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ORIGINAL RESEARCH article

Front. Pharmacol., 03 January 2025
Sec. Neuropharmacology
This article is part of the Research Topic Pain and Pain-Related Neuropsychiatric Disorders: From Mechanistic Insights to Innovative Therapeutic Strategies View all 14 articles

Characterisation of the effects of the chemotherapeutic agent paclitaxel on neuropathic pain-related behaviour, anxiodepressive behaviour, cognition, and the endocannabinoid system in male and female rats

Chiara Di Marino,,,Chiara Di Marino1,2,3,4lvaro Llorente-Berzal,,Álvaro Llorente-Berzal1,2,3Alba M. Diego,,Alba M. Diego1,2,3Ariadni Bella,,Ariadni Bella2,3,5Laura Boullon,,Laura Boullon1,2,3Esther Berrocoso,,Esther Berrocoso4,6,7Michelle Roche,,Michelle Roche2,3,5David P. Finn,,
David P. Finn1,2,3*
  • 1Pharmacology and Therapeutics, School of Medicine, University of Galway, Galway, Ireland
  • 2Galway Neuroscience Centre, University of Galway, Galway, Ireland
  • 3Centre for Pain Research, University of Galway, Galway, Ireland
  • 4Department of Neuroscience, Neuropsychopharmacology and Psychobiology Research Group, University of Cádiz, Cádiz, Spain
  • 5Physiology, School of Medicine, University of Galway, Galway, Ireland
  • 6Instituto de Investigación e Innovación Biomédica de Cádiz (INiBICA), Hospital Universitario Puerta del Mar, Cádiz, Spain
  • 7Centro de Investigación Biomédica en Red de Salud Mental (CIBERSAM), Instituto de Salud Carlos III, Madrid, Spain

Paclitaxel (PTX) is a commonly used chemotherapeutic drug, however, one of its major adverse effects is chronic neuropathic pain, with the incidence being higher in women than in men. The neurobiological mechanisms behind this sex difference are still largely unclear, and the endocannabinoid system, which exhibits sexual dimorphism and plays a key role in pain regulation, is a promising area for further studies. The present study aimed to characterise pain-, cognition-, anxiety-, and depression-related behaviours in male and female rats following PTX administration, and associated alterations in the endocannabinoid system. After the induction of the model, pain-related behaviours were assessed using von Frey, Acetone Drop and Hargreaves’ tests, Novel Object Recognition and T-Maze Spontaneous Alternation tests were used for cognition-related behaviours, Elevated Plus Maze, Open Field, and Light Dark Box tests were used to assess anxiety-related behaviours, and Sucrose Preference, Sucrose Splash, and Forced Swim tests for depression-related behaviours. At each time point analysed, animals treated with PTX exhibited mechanical and cold hypersensitivity, with females displaying lower hind paw withdrawal thresholds to mechanical stimulation than males. No PTX-induced alterations in the other behavioural tests were detected. Post-mortem measurement of endocannabinoid and related N-acylethanolamine levels in spinal cord and discrete brain regions revealed a PTX-induced increase of 2-Arachidonoyl Glycerol (2-AG), N-Palmitoylethanolamine (PEA) and N-Oleoylethanolamine (OEA) levels in the amygdala of male and female animals, but not in the other areas. Collectively, these results suggest that PTX causes similar long-lasting hypersensitivity to mechanical and cold stimuli, but not heat, in rats of both sexes, effects accompanied by increases in amygdalar levels of endocannabinoids and N-acylethanolamines.

1 Introduction

Paclitaxel (PTX) is a chemotherapeutic agent first extracted in 1971 from the bark of the Pacific yew tree (Taxus brevifolia) (Picard and Castells, 2015). It belongs to the class of antineoplastic drugs known as taxanes, which interfere with the normal cycle of microtubule de- and re-polymerisation (Alqahtani et al., 2019). Specifically, PTX interacts with β-tubulin through the microtubule lattice, increasing microtubule stability and polymerisation, with consequent cell death (Klein and Lehmann, 2021).

Between 1992 and 1994, the US Food and Drug Administration approved PTX for several cancer types, including ovarian, breast, non-small cell lung, prostate cancer, Kaposi sarcoma, gastric cancer, oesophageal cancer, bladder cancer, and other carcinomas (Tkaczuk and Yared, 2012), either as a monotherapy or in combination with other chemotherapeutic compounds (Armstrong et al., 2006; Loesch et al., 2010). It is mostly prescribed to female patients, primarily due to its use in treating many female-specific cancers. However, a significant limit to PTX usage is its dose-limiting adverse side effects. These adverse effects include alopecia, nausea, vomiting, and general hypersensitivity (i.e., dyspnoea, urticaria, hypotension, and fever), in addition to peripheral neuropathy which is considered one of the primary adverse effects in patients treated with this drug (Walker, 1993). In fact, PTX induces peripheral neuropathy in up to 97% of all treated patients, and 60% of patients subsequently develop chronic neuropathy (Tanabe et al., 2013), with symptoms that normally include weakness, numbness, and pain, typically in the hands and feet.

Cognitive impairment, often referred as “chemo brain”, is another adverse effect that patients experience even after 6 months following cessation of chemotherapy (Ibrahim et al., 2021). Common symptoms of chemo brain include learning problems, selective attention and memory impairment (Lindner et al., 2014). There can also be a higher prevalence of depression or anxiety in patients receiving chemotherapy, including taxanes (Ibrahim et al., 2021).

Despite the progress made to characterise the molecular mechanisms and the effects of chemotherapeutic drugs, the role of biological sex is often ignored. Women who receive chemotherapy experience more severe side effects when compared to men (Choi et al., 2024; Yamamoto et al., 2008), and in this context, preclinical models can be useful to further elucidate the mechanisms underlying the adverse effects induced by these compounds. However, most of the studies published so far in chemotherapy-induced peripheral neuropathy (CIPN) models have used only male rodents (Currie et al., 2019), overlooking sex as a variable and potentially missing important factors for advancing personalised treatment.

First line treatments for CIPN (typically include antidepressants, such as serotonin and norepinephrine reuptake inhibitors, and anticonvulsants, like gabapentinoids (Quintão et al., 2019). However, both classes of drugs have exhibited a limited effectiveness for this purpose. For instance, patients treated with duloxetine appeared comparable to those treated with placebo in several clinical trials (Chow et al., 2023). Similarly, gabapentin demonstrated a lack of efficacy in alleviating CIPN symptoms associated with increased pain scores in paediatric patients (Anghelescu et al., 2020).

Cannabis-based medicines, including nabiximols (Sativex®) or cannabidiol, have been shown to reduce chemotherapy-evoked neuropathic pain (Lynch et al., 2014; Weiss et al., 2023). Further evidence is provided by studies performed with the aid of preclinical models: AM1710, a cannabilactone CB2 agonist, induces antinociception in both cisplatin- and PTX-induced neuropathic pain models in rats (Deng et al., 2012). JZL184 and URB597, both compounds able to increase the levels of endocannabinoids through catabolic enzyme inhibition, reversed PTX-induced mechanical hypersensitivity in mice (Curry et al., 2018; Slivicki et al., 2019). These findings suggest a role for the endocannabinoid system in CIPN that requires further evaluation.

The endocannabinoid system is a complex neuromodulatory system that comprises the cannabinoid receptors 1 and 2 (respectively, CB1 and CB2), which are Gi/o-coupled receptors (GPCRs) negatively coupled to adenylate cyclase (Howlett, 2002; Munro et al., 1993), as well as their endogenous ligands, known as endocannabinoids, and the enzymes that either synthesise or degrade them. Other receptor targets for endocannabinoids include transient receptor potential vanilloid 1 (TRPV1), and peroxisome proliferator-activated receptors (PPAR) (Lago-Fernandez et al., 2021). CB1 is expressed in both the peripheral and central nervous system, where it is widely distributed in neocortex, cerebellum, basal ganglia and limbic regions on the axon terminals and pre-terminal axon segments (Herkenham et al., 1991). Conversely, CB2 is mainly expressed in the cells and tissues of the immune system and in activated microglia in the brain (Klegeris et al., 2003; Galiègue et al., 1995). The two best-characterised endocannabinoids are anandamide (AEA) (Devane et al., 1992) and 2-arachidonoyl glycerol (2-AG) (Sugiura et al., 1995). The N-acylethanolamines, N-Palmitoylethanolamine (PEA) and N-Oleoylethanolamine (OEA), are also substrates for the AEA-catabolising enzyme fatty acid amide hydrolase (FAAH) and can alter levels of AEA via substrate competition at FAAH (Cravatt et al., 1996). On the other hand, 2-AG is degraded into arachidonic acid and glycerol by the presynaptic enzyme monoacylglycerol lipase (MGL) (Dinh et al., 2002). Interestingly, numerous lines of evidence indicate that the endocannabinoid system exhibits sexual dimorphism in levels of endocannabinoids and related N-acylethanolamines or expression of endocannabinoid system components (Bradshaw et al., 2006; Rubino and Parolaro, 2011; Blanton et al., 2021). This is particularly interesting considering the observed sex differences in humans treated with chemotherapeutic compounds, highlighting the need for further investigation to clarify its role and clinical potential.

Therefore, the aim of the present study was to characterise the effects of PTX on neuropathic pain-related behaviour, anxiodepressive behaviour, and cognition in rats of both sexes, and to define associated biochemical and molecular changes induced in the endocannabinoid system.

