1. Cancer Biology

Persistent effects of pair bonding in lung cancer cell growth in monogamous Peromyscus californicus

  1. Asieh Naderi
  2. Elham Soltanmaohammadi
  3. Vimala Kaza
  4. Shayne Barlow
  5. Ioulia Chatzistamou
  6. Hippokratis Kiaris  Is a corresponding author
  1. Department of Drug Discovery and Biomedical Sciences, College of Pharmacy, University of South Carolina, United States
  2. Peromyscus Genetic Stock Center, University of South Carolina, United States
  3. Department of Physiology, Pharmacology, and Neuroscience, School of Medicine and Department of Laboratory Animal Resources, University of South Carolina, United States
  4. Department of Pathology, Microbiology and Immunology, School of Medicine, University of South Carolina, United States
https://doi.org/10.7554/eLife.64711
Share this article
Cite this article
  1. Asieh Naderi
  2. Elham Soltanmaohammadi
  3. Vimala Kaza
  4. Shayne Barlow
  5. Ioulia Chatzistamou
  6. Hippokratis Kiaris
(2021)
Persistent effects of pair bonding in lung cancer cell growth in monogamous Peromyscus californicus
eLife 10:e64711.
https://doi.org/10.7554/eLife.64711
  2. Download BibTeX
  3. Download .RIS

Abstract

Epidemiological evidence suggests that social interactions and especially bonding between couples influence tumorigenesis, yet whether this is due to lifestyle changes, homogamy (likelihood of individuals to marry people of similar health), or directly associated with host-induced effects in tumors remains debatable. In the present study, we explored if tumorigenesis is associated with the bonding experience in monogamous rodents at which disruption of pair bonds is linked to anxiety and stress. Comparison of lung cancer cell spheroids that formed in the presence of sera from bonded and bond-disrupted deer mice showed that in monogamous Peromyscus polionotus and Peromyscus californicus, but not in polygamous Peromyscus maniculatus, the disruption of pair bonds altered the size and morphology of spheroids in a manner that is consistent with the acquisition of increased oncogenic potential. In vivo, consecutive transplantation of human lung cancer cells between P. californicus, differing in bonding experiences (n = 9 for bonded and n = 7 for bond-disrupted), and nude mice showed that bonding suppressed tumorigenicity in nude mice (p<0.05), suggesting that the protective effects of pair bonds persisted even after bonding ceased. Unsupervised hierarchical clustering indicated that the transcriptomes of lung cancer cells clustered according to the serum donors’ bonding history while differential gene expression analysis pointed to changes in cell adhesion and migration. The results highlight the pro-oncogenic effects of pair-bond disruption, point to the acquisition of expression signatures in cancer cells that are relevant to the bonding experiences of serum donors, and question the ability of conventional mouse models to capture the whole spectrum of the impact of the host in tumorigenesis.

eLife digest

People’s social interactions could influence their risk of developing various diseases, including cancer, according to population-level studies. In particular, studies have identified a so-called widowhood effect where a person’s risk of disease increases following the loss of a spouse. However, the cause of the widowhood effect remains debatable, as it can be difficult to separate the impact of lifestyle changes from biological changes in the individual following bereavement.

It is not possible to use laboratory mice to identify a causal biological mechanism, because they do not form long-term relationships with a single partner (pair bonds). However, several species of deer mouse form pair bonds, and suffer from anxiety and stress if these bonds are broken. Naderi et al. used these mice to study the widowhood effect on the risk of developing cancer.

First, Naderi et al. grew human lung cancer cells in blood serum taken from mice that were either in a pair bond or had been separated from their partner. The cancer cells grown in the blood of mice with disrupted pair bonds changed size and shape, indicating that these mice were more likely to develop cancer. This effect was not observed when the cells were grown in the blood of bonded deer mice or of another deer mouse species that does not form pair bonds. Naderi et al. also found that the activity of genes involved in the cancer cells’ ability to spread and to stick together was different in pair-bonded mice and in pair-separated mice.

