the PC score plot and loadings of the carbohydrate region, respectively; (c,e) score plots of asymmetric and symmetric phosphate stretching vibrations are presented, whereas in (d,f), the corresponding loading plots are given, respectively.
Figure 7. PCA of the carbohydrate and NA-fingerprint regions: (a,b) the PC score plot and loadings of the carbohydrate region, respectively; (c,e) score plots of asymmetric and symmetric phosphate stretching vibrations are presented, whereas in (d,f), the corresponding loading plots are given, respectively.
Inorganics 13 00020 g007
Disclaimer/Publisher’s Note: The statements, opinions and data contained in all publications are solely those of the individual author(s) and contributor(s) and not of MDPI and/or the editor(s). MDPI and/or the editor(s) disclaim responsibility for any injury to people or property resulting from any ideas, methods, instructions or products referred to in the content.

Share and Cite

MDPI and ACS Style

Ralić, V.; Nešić, M.D.; Dučić, T.; Stepić, M.; Korićanac, L.; Davalieva, K.; Petković, M. Analysis of Biomolecular Changes in HeLa Cervical Cancer Cell Line Induced by Interaction with [Pd(dach)Cl2]. Inorganics 2025, 13, 20. https://doi.org/10.3390/inorganics13010020

AMA Style

Ralić V, Nešić MD, Dučić T, Stepić M, Korićanac L, Davalieva K, Petković M. Analysis of Biomolecular Changes in HeLa Cervical Cancer Cell Line Induced by Interaction with [Pd(dach)Cl2]. Inorganics. 2025; 13(1):20. https://doi.org/10.3390/inorganics13010020

Chicago/Turabian Style

Ralić, Vanja, Maja D. Nešić, Tanja Dučić, Milutin Stepić, Lela Korićanac, Katarina Davalieva, and Marijana Petković. 2025. "Analysis of Biomolecular Changes in HeLa Cervical Cancer Cell Line Induced by Interaction with [Pd(dach)Cl2]" Inorganics 13, no. 1: 20. https://doi.org/10.3390/inorganics13010020

APA Style

Ralić, V., Nešić, M. D., Dučić, T., Stepić, M., Korićanac, L., Davalieva, K., & Petković, M. (2025). Analysis of Biomolecular Changes in HeLa Cervical Cancer Cell Line Induced by Interaction with [Pd(dach)Cl2]. Inorganics, 13(1), 20. https://doi.org/10.3390/inorganics13010020

Note that from the first issue of 2016, this journal uses article numbers instead of page numbers. See further details here.

Article Metrics

Back to TopTop