2 Materials and methods

2.1 Animals

Forty adult Sprague-Dawley (SD) rats (Males 280–300 g, Females 200–220 g, 9–10 weeks of age) were purchased from Charles River UK (United Kingdom). Animals were pair-housed in cages (males together and females together) with water and food (14% Harlan Teklad 2014 Maintenance Diet, Envigo, Huntingdon, Cambridgeshire, United Kingdom) available ad libitum, and all animals housed in the same holding room. The holding room was at a constant temperature of 21°C ± 2°C under standard light conditions (12:12 h light: dark, lights on from 07.00 to 19.00 h). Every procedure was performed during the light phase by a female researcher.

The experimental procedures were approved by the Animal Care and Research Ethics Committee (ACREC), University of Galway, in accordance with the ARRIVE guidelines, under licence from the Health Products Regulatory Authority in the Republic of Ireland (HPRA) and in accordance with EU Directive 2010/63.

2.2 Establishment of PTX-induced neuropathic pain model

Paclitaxel (PTX; Taxol–Tocris by Biotechne, United Kingdom) was dissolved in ethanol (Sigma-Aldrich, Ireland):Kolliphore (Sigma-Aldrich, Ireland):saline (1:1:18) to a concentration of 2 mg/mL. PTX (2 mg/kg/day) or its vehicle (VEH) was administrated via intraperitoneal injections (1 mL/kg injection volume) on four alternative days (day 0, 2, 4, 6), with the first injection occurring 28 days after arrival of the rats into the animal facility. Male and female rats were pseudorandomly allocated to either the PTX or VEH (n = 10 rats per group) groups following baseline pain-related behaviour testing to ensure no significant between-group differences in baseline behaviour.

2.3 Behavioural procedures

All behavioural testing (Figure 1) was carried out by an experimenter blinded to PTX/VEH treatment.

Figure 1
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Figure 1. Schematic timeline of the experimental procedures (intraperitoneal injection indicated as i.p.).

2.3.1 Pain-related behaviour

2.3.1.1 Von Frey test

To measure mechanical hypersensitivity, the animals were placed on an elevated metal wire mesh, divided into six individual plexiglass compartments (14 × 20 × 25 cm) in which the light levels were set at 45 lux. They were left to habituate for 15 min before the assessment of mechanical sensitivity threshold using Electronic von Frey (BioSeb/Canada), able to determine the threshold based on the pressure applied on the surface by the experimenter (Martinov et al., 2013). The plastic tip was pressed against the centre of the hind paw until the withdrawal response for a total of three trials per hind paw (right and left). The test was performed 2 days before PTX or VEH administration, and on days 7, 14, 24, 42 and 69 after the first PTX injection (from now on indicated as “post-PTX”).

2.3.1.2 Acetone Drop test

To measure cold hypersensitivity, the test was performed according to (Yoon et al., 1994), i.e., three applications of a cold drop of acetone were made on the centre surface of the hind paws using a 1 mL syringe. Test was performed after von Frey, so on days 7, 14, 24, 42 and 69 post-PTX, on both the left and right hind paws, using the same light conditions (45 lux). Latency to the first paw withdrawal after the drop application and number of responses were recorded within the first 60 s.

2.3.1.3 Hargreaves’ test

As previously described (Ferdousi et al., 2023), to measure heat hypersensitivity, the animals were placed in the apparatus (IITC Life Sci Inc., United States) comprised of a six-chambered acrylic arena (11 × 20 × 15 cm per compartment) positioned on a glass panel to habituate for 15 min with the same light conditions used for the other pain-related tests (45 lux). After the acclimatisation, a radiant light source (active intensity of 30% corresponding to 53°C) was applied from below to the centre surface of the hind paw for up to 20 s or until a hind paw withdrawal, lick or flinch response occurred. The latency to these responses was recorded. The test was performed 1 day before the PTX or VEH administration and on days 8, 15, 25, 43, and 70 post-PTX, on both the left and right hind paws.

2.3.2 Cognition-related behaviour

2.3.2.1 Novel object recognition test

The test was performed on day 28 post-PTX as previously described (Llorente-Berzal et al., 2012) to assess the presence of cognitive impairment. The animals were placed in a circular arena (75 cm diameter, with an aluminium reflective wall 40 cm high) for 5 min for 4 consecutive days with light levels set at 100 lux. On the fifth day, the animals were exposed first to two identical objects (called familiar objects from now on) with which they had to interact for a minimum period of 30 s or a maximum of 4 min. Animals that do not exhibit the minimum interaction time required are excluded from the test. At the end of this phase, they were put back in their home cages. After 4 h, they were re-exposed to one of the familiar objects and a novel object for 3 min. Total time, first 30 and 60 s spent exploring each object were recorded with an overhead camera and analysed with the aid of EthoVision XT software (Noldus Information Technology, Wageningen, Netherlands) and the Discrimination Ratio (DR) was calculated as follows with T being the time spent exploring objects

DR=TnovelTfamiliarTtotal

2.3.2.2 T-Maze Spontaneous Alternation test

The test was performed on days 35 and 36 post-PTX according to (Deacon and Rawlins, 2006) with some minor changes to better assess the presence of any spatial memory impairment in the model used. The animals were placed into a black-painted T-shaped arena (50 cm in length and 10 cm in width) with 18 lux level. During the first phase (sample phase), animals were placed in the arena with a central partition and left free to choose one of the two arms of the apparatus. After making their choice, a guillotine door slid down, and the animals were kept there for 30 s. In the following phase (choice phase), animals were placed in the arena without the central partition and left free to choose one of the arms for a maximum of 90 s. The test was carried out over 2 days with five exposures per day, and a total number of ten exposures per animal. The percentage of alternation, error in alternation, error of missed choice were analysed for each animal.

2.3.3 Anxiety-related behaviour

2.3.3.1 Elevated Plus Maze test

The test was performed to assess changes in the natural tendency of rodents to avoid open spaces (Kraeuter et al., 2019) on day 49 post-PTX. The arena in which animals were placed was elevated 50 cm above the floor of the testing room, and it consisted of a maze with two arms closed by walls (30 cm high, 50 × 10 cm), two open arms (50 × 10 cm), and a central area that connected the arms (10 × 10 cm). The light levels were at 45 lux in the open arms and 15 lux in the closed arms. Animals were placed in the central platform facing one of the open arms for 5 min, while the time spent in, and the frequency of entries into, the central area of the arena and the open and closed arms were recorded with an overhead camera and analysed with the aid of EthoVision XT software (Noldus Information Technology, Wageningen, Netherlands).

2.3.3.2 Open Field test

Immediately after the Elevated Plus Maze test on day 49 post-PTX, animals were placed in a square arena (43 × 43 × 43 cm) for 5 min to monitor the exploration of different areas of a novel brightly lit apparatus and locomotor activity (Gould et al., 2009). The light levels were at 200 lux. The locomotor activity and time spent in the inner and outer zones were recorded with an overhead camera and analysed with the aid of EthoVision XT software (Noldus Information Technology, Wageningen, Netherlands).

2.3.3.3 Light Dark Box test

The test was performed on day 51 post-PTX (Crawley, 1985). The two-chambered arena was comprised of a light area (30 × 30 cm) illuminated at 150 lux, and a dark area of the same size at 0 lux at the corner of the compartment was defined as the illuminated light chamber at 150 lux. The other compartment was designated as the dark chamber illuminated at 0 lux at the corners and 5 lux at the passage entrance connecting both chambers. Animals were placed in the bright area and left free to explore the apparatus for 20 min. The frequency of entries and time spent in each chamber were recorded with an overhead camera and analysed with the aid of EthoVision XT software (Noldus Information Technology, Wageningen, Netherlands).

2.3.4 Depression-related behaviour

2.3.4.1 Sucrose Preference test

To measure the natural inclination of animals to consume a palatable liquid, deficits in which are considered a measure of depression-related behaviours (Willner et al., 1987), the test was carried out as described in (Boullon et al., 2021) starting on day 54 post-PTX. Briefly, for 4 days the pair-housed animals were trained to drink from a bottle placed on either side of the home cage (right or left), where the light levels were set at 30 lux. On days 1 and 2, the bottle was filled with a solution of 0.5% sucrose, while on days 3 and 4 the bottle was filled with water. The position of the bottle changed from the right to the left every 24 h. On day 5, the animals were provided with a bottle of sucrose 0.5% placed on the right side, and a bottle of water placed on the left. The bottle positions were swapped after 12 h and the test ended after an additional 12 h. At any stage of this test, the bottles were weighed. The preference for sucrose solution was calculated as:

%SucrosePreference=SucroseIntakeTotalIntakemL×100

Additionally, the sucrose intake was expressed as a percentage of 0.5% sucrose consumed per body weight (Hestehave et al., 2020), calculated as:

Percentage of 0.5% sucrose per body weight=Sucrose Intake (mL)Body weight (g)×100

The body weight and the sucrose intake used were the average value between the weights and the consumption of the two animals in the cage, as they were pair-housed.

2.3.4.2 Sucrose splash test

Considering the importance of self-grooming behaviour in rats (Kalueff et al., 2016), this behaviour may be considered a measure of self-care and was analysed using the Sucrose Splash test. The test was carried out on day 62 post-PTX by placing the animals in a Plexiglass box (30 × 30 × 40 cm3) at 30 lux for a habituation period of 10 min. After this time, the dorsum of the animals was sprayed with a 10% sucrose solution and the self-grooming behaviour was recorded for 10 min with a camera placed underneath the arena and analysed with the aid of EthoVision XT software (Noldus Information Technology, Wageningen, Netherlands).