Next, Naderi et al. implanted lung cancer cells into the deer mice to study their effects on live animals. When cancer cells from the deer mice were transplanted into laboratory mice with a weakened immune system, the cells taken from pair-bonded deer mice were less likely to grow than the cells from deer mice with disrupted pair bonds. This suggests that the protective effects of pair bonding persist even after removal from the original mouse.

These results provide evidence for a biological mechanism of the widowhood effect, where social experiences can alter gene activity relating to cancer growth. In the future, it will be important to determine whether the same applies to humans, and to find out if there are ways to mimic the effects of long-term bonds to improve cancer prognoses.

Introduction

While the psychosomatic impact of cancer in patients is extensively documented, the reciprocal effects of individuals’ social experiences in carcinogenesis receive limited attention. Both anecdotal and experiential evidence, and numerous epidemiological studies, strongly suggest that emotional factors can affect the development and progression of cancer, pointing to the sensitivity of cancer cells to signals associated with behavior, emotional state, and sociality. For example, the marital status modulates the likelihood for the development of fatal cancers, with unmarried, divorced, or widowed individuals exhibiting an increased chance of developing life-threatening disease and males being more susceptible than females to the protective effects of marriage (Aizer et al., 2013). The ‘widowhood effect’ provides an example at which in couples, after the loss of one partner, the surviving one exhibits an increased probability for the development of various fatal pathologies (Elwert and Christakis, 2008; Blanner et al., 2020; Sullivan and Fenelon, 2014; Bowling, 1987; Boyle et al., 2011). Notwithstanding that high variation in death causes has been documented, cancer is recognized as a common cause of mortality (Aizer et al., 2013; Elwert and Christakis, 2008; Blanner et al., 2020; Burgoa, 1998; Martikainen and Valkonen, 1996; Sex, 1973). Although both sexes are influenced by widowhood, males appear more sensitive than females to widowhood-associated death (Sullivan and Fenelon, 2014; Helsing et al., 1981).

Despite the information they provide, unavoidable changes in lifestyle habits in the bereaved partner at widowhood or between single and married patients complicate the epidemiological data interpretation. Several mechanisms connecting cancer to social interactions, mental state, and bereavement have been proposed. Laboratory mice of the genus Mus, despite their power in illuminating various aspects of tumorigenesis, remain of limited value in modeling the effects of pair bonding. It is estimated that in less than 10% of mammals, including humans, individuals form pair bonds that are based on mating (Kleiman, 1977; Lukas and Clutton-Brock, 2013; Scribner et al., 2020). Therefore, mice, by not developing long-term pair bonds, are not adequate in studying the effects of widowhood and pair-bond disruption (Chatzistamou et al., 2018; McDonald et al., 2005). Earlier studies in mice have shown that brain-derived signals linked to the reward system may impact tumorigenesis, whereas stress can stimulate metastases (Ben-Shaanan et al., 2018; Sloan et al., 2010). However, more complex behavioral traits involving social interactions in married couples or widowhood cannot be studied in mice. Peromyscus californicus is a monogamous species developing long-term, cohesive pair bonds that can influence various physiological responses (Havighorst et al., 2017; Perea-Rodriguez et al., 2015; Glasper and Devries, 2005; Wright et al., 2018). Upon cyclosporine-mediated immunosuppression, similarly with other rodents, P. californicus supports the growth of human cancers, providing a potentially informative animal model for the study of pair-bond disruption in tumorigenesis in vivo (Fingert et al., 1984; Kaza et al., 2018; Chatzistamou and Kiaris, 2016).