2.3.4.3 Forced Swim test

The test was carried out on day 65 post-PTX with the first exposure, and on day 66 post-PTX for the second exposure, according to (Detke et al., 1995), considering immobility as a passive coping strategy that rats adopt after a period of active escape-oriented behaviour. Essentially, the animals were forced to swim for 15 min in Plexiglass cylinders (45 cm height, 20 cm diameter) containing water at 25°C; the light level in the room was set a 30 lux. After 24 h, rats were re-exposed to this environment for 5 min. The exposures were recorded with a camera, and the time spent immobile (absence of movements), climbing (vertical movements), and swimming (horizontal movements) were scored with the aid of EthoVision software XT (Noldus Information Technology, Wageningen, Netherlands).

2.4 Tissue collection

Animals were euthanised at day 71 post-PTX by live decapitation. The hypothalamus, prefrontal cortex, amygdala, hippocampus, periaqueductal grey, thalamus, rostral ventral medulla, and dorsal lumbar area of the spinal cord were gross-dissected, snap-frozen on dry ice and stored at −80oC prior to measurement of endocannabinoids and related N-acylethanolamines (Figure 1). Lateralised regions were harvested separately as left and right.

2.5 Measurement of endocannabinoids and related N-acylethanolamines by liquid chromatography coupled to tandem mass spectrometry (LC-MS/MS)

Levels of endocannabinoids (AEA, 2-AG) and related N-acylethanolamines (PEA, OEA) were measured according to (Boullon et al., 2021; Corcoran et al., 2020; Kerr et al., 2012) in the spinal cord, prefrontal cortex, hypothalamus, amygdala, hippocampus, periaqueductal grey, thalamus, and rostral ventral medulla.

A solution composed of 200 μL of 100% acetonitrile containing deuterated internal standards (2.5 ng d8-AEA, 50 ng d8-2-AG, 2.5 ng d4-PEA, 2.5 ng d4-OEA; Cayman Chemicals, Cambridge Biosciences, UK) was added to each sample, and 75 μL of 100% acetonitrile only. The samples were then homogenised using a sonicator (Sonifier, Branson, Ireland) for ∼5 s and then centrifuged at 14,000 × g for 15 min at 4°C (Hettich® centrifuge Mikro 22R, Hettich, Germany). To calculate the unknown analyte concentration, a 10-point standard curve was made by adding 75 μL of acetonitrile 100% to the higher standard (10), composed of 25 μL of acetonitrile 100% and non-deuterated 25 ng AEA, PEA, OEA and 250 ng 2-AG; the sample was vortexed, and 25 μL of this mixture was removed and placed into the next tube, with serial dilution from the highest to the lower standard (1), discarding the last 25 μL to ensure the same volume in each tube. Once completed, the solution composed of 200 μL of 100% acetonitrile with deuterated internal standard were added to each standard tube. A total amount of 40 μL was removed from sample and standard tubes and transferred to HPLC vials.

A solution comprised of HPLC grade water with 0.1% formic acid, and a solution comprised of 100% acetonitrile with 0.1% formic acid for 3 min were used with a flow rate of 0.2 mL/min using a Waters Atlantis T3 column (3 μm particles, 100 mm length, 2.1 mm diameter; Waters, UK). The elution was carried out using in reverse-phase gradient, starting with 2% acetonitrile for 3 min, followed by an increase to 65% acetonitrile at 3.1 min for 1 min, and then a linear ramp to 100% by 8 min, where it was maintained until 16 min. The initial conditions were then restored at 16.1 min for 12 min to re-equilibrate the column before the next injection.

Detection of analytes was performed using electrospray-positive ionization mode on an Agilent 1100 HPLC system, which was connected to a triple quadrupole 6,460 mass spectrometer (Agilent Technologies, Cork, Ireland). Quantification was achieved ratiometrically with the Agilent Mass-Hunter Quantitative Analysis Software (Agilent Technologies, Cork, Ireland). The analyte concentrations in unknown samples were determined by calculating the peak area response ratio of the analyte to the internal standard.

2.6 Measurement of levels of mRNA encoding CB1, CB2, FAAH, and MGL within the amygdala by real time-quantitative polymerase chain reaction

The total RNA was extracted from pellets following the preparation for LC-MS/MS using a Macherey-Nagel NucleoSpin RNA (Mini Kit for RNA purification, Fisher Scientific, Ireland), as per manufacturer instructions. RNA concentration, integrity, and purity were assessed using a Nanodrop spectrophotometer (ND-1000; Nanodrop, Labtech International, UK). Purity was assessed by the absorbance ratio at 260/280, with values ∼2 considered acceptable, while the 260/230 ratio, with an acceptable range of 2.0–2.2, was used to indirectly assess integrity. The samples were normalised to a concentration of 88 ng/μL. The transcription of the RNA to cDNA was done using a High-Capacity cDNA Reverse Transcription Kit (ThermoFisher Scientific, Ireland). TaqMan gene expression assay was carried out using an Applied Biosystems “StepOne Plus” instrument (Bio-Sciences, Dun Laoghaire, Ireland) using TaqMan Universal PCR Master Mix, no AmpErase UNG (ThermoFisher Scientific, Ireland), and different FAM-labelled probes to quantify the genes of interest (cnr1 gene for CB1, assay ID: Rn00562880_m1; cnr2 gene for CB2, assay ID: Rn03993699_s1; faah gene for FAAH, assay ID: Rn00577086_m1; mgll gene for MGL, assay ID: Rn00593297_m1) and a VIC-labelled ACTB for beta-actin as housekeeping gene (Assay ID: Rn00667869_m1).

2.7 Statistical analysis

IBM SPSS Statistics 27.0 statistical software (Chicago, United States) was used to perform the statistical analysis and GraphPad Prism 10.2.3 (GraphPad Software, Boston, Massachusetts United States) for graph design. Normality and homogeneity were assessed by Shapiro-Wilk test and Levene’s test, respectively. When parametric assumptions were met, datasets were analysed either with a standard two-way Analysis of Variance (ANOVA) (factors: Sex, Treatment) followed by Tukey HSD (Honest Significant Difference) post hoc test for multiple comparisons or a two-way repeated measures ANOVA followed by Tukey’s HSD. Three-way ANOVA (Factor: Sex, Treatment, Side) was used to analyse levels of endocannabinoids and N-acylethanolamines in lateralised regions (spinal cord, hippocampus, and amygdala). When parametric assumptions were not met, datasets were analysed by Friedman’s two-way ANOVA by ranks followed by Mann–Whitney U post hoc with Bonferroni-Holm correction to assess differences between groups at each specific time point. If significant main effects of PTX or sex were observed, or their interaction, then a priori post-hoc pairwise group comparisons were carried out. Parametric data are expressed as group means ± standard error of the mean (±SEM) and non-parametric data as medians with interquartile range, and for all the significance level was set at p < 0.05.

3 Results

Tables 1, 2 summarise the results of the behavioural assays performed relative to the days post-PTX and the results of the post-mortem analysis, respectively. Data on body weight throughout the study are presented in Supplementary Figure S1.

Table 1
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Table 1. Summary table of the results of behavioural assays performed relative to the days post-PTX.

Table 2
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Table 2. Summary table of the results of post-mortem analysis performed.

3.1 PTX induced long-term mechanical hypersensitivity in SD rats of both sexes

There were no significant between-group differences in hind paw withdrawal thresholds (PWT) to mechanical stimulation (electronic von Frey) at baseline. Significant differences between groups in mechanical hypersensitivity, measured as paw withdrawal thresholds (PWT), were observed at every post-PTX time point analysed for both hind paws (Figures 2A, B). Two-way ANOVA with repeated measures with sex and treatment as factors for both paws revealed a significant effect of time (Left: F(3.58,128.74) = 3.791; p = 0.008. Right: F(3.71,133.52) = 8.591; p < 0.001), a significant effect of the interaction Time × Treatment (Left paw: F (3.58,128.74) = 3.791; p < 0.001 Right paw: F(3.71,133.52) = 18.670; p < 0.001), and a significant effect of Sex (Left: F(1,36) = 18.886; p < 0.001. Right: F(1,36) = 18.047; p < 0.001) and Treatment (Left: F(1,36) = 160.148; p < 0.001. Right: F(1,36) = 134.784; p < 0.001).

Figure 2
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Figure 2. Von Frey test. Investigation of mechanical hypersensitivity in male and female rats following Paclitaxel (PTX) or vehicle (VEH) intraperitoneal injections from Baseline (Bs) to day 69. Paw withdrawal threshold (PWT): left paw (A) and right paw (B). Two-way repeated measures ANOVA followed by Tukey HSD (Honest Significant Difference) post hoc. Data expressed as mean ± S.E.M (n = 10 per group) *p < 0.05, **p < 0.01, ***p < 0.001 Males PTX vs. Males VEH, #p < 0.05, ##p < 0.01, ###p < 0.001 Females PTX vs. Females VEH, and p < 0.05, and p < 0.01 Females PTX vs. Males PTX, + p < 0.05, +++ p < 0.001 Females VEH vs. Males VEH.

Post hoc analysis revealed that PTX induced a decrease in PWT in the left (Figure 2A) and right (Figure 2B) hind paws in both sexes at each time point analysed, compared with VEH-treated controls. Females treated with PTX exhibited significantly lower left hind paw PWT on day 7, and significantly lower right hind paw PWT on days 14, 42 and 69, compared with male counterparts. However, females treated with VEH also exhibited significantly lower left hind paw PWT on days 14 and 69, and significantly lower right hind paw PWT on day 69, compared with male counterparts.

3.2 PTX-induced cold hypersensitivity long-term in SD rats of both sexes

Friedman’s test revealed significant differences between groups in cold hypersensitivity, measured as latency to the first response in seconds, in both hind paws (Left Paw Latency: χ2 (5) = 52.693, p < 0.001, Figure 3A; Right Paw Latency: χ2 (5) = 35.315, p < 0.001, Figure 3B). Post hoc analysis revealed that PTX induced a decrease in the latency to the first response in the left (Figure 3A) and right (Figure 3B) hind paw in both sexes at each time point analysed, compared to VEH-treated controls and compared with baseline. No significant differences were observed between the other groups.

Figure 3
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Figure 3. Acetone Drop test. Investigation of cold hypersensitivity in male and female rats following PTX or VEH intraperitoneal injections. Left (A) and right (B) paw latency to the first response after acetone stimulation and left (C) and right paw (D) number of responses after acetone stimulation. Data expressed as Median with IQR (n = 10 per group). Friedman’s two-way ANOVA by ranks followed by Mann–Whitney U post hoc with Bonferroni-Holm correction, *p < 0.05 Males PTX vs. Males VEH, #p < 0.05 Females PTX vs. Females VEH, and p < 0.05 Females PTX vs. Males PTX.

Furthermore, significant differences between groups were found when measuring cold hypersensitivity as the number of responses within 60 s, at every time point analysed in left (χ2 (5) = 46.803, p < 0.001, Figure 3C) and right (χ2 (5) = 37.675, p < 0.001, Figure 3D) hind paws. Post hoc analysis revealed that PTX induced an increase in the number of responses within 60 s on the left (Figure 3C) and right (Figure 3D) hind paws in both sexes at each time point analysed, compared to VEH-treated controls and compared with baseline. No significant differences were observed in the other groups.

3.3 PTX did not induce heat hypersensitivity in SD rats of both sexes

Significant differences between groups were found in heat sensitivity, measured as latency to the first response within 20 s at different time points analysed in both paws (Figures 4A, B). Two-way ANOVA with repeated measures with sex and treatment as factors revealed a significant effect of time for both paws (Left: F(3.58,128.74) = 3.791; p = 0.008. Right: F(3.71,133.52) = 8.591; p < 0.001) and a significant effect of the interaction of Time × Treatment for both paws (Left paw: F(5,180) = 3.509; p = 0.005. Right paw: F(5,180) = 5.152; p < 0.001). Post hoc analysis revealed that PTX did not induce any changes in the latency to the first response in the left (Figure 4A) and right (Figure 4B) in both sexes at each time point analysed, compared with VEH-treated controls or compared with baseline. However, females treated with VEH showed a significant increase in paw latency compared to their male counterparts, on the left paw latency on day 8, and on the right paw latency at the Baseline.

Figure 4
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Figure 4. Hargreaves’ test. Investigation of heat hypersensitivity in male and female rats following Paclitaxel (PTX) or vehicle (VEH) intraperitoneal injections from Baseline (Bs) to day 70. Left (A) and right (B) latency to the first response after heat stimulation. Two-way repeated measure ANOVA followed by Tukey HSD (Honest Significant Difference) post hoc. Data expressed as mean ± S.E.M (n = 10 per group) + p < 0.05, ++ p < 0.01 Females VEH vs. Males VEH.

3.4 PTX did not alter cognition-related behaviour in SD rats of both sexes

No significant differences between groups were found in Novel Object Recognition test (Figure 5A; Supplementary Figures S2A–S2C) or T-Maze Spontaneous Alternation test (Figures 5B–D).

Figure 5
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Figure 5. Novel Object Recognition and T-Maze Spontaneous Alternation tests. Investigation of cognition-related behaviour in male and female rats on days 28 (Novel Object Recognition test) and 35 (Alternated T-Maze test) following PTX or VEH intraperitoneal injections. The ratio (A) was calculated as Discrimination Ratio = (Time spent exploring the novel object - Time spent exploring the familiar object)/Total time spent exploring the objects. The percentage of alternation (B), omission (C), and error (D) in the T-Maze Spontaneous Alternation test. Data expressed as mean ± SEM (n = 10 per group).

3.5 PTX did not alter anxiety-related behaviour in SD rats of both sexes

PTX had no significant effects on behaviour in the Elevated Plus Maze (Figure 6A–F). However, a significant ANOVA effect for the factor sex emerged in the time spent in the open arms (Figure 6A), with an increase for females treated either with PTX or VEH (Time spent in the open arms: F(1,36) = 9.204; p = 0.004). Regarding the frequency of entries into the different areas of the apparatus: there was a significant increase in: entries in open arms displayed by females treated with PTX when compared to their male counterparts (Figure 6D) (Frequency of entries into open arms: F(1,36) = 12.842; p = 0.001); entries in the central area of the apparatus where females treated either with PTX or VEH showed a significant increase when compared to their male counterparts (Figure 6E) (Frequency of entries into the central area: F(1,36) = 24.989; p < 0.0010); entries in the closed arms where females treated with PTX showed a significant increase when compared to their male counterparts (Figure 6F) (Frequency of entries in the closed arms: F(1,36) = 7.855; p = 0.008).

Figure 6
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Figure 6. Elevated Plus Maze test. Investigation of anxiety-related behaviour in male and female rats on day 49 following PTX or VEH intraperitoneal injections. Time spent in open arms (A), central area of the apparatus (B), and closed arms (C). Frequency of entries in open arms (D), central area of the apparatus (E), and closed arms (F). Two-way ANOVA followed by Tukey HSD (Honest Significant Difference) post hoc. Data expressed as mean ± S.E.M (n = 10 per group). *p < 0.05 Males PTX vs. Males VEH, and p < 0.05 Females PTX vs. Males PTX, a = significant effect of sex in ANOVA.

PTX had no significant effects on behaviour in the Open field test. However, there were significant main effects of sex on time spent in the inner area of the apparatus (Figure 7A) (F(1,36) = 23.717; p < 0.001), time spent in the outer area of the apparatus (Figure 7B) (F(1,36) = 23.707; p < 0.001), distance moved (Figure 7C) (F(1,36) = 11.937; p = 0.001), time spent rearing (Figure 7D) (F(1,36) = 22.836; p < 0.001) and time spent grooming (Figure 7E) (F(1,36) = 12.566; p = 0.001). Further post hoc analysis confirmed that females treated either with VEH or PTX displayed increased time in the inner area, outer area, rearing and grooming, compared to their male counterparts. Females treated with PTX exhibited an increase in distance moved compared to their male counterparts.

Figure 7
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Figure 7. Open field test. Investigation of anxiety-related behaviour in male and female rats on day 49 following PTX or VEH intraperitoneal injections. Time spent in the inner area of the apparatus (A), outer area (B), locomotor activity (C), rearing (D), and grooming (E). Two-way ANOVA followed by Tukey HSD (Honest Significant Difference) post hoc. Data expressed as mean ± S.E.M (n = 10 per group). *p < 0.05 Males PTX vs. Males VEH, and p < 0.05 Females PTX vs. Males PTX, a = significant effect of sex in ANOVA.

No significant differences between groups were observed in Light Dark Box test (Figures 8A–D).

Figure 8
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Figure 8. Light Dark Box. Investigation of anxiety-related behaviour in male and female rats on day 51 following PTX or VEH intraperitoneal injections. Time (A) and frequency (B) in the light area, and time (C) and frequency (D) in the dark area. Data expressed as mean ± S.E.M (n = 10 per group).

3.6 PTX had no effects on depression-related behaviour in SD rats of both sexes

No significant differences between groups were found in the Sucrose Preference (Figures 9A, B), Sucrose Splash (Figures 9C, D), or Forced Swim (Figures 10A–C; Supplementary Figures S3A–S3C) tests.

Figure 9
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Figure 9. Sucrose preference and Sucrose Splash. Investigation of depression-related behaviour in male and female rats respectively on day 54 and 62 following PTX or VEH intraperitoneal injections. Percentage of Sucrose preference calculated as (Sucrose Intake/Total Intake) × 100 (A), and Percentage of 0.5% sucrose per body weight calculated as (Sucrose Intake)/(Body weight) × 100 (B). Data expressed as mean ± S.E.M (n = 5 per group). Time spent grooming (C), and frequency (D) in sucrose splash. Data expressed as mean ± S.E.M (n = 10 per group).

Figure 10
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Figure 10. Forced Swim test. Investigation of learned helplessness or behavioural despair in male and female rats on day 65 following PTX or VEH intraperitoneal injections. Time spent immobile (A), swimming (B), and climbing (C). Data expressed as mean ± S.E.M (n = 10 per group).

3.7 PTX induced an increase in PEA, OEA, and 2-AG in the amygdala but not in the other regions in SD rats of both sexes

The measurement of endocannabinoids and related N-acylethanolamines in various brain regions and spinal cord revealed a main effect of PTX on 2-AG (F(1,72) = 6.108; p = 0.016), PEA (F(1,72) = 12.842; p = 0.001), and OEA (F(1,72) = 4.158; p = 0.005) in the amygdala, in which also an effect of side was found for AEA (F(1,72) = 10.271; p = 0.002) and OEA (F(1,72) = 8.257; p = 0.005) (Figures 11A–D). Further post hoc analyses did not reveal any significant pairwise between-group differences. No significant differences between groups were found in the other brain regions analysed (hypothalamus (Figures 12A–D), prefrontal cortex (Figures 12E–H), hippocampus (Figures 11E–H), thalamus (Figures 12I–L), periaqueductal grey (Figures 12M–P), rostral ventral medulla (Figures 12Q–T) or spinal cord (Figures 13A–D)).