Results

Bonding history modulates the effects of sera in tumor spheroid formation

Initially, we asked if sera of P. californicus following the disruption of pair bonds affected the growth of cancer cells in vitro in a manner that depended on bonding history. We focused on the formation of tumor spheroids that are enriched in cells with cancer stem cell (CSC)-like properties, and their formation is known to reflect tumorigenic activity directly (Visvader and Lindeman, 2012; Ishiguro et al., 2017). Sera were obtained from 14 to 17 months old virgin, bonded for about 12 months, or bond-disrupted (after 12 months of bonding) at the periods indicated, male P. californicus, and the efficacy of spheroid formation by A549 human lung cancer cells was assessed. A pilot study indicated that sera obtained from animals 1 week after the disruption of pair bonds resulted in the formation of larger yet less compact spheroids, suggesting a significant impact of bond disruption in spheroid morphogenesis (Figure 1a). The results were confirmed and extended in a subsequent study that also included sera obtained 24 hr and 2 weeks after the disruption of pair bonds (Figure 1b). In this study, sera from 9 (B), 5 (BD, 24 hr), 5 (BD, 1 week), 4 (BD, 2 weeks), and 5 (virgin, V) different animals were used, and microsphere formation was evaluated in two biological replicas for each (n = 10 for BD [1 week], BD [24 hr], and V; n = 8 for BD [2 weeks] and n = 18 for B). For control media (CM) and plain serum-free media (PM), n = 4. As shown in Figure 1b, this activity was only marginal at 24 hr but was significant (p<0.05) 1 week and 2 weeks after the disruption of pair bonds, implying that the factors responsible accumulated in the sera after pair-bond disruption. As compared to virgins, sera from animals at bonding resulted in the formation of smaller spheroids, albeit insignificantly, which implies that bonding may also have some protective activity, beyond the pro-oncogenic activity of bond disruption (Figure 1b).

Figure 1 with 1 supplement see all
Download asset Open asset
Effects of pair bonding in the pro-oncogenic activity of sera.

(a) Representative microphotographs of tumor spheroids developed by A549 cells 3 days after cell seeding. Cells formed spheroids in the presence of sera from bonded (B), bond-disrupted animals (BD) 1 week after disruption, and virgin animals (V), and control media containing fetal bovine serum (FBS) (CM). Live (green) and dead cells (red) are indicated. Representative images of two independent experiments are shown. (b) Representative microphotographs of tumor spheroids developed by A549 cells on day 1, day 2, and day 3, after cell seeding. Cells formed spheroids in the presence of sera from bonded (B), bond-disrupted animals (BD) 24 hr, 1 week, and 2 weeks after disruption, and virgin animals (V), control media containing FBS (CM) or serum-free plain media (PM). The last column shows images at day three in higher magnification. Bars indicate 200 μM. (c) Scatter dot plots of data shown in (b), indicating the size of tumor spheroids at days 2 and 3 after seeding. Median and p-values are indicated. Sera from 9 (B), 5 (BD, 24 hr), 5 (BD, 1 week), 4 (BD, 2 weeks), and 5 (V) different animals were used and microsphere formation was evaluated in two biological replicas for each (n = 10 for BD [1 week], BD [24 hr] and V; n = 8 for BD [2 weeks] and n = 18 for B). For control media (CM) and plain serum-free media (PM), n = 4. For this experiment, sera from 14 to 17 months old mice that were used for the B and BD groups were bonded for about 1 year. Statistical analyses were performed by ANOVA.

Variation in spheroid size with sera obtained after bond disruption is due to the genetic diversity of donor animals and persists in different lung cancer cell lines

 The effects in spheroid size described above were obtained with sera from older animals (14–17 months old) that were bonded for at least 12 months. To test whether disruption of bonds in younger animals that were bonded for shorter time periods also produced similar effects, we conducted the following study: We exposed to sera of 8–10 months old animals that were either pair-bonded for 2 months or following 2 weeks of bond disruption after 2 months of bonding, a roster of lung cancer cell lines. For this experiment, 14 animals were used that represented seven sibling pairs with each sibling allocated either to the bonded or to the bond-disrupted group. Our results indicated that consistently, in the same sibling pair, an induction of microsphere size of similar magnitude was noted for all five cell lines tested, in four of seven pairs, while this effect was only marginal in the remaining three pairs (Figure 1—figure supplement 1). The variation in spheroid size was analogous to that recorded in the results described in Figure 1c. Thus, we conclude that even shorter periods of bonding are sufficient, and the consequences of its disruption can be recorded in sera from even younger animals. More importantly, it indicates that the variation of the effects is due to the diversity of the animals and not to the differential sensitivity of the cell lines used.