Figure 11
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Figure 11. Investigation of levels of endocannabinoids and related N-acylethanolamines (nmol/g of tissue) in male and female rats following intraperitoneal injection of VEH or PTX in the amygdala (A–D), and hippocampus (E–H). Three-way ANOVA (factors: sex, treatment, side). Data expressed as mean ± S.E.M (n = 10 per group). b = significant effect of treatment; c = significant effect of side in ANOVA.

Figure 12
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Figure 12. Investigation of endocannabinoid ligands and related N-acylethanolamine levels (nmol/g of tissue) in male and female rats following VEH or PTX intraperitoneal injections in the hypothalamus (A–D), prefrontal cortex (E–H), thalamus (I–L), periaqueductal grey (M–P), rostral ventral medulla (Q–T). Data expressed as mean ± S.E.M (n = 10 per group).

Figure 13
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Figure 13. Investigation of endocannabinoid ligands (A–D) and related N-acylethanolamine levels (B,C) (nmol/g of tissue) in male and female rats following VEH or PTX intraperitoneal injections in the spinal cord. Data expressed as mean ± S.E.M (n = 10 per group).

RT-qPCR on the amygdala tissue revealed a main effect of sex with females showing an increased expression of cnr2 (F(1,72) = 9.491; p = 0.003) and faah (F(1,72) = 7.283; p = 0.009). However, the post hoc analysis did not reveal any significant pairwise between-group differences (Figures 14A–D).

Figure 14
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Figure 14. Levels of mRNA for cnr1 (A), cnr2 (B), mgll (C), and faah (D), respectively coding for CB1, CB2, MGL, and FAAH, in male and female in the amygdala of rats following intraperitoneal injection of VEH or PTX. Three-way ANOVA (factors: sex, treatment, side). Data expressed as mean ± S.E.M (n = 10 per group). a = significant effect of sex in ANOVA.

4 Discussion

There is a paucity of published studies investigating sex differences in animal models of CIPN (Currie et al., 2019). Such studies are required to advance the understanding and personalised treatment of this condition. Here, we show that PTX administration induced a robust and sustained neuropathic pain-related phenotype in both male and female Sprague-Dawley rats. PTX-treated animals of both sexes exhibited mechanical and cold hypersensitivity over 70 days post-PTX. Paw withdrawal thresholds to mechanical stimulation were lower in PTX-treated female rats than in male counterparts, however, VEH-treated females also exhibited lower withdrawal thresholds than VEH-treated males at discrete time points. The tendency for female rats to exhibit lower paw withdrawal thresholds than males to mechanical stimulation has been already published (Hendrich et al., 2012), consistent with the findings in this study. In addition, it has been reported that hypersensitivity induced by PTX can be more robust in female versus male mice (Ward et al., 2011). While few studies to date have analysed sex differences in the PTX model or in any other CIPN model, the data obtained from male animals in this study is consistent with the majority of studies to date in the PTX-induced neuropathic pain model (Toma et al., 2017) and in other CIPN models such as oxaliplatin (Noya-Riobó et al., 2023). On the other hand, they highlight the need for inclusion of both sexes in future studies to increase the understanding of sex differences in neuropathic pain.

PTX had no effect on sensitivity to noxious heat assessed with the Hargreaves’ test, as previously reported in other publications in which the same strain has been used (Griffiths et al., 2018; Huynh et al., 2019). This is also in line with findings for the same model in mouse, where the same cumulative dose of this study was used (Smith et al., 2004), and it may be related to the absence of neurodegeneration observed with this regimen (Flatters and Bennett, 2006).

Between days 28 and 35 post-PTX, cognition-related behaviour was tested with the Novel Object Recognition and T-Maze Spontaneous Alternation tests, and the animals did not exhibit any PTX-induced alterations in cognitive performance in these tests. However, the VEH-treated groups did not show the expected degree of preference for the novel object under the conditions employed in this study, making it very difficult to draw any firm conclusions relating to the effects of PTX on object recognition memory in this study. The protocol used has previously been used successfully in Wistar rats (Llorente-Berzal et al., 2012), however Sprague-Dawley rats were used in the present study and this strain has previously exhibited lower novel object recognition performance compared to other strains (Gökçek-Saraç et al., 2015). Regardless, the absence of cognitive impairment has been seen in another CIPN model: animals treated with oxaliplatin did not display any treatment effect in the Novel Object Recognition test (Fardell et al., 2015). Moreover, in Sprague-Dawley, PTX has been shown to impair reversal learning without affecting prior learning, new learning, and episodic memory (Panoz-Brown et al., 2017), suggesting that the mechanism underlying this impairment may be both distinctive and highly specific.

The battery of anxiety-related tests was performed between days 49 and 51 post-PTX, and PTX treatment did not alter anxiety-related behaviour in any of the tests performed. However, a sex difference was observed in both the Elevated Plus Maze and the Open Field tests, with females being more active and spending more time in the open arms and central areas compared to males, which is corroborating previous work (Börchers et al., 2022). No between-group differences were detected in the Light Dark Box test; however, animals did not exhibit the expected preference for the dark area of the apparatus versus the light area. It is possible that light levels, which were set at 150 lux in the light chamber, may not have been sufficiently aversive in the Sprague-Dawley strain (Campos-Cardoso et al., 2023). Nevertheless, these affective behaviours seem more evident in mice rather than in rats, where animals showed anxiety-like behaviours in the Elevated Plus Maze, Open Field and Light Dark Box tests (Toma et al., 2017; Liu et al., 2022).

The battery of depression-related tests was conducted between days 54 and 65 post-PTX, and PTX had no effects in any of the tests carried out. To our knowledge, data on these behaviours in the PTX-induced neuropathic pain model in rats have not been documented in the existing literature to date. Effects induced by PTX have been reported in mice for anhedonia and learned helplessness or behavioural despair, respectively after one and 2 weeks from the induction of the model, with animals exhibiting higher time spent immobile in the Forced Swim test and a marked preference for the sucrose solution in the Sucrose preference (Toma et al., 2017). However, an absence of PTX-induced changes within the same tests, strain and species has also been reported (Huehnchen et al., 2017).

Taken together, these results indicate that it is difficult to draw any firm conclusions on anxiety- and depression-related behaviour considering the paucity of studies published so far. More research is needed to fully determine conclusively whether impairments are present in different species, sexes and at different time points. In fact, it is possible that alterations in these behaviours are not present at the time points used in this study but may be found at other time points relative to PTX injection.

On the other hand, the pain behaviour post-PTX appeared to be robust and sustained over time. The underlying mechanisms may involve the endocannabinoid system due to its key role in modulating pain through the descending pain pathway, which includes the periaqueductal grey, rostral ventromedial medulla, and spinal cord. In those areas, CB1 receptors are widely expressed and their activation modulates the nociceptive transmission (Hendrich et al., 2012). In the context of CIPN, the potential of the endocannabinoid system as a therapeutic target is well-documented (Deng et al., 2012; Curry et al., 2018), but the role of the endocannabinoid system, specifically in PTX-induced neuropathic pain and associated sexual dimorphism, requires further study.

Our findings indicate that at the time points and conditions employed herein, there were very few effects of PTX on levels of endocannabinoids and related N-acylethanolamines in the regions investigated. The only significant change occurred in the amygdala, where we observed a PTX-induced increase in levels of PEA, OEA, and 2-AG. As seen in the spinal nerve ligation model of neuropathic pain, the increase in the endocannabinoid and N-acylethanolamine levels may be a response to the pain condition (Mitrirattanakul et al., 2006). Alterations in the endocannabinoid system have been already reported in CIPN models induced by cisplatin, in which 2-AG and AEA levels increased in the lumbar spinal cord (Guindon et al., 2013; Khasabova et al., 2014), but not in the brain (Khasabova et al., 2014).

Regardless, while changes in the endocannabinoid system within the amygdala have been observed in this model, the gross dissection method used in this study limits our ability to draw conclusions on this matter. This procedure does not allow us to determine whether the changes were restricted to one or more amygdalar subdivisions, and further investigation is warranted.

Within the whole amygdala, the analysis of the expression of mRNA for the endocannabinoid system components (receptors and enzymes that catabolise endocannabinoids and N-acylethanolamines) was performed, but PTX did not elicit any changes. Nevertheless, it must be noted that there was an effect of sex on the expression of the genes encoding CB2 and FAAH; in fact, females exhibited a higher expression of mRNA for these genes when compared to males. To date, investigation of sex differences in the endocannabinoid system has been focused mostly on CB1 receptors, with greater expression of mRNA in males compared to females in several regions, including the amygdala (Castelli et al., 2014). There are fewer studies of CB2 expression in the brain, however, sexual dimorphism in CB2 may mediate a sex difference in glial cell genesis during amygdalar development (Krebs-Kraft et al., 2010). Data provided in this study not only help to fill the existing gap in knowledge, but also provide further evidence of sexual dimorphism in the endocannabinoid system.

In conclusion, this study represents a comprehensive behavioural characterisation of the PTX model of CIPN in adult Sprague-Dawley rats of both sexes. The data indicate long-lasting PTX-induced mechanical and cold hypersensitivity in female and male rats and extend the characterisation of the effects of PTX alone, in the absence of a tumour. Furthermore, the results advance our understanding of sex as a variable in behavioural outcomes and the role of the endocannabinoid system in this model.

Data availability statement

The raw data supporting the conclusions of this article will be made available by the authors, without undue reservation.

Ethics statement

The animal study was approved by University of Galway’s Animal Care and Research Ethics Committee. The study was conducted in accordance with the local legislation and institutional requirements.

Author contributions

CDM: Conceptualization, Data curation, Formal Analysis, Investigation, Methodology, Writing–original draft, Writing–review and editing. ÁL-B: Conceptualization, Writing–review and editing. AD: Investigation, Methodology, Writing–review and editing. AB: Investigation, Methodology, Writing–review and editing. LB: Investigation, Methodology, Writing–review and editing. EB: Funding acquisition, Project administration, Resources, Supervision, Writing–review and editing. MR: Conceptualization, Funding acquisition, Project administration, Resources, Supervision, Writing–review and editing. DF: Conceptualization, Funding acquisition, Project administration, Resources, Supervision, Writing–review and editing.

Funding

The author(s) declare that financial support was received for the research, authorship, and/or publication of this article. This research was supported by the European Union’s Horizon 2020 research and innovation programme under the Marie Skłodowska-Curie grant agreement number 955684.

Acknowledgments

The authors thank Daniel M. Kerr, and Brendan Harhen for technical assistance.

Conflict of interest

The authors declare that the research was conducted in the absence of any commercial or financial relationships that could be construed as a potential conflict of interest.

Generative AI statement

The author(s) declare that no Generative AI was used in the creation of this manuscript.

Publisher’s note

All claims expressed in this article are solely those of the authors and do not necessarily represent those of their affiliated organizations, or those of the publisher, the editors and the reviewers. Any product that may be evaluated in this article, or claim that may be made by its manufacturer, is not guaranteed or endorsed by the publisher.

Supplementary material

The Supplementary Material for this article can be found online at: https://www.frontiersin.org/articles/10.3389/fphar.2024.1505980/full#supplementary-material

References

Alqahtani, F. Y., Aleanizy, F. S., EL Tahir, E., Alkahtani, H. M., and Alquadeib, B. T. (2019). Paclitaxel. Pro. Dr. Subst. Excip. Relat. Methodol. 44, 205–238. doi:10.1016/bs.podrm.2018.11.001

PubMed Abstract | CrossRef Full Text | Google Scholar

Anghelescu, D. L., Tesney, J. M., Jeha, S., Wright, B. B., Trujillo, L., Sandlund, J. T., et al. (2020). Prospective randomized trial of interventions for vincristine-related neuropathic pain. Pediatr. Blood and Cancer 67, e28539. doi:10.1002/pbc.28539

PubMed Abstract | CrossRef Full Text | Google Scholar

Armstrong, D. K., Bundy, B., Wenzel, L., Huang, H. Q., Baergen, R., Lele, S., et al. (2006). Intraperitoneal cisplatin and paclitaxel in ovarian cancer. N. Engl. J. Med. 354, 34–43. doi:10.1056/NEJMoa052985

PubMed Abstract | CrossRef Full Text | Google Scholar

Blanton, H. L., Barnes, R. C., Mchann, M. C., Bilbrey, J. A., Wilkerson, J. L., and Guindon, J. (2021). Sex differences and the endocannabinoid system in pain. Pharmacol. Biochem. Behav. 202, 173107. doi:10.1016/j.pbb.2021.173107

PubMed Abstract | CrossRef Full Text | Google Scholar

Börchers, S., Krieger, J.-P., Asker, M., Maric, I., and Skibicka, K. P. (2022). Commonly-used rodent tests of anxiety-like behavior lack predictive validity for human sex differences. Psychoneuroendocrinology 141, 105733. doi:10.1016/j.psyneuen.2022.105733

PubMed Abstract | CrossRef Full Text | Google Scholar

Boullon, L., Finn, D. P., and Llorente-Berzal, Á. (2021). Sex differences in a rat model of peripheral neuropathic pain and associated levels of endogenous cannabinoid ligands. Front. Pain Res. 2, 673638. doi:10.3389/fpain.2021.673638

PubMed Abstract | CrossRef Full Text | Google Scholar

Bradshaw, H. B., Rimmerman, N., Krey, J. F., and Walker, J. M. (2006). Sex and hormonal cycle differences in rat brain levels of pain-related cannabimimetic lipid mediators. Am. J. Physiology-Regulatory, Integr. Comp. Physiology 291, R349–R358. doi:10.1152/ajpregu.00933.2005

PubMed Abstract | CrossRef Full Text | Google Scholar

Campos-Cardoso, R., Godoy, L. D., Lazarini-Lopes, W., Novaes, L. S., Dos Santos, N. B., Perfetti, J. G., et al. (2023). Exploring the light/dark box test: protocols and implications for neuroscience research. J. Neurosci. Methods 384, 109748. doi:10.1016/j.jneumeth.2022.109748

PubMed Abstract | CrossRef Full Text | Google Scholar

Castelli, M., Fadda, P., Casu, A., Spano, M., Casti, A., Fratta, W., et al. (2014). Male and female rats differ in brain cannabinoid CB1 receptor density and function and in behavioural traits predisposing to drug addiction: effect of ovarian hormones. Curr. Pharm. Des. 20, 2100–2113. doi:10.2174/13816128113199990430

PubMed Abstract | CrossRef Full Text | Google Scholar

Choi, S., Seo, S., Lee, J. H., Suh, K. J., Kim, J.-W., Kim, J. W., et al. (2024). Impact of patient sex on adverse events and unscheduled utilization of medical services in cancer patients undergoing adjuvant chemotherapy: a multicenter retrospective cohort study. Cancer Res. Treat. 56, 404–413. doi:10.4143/crt.2023.784

PubMed Abstract | CrossRef Full Text | Google Scholar

Chow, R., Novosel, M., So, O. W., Bellampalli, S., Xiang, J., Boldt, G., et al. (2023). Duloxetine for prevention and treatment of chemotherapy-induced peripheral neuropathy (CIPN): systematic review and meta-analysis. BMJ Support. and Palliat. Care 13, 27–34. doi:10.1136/spcare-2022-003815

PubMed Abstract | CrossRef Full Text | Google Scholar

Corcoran, L., Mattimoe, D., Roche, M., and Finn, D. P. (2020). Attenuation of fear-conditioned analgesia in rats by monoacylglycerol lipase inhibition in the anterior cingulate cortex: potential role for CB2 receptors. Br. J. Pharmacol. 177, 2240–2255. doi:10.1111/bph.14976

PubMed Abstract | CrossRef Full Text | Google Scholar

Cravatt, B. F., Giang, D. K., Mayfield, S. P., Boger, D. L., Lerner, R. A., and Gilula, N. B. (1996). Molecular characterization of an enzyme that degrades neuromodulatory fatty-acid amides. Nature 384, 83–87. doi:10.1038/384083a0

PubMed Abstract | CrossRef Full Text | Google Scholar

Crawley, J. N. (1985). Exploratory behavior models of anxiety in mice. Neurosci. and Biobehav. Rev. 9, 37–44. doi:10.1016/0149-7634(85)90030-2

PubMed Abstract | CrossRef Full Text | Google Scholar

Currie, G. L., Angel-Scott, H. N., Colvin, L., Cramond, F., Hair, K., Khandoker, L., et al. (2019). Animal models of chemotherapy-induced peripheral neuropathy: a machine-assisted systematic review and meta-analysis. PLOS Biol. 17, e3000243. doi:10.1371/journal.pbio.3000243

PubMed Abstract | CrossRef Full Text | Google Scholar

Curry, Z. A., Wilkerson, J. L., Bagdas, D., Kyte, S. L., Patel, N., Donvito, G., et al. (2018). Monoacylglycerol lipase inhibitors reverse paclitaxel-induced nociceptive behavior and proinflammatory markers in a mouse model of chemotherapy-induced neuropathy. J. Pharmacol. Exp. Ther. 366, 169–183. doi:10.1124/jpet.117.245704

PubMed Abstract | CrossRef Full Text | Google Scholar

Deacon, R. M. J., and Rawlins, J. N. P. (2006). T-maze alternation in the rodent. Nat. Protoc. 1, 7–12. doi:10.1038/nprot.2006.2

PubMed Abstract | CrossRef Full Text | Google Scholar

Deng, L., Guindon, J., Vemuri, V. K., Thakur, G. A., White, F. A., Makriyannis, A., et al. (2012). The maintenance of cisplatin- and paclitaxel-induced mechanical and cold allodynia is suppressed by cannabinoid CB2 receptor activation and independent of CXCR4 signaling in models of chemotherapy-induced peripheral neuropathy. Mol. Pain 8, 1744–8069. doi:10.1186/1744-8069-8-71

CrossRef Full Text | Google Scholar

Detke, M. J., Rickels, M., and Lucki, I. (1995). Active behaviors in the rat forced swimming test differentially produced by serotonergic and noradrenergic antidepressants. Psychopharmacology 121, 66–72. doi:10.1007/BF02245592

PubMed Abstract | CrossRef Full Text | Google Scholar

Devane, W. A., Hanuš, L., Breuer, A., Pertwee, R. G., Stevenson, L. A., Griffin, G., et al. (1992). Isolation and structure of a brain constituent that binds to the cannabinoid receptor. Science 258, 1946–1949. doi:10.1126/science.1470919

PubMed Abstract | CrossRef Full Text | Google Scholar

Dinh, T. P., Carpenter, D., Leslie, F. M., Freund, T. F., Katona, I., Sensi, S. L., et al. (2002). Brain monoglyceride lipase participating in endocannabinoid inactivation. Proc. Natl. Acad. Sci. 99, 10819–10824. doi:10.1073/pnas.152334899