Persistent pro-oncogenic activity of bond disruption in vivo

The effects of pair bonding in spheroid formation prompted us to explore whether bond disruption also influences the efficacy of tumorigenesis in vivo. To that end, vasectomized male P. californicus were allowed to establish pair bonds for about 2 months with their female partners and then subjected to pair-bond disruption (n = 9) or were left with their partners (n = 11). Following immunosuppression by CsA animals were inoculated with A549 human lung cancer cells and tumorigenesis was monitored. Animals that did not possess bonding experiences before were used as controls (n = 8). Tumors grew originally in animals of all experimental groups and by day 15 measurable tumors were detected in 9 of 11 bonded, in 8 of 9 bond-disrupted and in 6 of 8 virgins (Figure 2a). At this point, tumors were modestly – albeit not statistically significantly – larger in the bond-disrupted animals and smaller in the group of virgins (Figure 2a). By day 25, the tumors persisted in both the bond-disrupted and bonded animals, at 89% (8 of 9) and 82% (9 of 11) rate, respectively, while in virgin animals, they were detectable only in 25% (2 of 8) of the animals (Figure 2b,c).

Figure 2
Download asset Open asset
Growth of A549 human lung cancers in P. californicus (IS stock) and bonding experience.

Vasectomized males were used in all studies. (a) Volume of measurable tumors at day 15 following cancer cell inoculation in the bonded (n = 9), bond-disrupted (n = 8), and virgin (n = 6) groups; out of the 11, 9 and 8 animals implanted originally with A549 cells. (b) Pie graphs indicating the percentage of animals bearing tumors at day 25. (c) Representative hematoxylin and eosin (H and E)-stained sections of P. californicus-grown tumors from bonded (upper panel), and bond-disrupted (lower panel) groups. (*) and (#) indicate necrotic areas and muscle invasion, respectively. (d) Tumor-free nude mice implanted with A549 tumor explants from bonded (n = 9) and bond-disrupted (n = 7) P. californicus. p-values (log-rank [Mantel–Cox] test) are shown. (e) H and E-stained sections of A549 tumors in nude mice derived from explants of A549 tumors from bonded, and bond-disrupted P. californicus. The morphology of A549 tumors from the direct inoculation of A549 cells in nude mice is shown (n). N is indicated in the text. B-IS, tumors growing in bonded P. californicus; BD-IS, tumors growing in bond-disrupted P. californicus; B-n, tumors that originally developed in bonded P. californicus and now growing in nude mice; BD-n, tumors that originally developed in bond-disrupted P. californicus and now growing in nude mice; n, tumors that developed in nude mice following injection of A549 cells.

In a follow-up study, we explored if differential pro-oncogenic activity persisted after growth in nude mice. Thus, tumors that were originally grown in P. californicus for at least 1 month (n = 9 for bonded and n = 7 for bond-disrupted) were re-transplanted in virgin nude mice (one nude mice for each original Peromyscus tumor), and tumorigenesis was recorded. As shown in Figure 2d, tumors from bonded P. californicus exhibited significantly (p=0.011) lower tumorigenicity in nude mice than those grown originally in the bond-disrupted animals, despite that histologically they remained indistinguishable (Figure 2e). In line with the tumor spheroid analyses, pair bonding produced persistent changes in tumors that suppressed their growth and endured even when bonding seized.