PubMed Abstract | CrossRef Full Text | Google Scholar

Fardell, J. E., Vardy, J., Monds, L. A., and Johnston, I. N. (2015). The long-term impact of oxaliplatin chemotherapy on rodent cognition and peripheral neuropathy. Behav. Brain Res. 291, 80–88. doi:10.1016/j.bbr.2015.04.038

PubMed Abstract | CrossRef Full Text | Google Scholar

Ferdousi, M. I., Calcagno, P., Sanchez, C., Smith, K. L., Kelly, J. P., Roche, M., et al. (2023). Characterization of pain-anxiety-and cognition-related behaviors in the complete Freund's adjuvant model of chronic inflammatory pain in Wistar–Kyoto rats. Front. Pain Res. 4, 1131069. doi:10.3389/fpain.2023.1131069

PubMed Abstract | CrossRef Full Text | Google Scholar

Flatters, S. J. L., and Bennett, G. J. (2006). Studies of peripheral sensory nerves in paclitaxel-induced painful peripheral neuropathy: evidence for mitochondrial dysfunction. Pain 122, 245–257. doi:10.1016/j.pain.2006.01.037

PubMed Abstract | CrossRef Full Text | Google Scholar

Galiègue, S., Mary, S., Marchand, J., Dussossoy, D., Carrière, D., Carayon, P., et al. (1995). Expression of central and peripheral cannabinoid receptors in human immune tissues and leukocyte subpopulations. Eur. J. Biochem. 232, 54–61. doi:10.1111/j.1432-1033.1995.tb20780.x

PubMed Abstract | CrossRef Full Text | Google Scholar

Gökçek-Saraç, Ç., Wesierska, M., and Jakubowska-Doğru, E. (2015). Comparison of spatial learning in the partially baited radial-arm maze task between commonly used rat strains: Wistar, Spargue-Dawley, Long-Evans, and outcrossed Wistar/Sprague-Dawley. Learn. and Behav. 43, 83–94. doi:10.3758/s13420-014-0163-9

PubMed Abstract | CrossRef Full Text | Google Scholar

Gould, T. D., Dao, D. T., and Kovacsics, C. E. (2009). The open field test. Humana Press. Available at: https://link.springer.com/protocol/10.1007/978-1-60761-303-9_1.

Google Scholar

Griffiths, L. A., Duggett, N. A., Pitcher, A. L., and Flatters, S. J. L. (2018). Evoked and ongoing pain-like behaviours in a rat model of paclitaxel-induced peripheral neuropathy. Pain Res. Manag. 2018, 1–11. doi:10.1155/2018/8217613

PubMed Abstract | CrossRef Full Text | Google Scholar

Guindon, J., Lai, Y., Takacs, S. M., Bradshaw, H. B., and Hohmann, A. G. (2013). Alterations in endocannabinoid tone following chemotherapy-induced peripheral neuropathy: effects of endocannabinoid deactivation inhibitors targeting fatty-acid amide hydrolase and monoacylglycerol lipase in comparison to reference analgesics following cisplatin treatment. Pharmacol. Res. 67, 94–109. doi:10.1016/j.phrs.2012.10.013

PubMed Abstract | CrossRef Full Text | Google Scholar

Hendrich, J., Alvarez, P., Joseph, E. K., Ferrari, L. F., Chen, X., and Levine, J. D. (2012). In vivo and in vitro comparison of female and male nociceptors. J. Pain 13, 1224–1231. doi:10.1016/j.jpain.2012.09.009

PubMed Abstract | CrossRef Full Text | Google Scholar

Herkenham, M., Lynn, A., Johnson, M., Melvin, L., DE Costa, B., and Rice, K. (1991). Characterization and localization of cannabinoid receptors in rat brain: a quantitative in vitro autoradiographic study. J. Neurosci. 11, 563–583. doi:10.1523/JNEUROSCI.11-02-00563.1991

PubMed Abstract | CrossRef Full Text | Google Scholar

Hestehave, S., Abelson, K. S. P., Brønnum Pedersen, T., Finn, D. P., Andersson, D. R., and Munro, G. (2020). The influence of rat strain on the development of neuropathic pain and comorbid anxio-depressive behaviour after nerve injury. Sci. Rep. 10, 20981. doi:10.1038/s41598-020-77640-8

PubMed Abstract | CrossRef Full Text | Google Scholar

Howlett, A. C., Barth, F., Bonner, T. I., Cabral, G., Casellas, P., Devane, W. A., et al. (2002). International union of Pharmacology. XXVII. Classification of cannabinoid receptors. Pharmacol. Rev. 54, 161–202. doi:10.1124/pr.54.2.161

PubMed Abstract | CrossRef Full Text | Google Scholar

Huehnchen, P., Boehmerle, W., Springer, A., Freyer, D., and Endres, M. (2017). A novel preventive therapy for paclitaxel-induced cognitive deficits: preclinical evidence from C57BL/6 mice. Transl. Psychiatry 7, e1185. doi:10.1038/tp.2017.149

PubMed Abstract | CrossRef Full Text | Google Scholar

Huynh, P. N., Giuvelis, D., Christensen, S., Tucker, K. L., and Mcintosh, J. M. (2019). RgIA4 accelerates recovery from paclitaxel-induced neuropathic pain in rats. Mar. Drugs 18, 12. doi:10.3390/md18010012

PubMed Abstract | CrossRef Full Text | Google Scholar

Ibrahim, E. Y., Domenicano, I., Nyhan, K., Elfil, M., Mougalian, S. S., Cartmel, B., et al. (2021). Cognitive effects and depression associated with taxane-based chemotherapy in breast cancer survivors: a meta-analysis. Front. Oncol. 11, 642382. doi:10.3389/fonc.2021.642382

PubMed Abstract | CrossRef Full Text | Google Scholar

Kalueff, A. V., Stewart, A. M., Song, C., Berridge, K. C., Graybiel, A. M., and Fentress, J. C. (2016). Neurobiology of rodent self-grooming and its value for translational neuroscience. Nat. Rev. Neurosci. 17, 45–59. doi:10.1038/nrn.2015.8

PubMed Abstract | CrossRef Full Text | Google Scholar

Kerr, D. M., Burke, N. N., Ford, G. K., Connor, T. J., Harhen, B., Egan, L. J., et al. (2012). Pharmacological inhibition of endocannabinoid degradation modulates the expression of inflammatory mediators in the hypothalamus following an immunological stressor. Neuroscience 204, 53–63. doi:10.1016/j.neuroscience.2011.09.032

PubMed Abstract | CrossRef Full Text | Google Scholar

Khasabova, I. A., Yao, X., Paz, J., Lewandowski, C. T., Lindberg, A. E., Coicou, L., et al. (2014). JZL184 is anti-hyperalgesic in a murine model of cisplatin-induced peripheral neuropathy. Pharmacol. Res. 90, 67–75. doi:10.1016/j.phrs.2014.09.008

PubMed Abstract | CrossRef Full Text | Google Scholar

Klegeris, A., Bissonnette, C. J., and Mcgeer, P. L. (2003). Reduction of human monocytic cell neurotoxicity and cytokine secretion by ligands of the cannabinoid-type CB2 receptor. Br. J. Pharmacol. 139, 775–786. doi:10.1038/sj.bjp.0705304

PubMed Abstract | CrossRef Full Text | Google Scholar

Klein, I., and Lehmann, H. (2021). Pathomechanisms of paclitaxel-induced peripheral neuropathy. Toxics 9, 229. doi:10.3390/toxics9100229

PubMed Abstract | CrossRef Full Text | Google Scholar

Kraeuter, A.-K., Guest, P. C., and Sarnyai, Z. (2019). The elevated Plus maze test for measuring anxiety-like behavior in rodents. New York: Springer.

Google Scholar

Krebs-Kraft, D. L., Hill, M. N., Hillard, C. J., and Mccarthy, M. M. (2010). Sex difference in cell proliferation in developing rat amygdala mediated by endocannabinoids has implications for social behavior. Proc. Natl. Acad. Sci. 107, 20535–20540. doi:10.1073/pnas.1005003107

PubMed Abstract | CrossRef Full Text | Google Scholar

Lago-Fernandez, A., Zarzo-Arias, S., Jagerovic, N., and Morales, P. (2021). Relevance of peroxisome proliferator activated receptors in multitarget paradigm associated with the endocannabinoid system. Int. J. Mol. Sci. 22, 1001. doi:10.3390/ijms22031001

PubMed Abstract | CrossRef Full Text | Google Scholar

Lindner, O. C., Phillips, B., Mccabe, M. G., Mayes, A., Wearden, A., Varese, F., et al. (2014). A meta-analysis of cognitive impairment following adult cancer chemotherapy. Neuropsychology 28, 726–740. doi:10.1037/neu0000064

PubMed Abstract | CrossRef Full Text | Google Scholar

Liu, J., Li, D., Huang, J., Cao, J., Cai, G., Guo, Y., et al. (2022). Glutamatergic neurons in the amygdala are involved in paclitaxel-induced pain and anxiety. Front. Psychiatry 13, 869544. doi:10.3389/fpsyt.2022.869544

PubMed Abstract | CrossRef Full Text | Google Scholar

Llorente-Berzal, A., Mela, V., Borcel, E., Valero, M., López-Gallardo, M., Viveros, M.-P., et al. (2012). Neurobehavioral and metabolic long-term consequences of neonatal maternal deprivation stress and adolescent olanzapine treatment in male and female rats. Neuropharmacology 62, 1332–1341. doi:10.1016/j.neuropharm.2011.07.031

PubMed Abstract | CrossRef Full Text | Google Scholar

Loesch, D., Greco, F. A., Senzer, N. N., Burris, H. A., Hainsworth, J. D., Jones, S., et al. (2010). Phase III multicenter trial of doxorubicin Plus cyclophosphamide followed by paclitaxel compared with doxorubicin Plus paclitaxel followed by weekly paclitaxel as adjuvant therapy for women with high-risk breast cancer. J. Clin. Oncol. 28, 2958–2965. doi:10.1200/JCO.2009.24.1000

PubMed Abstract | CrossRef Full Text | Google Scholar

Lynch, M. E., Cesar-Rittenberg, P., and Hohmann, A. G. (2014). A double-blind, placebo-controlled, crossover pilot trial with extension using an oral mucosal cannabinoid extract for treatment of chemotherapy-induced neuropathic pain. J. Pain Symptom Manag. 47, 166–173. doi:10.1016/j.jpainsymman.2013.02.018

PubMed Abstract | CrossRef Full Text | Google Scholar

Martinov, T., Mack, M., Sykes, A., and Chatterjea, D. (2013). Measuring Changes in Tactile Sensitivity in the Hind Paw of Mice Using an Electronic von Frey Apparatus. J. Vis. Exp., e51212. doi:10.3791/51212

PubMed Abstract | CrossRef Full Text | Google Scholar

Mitrirattanakul, S., Ramakul, N., Guerrero, A. V., Matsuka, Y., Ono, T., Iwase, H., et al. (2006). Site-specific increases in peripheral cannabinoid receptors and their endogenous ligands in a model of neuropathic pain. Pain 126, 102–114. doi:10.1016/j.pain.2006.06.016

PubMed Abstract | CrossRef Full Text | Google Scholar

Munro, S., Thomas, K. L., and Abu-Shaar, M. (1993). Molecular characterization of a peripheral receptor for cannabinoids. Nature 365, 61–65. doi:10.1038/365061a0

PubMed Abstract | CrossRef Full Text | Google Scholar

Noya-Riobó, M. V., Miguel, C. Á., Soriano, D. B., Brumovsky, P. R., Villar, M. J., and Coronel, M. F. (2023). Changes in the expression of endocannabinoid system components in an experimental model of chemotherapy-induced peripheral neuropathic pain: evaluation of sex-related differences. Exp. Neurol. 359, 114232. doi:10.1016/j.expneurol.2022.114232

PubMed Abstract | CrossRef Full Text | Google Scholar

Panoz-Brown, D., Carey, L. M., Smith, A. E., Gentry, M., Sluka, C. M., Corbin, H. E., et al. (2017). The chemotherapeutic agent paclitaxel selectively impairs reversal learning while sparing prior learning, new learning and episodic memory. Neurobiol. Learn. Mem. 144, 259–270. doi:10.1016/j.nlm.2017.08.001

PubMed Abstract | CrossRef Full Text | Google Scholar

Picard, M., and Castells, M. C. (2015). Re-Visiting hypersensitivity reactions to taxanes: a comprehensive review. Clin. Rev. Allergy and Immunol. 49, 177–191. doi:10.1007/s12016-014-8416-0

PubMed Abstract | CrossRef Full Text | Google Scholar

Quintão, N. L. M., Santin, J. R., Stoeberl, L. C., Corrêa, T. P., Melato, J., and Costa, R. (2019). Pharmacological treatment of chemotherapy-induced neuropathic pain: PPARγ agonists as a promising tool. Front. Neurosci. 13, 907. doi:10.3389/fnins.2019.00907

PubMed Abstract | CrossRef Full Text | Google Scholar

Rubino, T., and Parolaro, D. (2011). Sexually dimorphic effects of cannabinoid compounds on emotion and cognition. Front. Behav. Neurosci. 5, 64. doi:10.3389/fnbeh.2011.00064

PubMed Abstract | CrossRef Full Text | Google Scholar

Slivicki, R. A., Xu, Z., Mali, S. S., and Hohmann, A. G. (2019). Brain permeant and impermeant inhibitors of fatty-acid amide hydrolase suppress the development and maintenance of paclitaxel-induced neuropathic pain without producing tolerance or physical dependence in vivo and synergize with paclitaxel to reduce tumor cell line viability in vitro. Pharmacol. Res. 142, 267–282. doi:10.1016/j.phrs.2019.02.002

PubMed Abstract | CrossRef Full Text | Google Scholar

Smith, S. B., Crager, S. E., and Mogil, J. S. (2004). Paclitaxel-induced neuropathic hypersensitivity in mice: responses in 10 inbred mouse strains. Life Sci. 74, 2593–2604. doi:10.1016/j.lfs.2004.01.002

PubMed Abstract | CrossRef Full Text | Google Scholar

Sugiura, T., Kondo, S., Sukagawa, A., Nakane, S., Shinoda, A., Itoh, K., et al. (1995). 2-Arachidonoylglycerol: a possible endogenous cannabinoid receptor ligand in brain. Biochem. Biophysical Res. Commun. 215, 89–97. doi:10.1006/bbrc.1995.2437

PubMed Abstract | CrossRef Full Text | Google Scholar

Tanabe, Y., Hashimoto, K., Shimizu, C., Hirakawa, A., Harano, K., Yunokawa, M., et al. (2013). Paclitaxel-induced peripheral neuropathy in patients receiving adjuvant chemotherapy for breast cancer. Int. J. Clin. Oncol. 18, 132–138. doi:10.1007/s10147-011-0352-x

PubMed Abstract | CrossRef Full Text | Google Scholar

Tkaczuk, K., and Yared, J. (2012). Update on taxane development: new analogs and new formulations. Drug Des. Dev. Ther. 371, 371. doi:10.2147/dddt.s28997

PubMed Abstract | CrossRef Full Text | Google Scholar

Toma, W., Kyte, S. L., Bagdas, D., Alkhlaif, Y., Alsharari, S. D., Lichtman, A. H., et al. (2017). Effects of paclitaxel on the development of neuropathy and affective behaviors in the mouse. Neuropharmacology 117, 305–315. doi:10.1016/j.neuropharm.2017.02.020

PubMed Abstract | CrossRef Full Text | Google Scholar

Walker, F. E. (1993). Paclitaxel (TAXOL): side effects and patient education issues. Seminars Oncol. Nurs. 9, 6–10. doi:10.1016/s0749-2081(16)30036-5

PubMed Abstract | CrossRef Full Text | Google Scholar

Ward, S. J., Ramirez, M. D., Neelakantan, H., and Walker, E. A. (2011). Cannabidiol prevents the development of cold and mechanical allodynia in paclitaxel-treated female C57Bl6 mice. Anesth. and Analgesia 113, 947–950. doi:10.1213/ANE.0b013e3182283486

PubMed Abstract | CrossRef Full Text | Google Scholar

Weiss, M. C., Giaddui, M., Kjelstrom, S., Erebor, E., Meske, S., Saeed, L., et al. (2023). Safety and efficacy of cannabidiol in the management of chemotherapy-induced peripheral neuropathy. J. Clin. Oncol. 41, 12020. doi:10.1200/jco.2023.41.16_suppl.12020

CrossRef Full Text | Google Scholar

Willner, P., Towell, A., Sampson, D., Sophokleous, S., and Muscat, R. (1987). Reduction of sucrose preference by chronic unpredictable mild stress, and its restoration by a tricyclic antidepressant. Psychopharmacology 93, 358–364. doi:10.1007/BF00187257

PubMed Abstract | CrossRef Full Text | Google Scholar

Yamamoto, H., Sekine, I., Yamada, K., Nokihara, H., Yamamoto, N., Kunitoh, H., et al. (2008). Gender differences in treatment outcomes among patients with non-small cell lung cancer given a combination of carboplatin and paclitaxel. Oncology 75, 169–174. doi:10.1159/000159268

PubMed Abstract | CrossRef Full Text | Google Scholar

Yoon, C., Wook, Y. Y., Sik, N. H., Ho, K. S., and Mo, C. J. (1994). Behavioral signs of ongoing pain and cold allodynia in a rat model of neuropathic pain. Pain 59, 369–376. doi:10.1016/0304-3959(94)90023-x

PubMed Abstract | CrossRef Full Text | Google Scholar

Keywords: paclitaxel, chemotherapy, neuropathic pain, endocannabinoids, behaviour

Citation: Di Marino C, Llorente-Berzal Á, Diego AM, Bella A, Boullon L, Berrocoso E, Roche M and Finn DP (2025) Characterisation of the effects of the chemotherapeutic agent paclitaxel on neuropathic pain-related behaviour, anxiodepressive behaviour, cognition, and the endocannabinoid system in male and female rats. Front. Pharmacol. 15:1505980. doi: 10.3389/fphar.2024.1505980

Received: 04 October 2024; Accepted: 29 November 2024;
Published: 03 January 2025.

Edited by:

Francisco R. Nieto, University of Granada, Spain

Reviewed by:

Caroline A. Browne, Munster Technological University, Ireland
Neil M. Fournier, Trent University, Canada

Copyright © 2025 Di Marino, Llorente-Berzal, Diego, Bella, Boullon, Berrocoso, Roche and Finn. This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY). The use, distribution or reproduction in other forums is permitted, provided the original author(s) and the copyright owner(s) are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms.

*Correspondence: David P. Finn, ZGF2aWQuZmlubkB1bml2ZXJzaXR5b2ZnYWx3YXkuaWU=

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