Effects of pair bonding in differential gene expression

The effects of bonding history in the profile of tumor growth in vivo, combined with the spheroid formation in vitro, imply the induction of transcriptional changes in the cancer cells in a manner that depends on bonding experience (Figure 3, Figure 3—figure supplements 1, 2 and 3). Initially, we focused on the expression of established CSC markers and genes regulating CSC potential, such as Oct-4, b-catenin, and CD-133 that have been identified previously in A549 cells (Chiou et al., 2010; Akunuru et al., 2012; Teng et al., 2010). The analysis was performed by semiquantitative RT-PCR in 2D cultures to eliminate the effects of the clonal selection of cells in the spheroids. Differential expression analysis did not reveal considerable differences between the bonding groups, either in cells cultured in vitro with sera from animals differing in bonding history or in vivo in tumors in nude mice or Peromyscus (Figure 3—figure supplement 1). However, unsupervised hierarchical clustering indicated that these CSC markers provided a signature that predicted a relatively high accuracy bonding history of the animals (Figure 3—figure supplement 1).

Figure 3 with 3 supplements see all
Download asset Open asset
RNAseq analysis of A549 cells cultured in the presence of sera from bonded (B), bond-disrupted (BD), or virgin (V) P. californicus.

(a) Bar graphs showing number of differentially expressed genes in each pairwise comparison group. (b ) Volcano plots showing differentially expressed genes between the B vs BD, and B vs V groups. (c) Venn Diagrams showing overlapping differentially expressed genes. The identity of genes is shown in the right. In the bonded group, mice were paired for 12 months. For the bond-disrupted group, we separated paired mice after 12 months of bonding, and collected the sera 1 week after bond disruption. For virgin mice, we collected sera from mice housed 3/cage.

This observation prompted us to perform RNA sequencing and analyze expression profiles at the whole transcriptome level in human A549 lung cancer cells in the presence of sera that had been isolated from monogamous male P. californicus that were virgin (V), bonded (B), or subjected to disruption of pair bonds (BD) after bonding (n = 6 samples/group). Controls (C) cultured in the presence of fetal bovine serum (FBS) were also included. Unsupervised hierarchical clustering (Vidman et al., 2019) indicated that the transcriptomes clustered well together according to the serum donors’ bonding history, except the virgin (V) group that exhibited the lowest discrimination (Figure 3—figure supplement 2). Differential gene expression analysis was performed as described before by using the iDEP platform (Ge et al., 2018). This analysis showed that the majority of differentially expressed genes were detected in the comparisons involving the FBS-treated cells (C), which suggests that the species origin of sera produces the most potent effects in gene expression and potentially masking the consequences of pair bonding in the regulation of the transcriptome (Figure 3—figure supplement 3). Thus, we repeated the analysis by excluding the specimens corresponding to FBS and restricted it only to the specimens that received Peromyscus sera (Figure 3). Seven genes were differentially expressed in each B vs BD and B vs V comparisons, while none were detected between the V and BD groups (Table 1). Thus, it seems that pair bonding produces more robust effects in the sera as compared to those of bond disruption. Among these genes, all of which were downregulated in the B group, five were common and included HES1, ZFP36, NR4A1, FGG, and SOCS3. Hes1 is a transcription factor that is downstream of Notch signaling, for which the pro-oncogenic activity in lung cancer has been established (Westhoff et al., 2009; Yuan et al., 2015). NR4A1 encodes for the orphan nuclear receptor A1 for which a strong association with unfavorable outcome in lung cancer has been shown and is involved in cancer cell migration (Zhu et al., 2017; Hedrick et al., 2018). SOCS3 is a suppressor of cytokine signaling and is a repressor of lung tumorigenesis (He et al., 2003; Lund and Rigby, 2006). FGG encodes for fibrinogen gamma chain that has been linked to enhanced invasion of lung and other cancer cells (Sahni et al., 2008; Zhang et al., 2019). The genes that were uniquely detected in the BD vs B groups comparison were FGA and FGB, which encode for fibrinogen A and B chains (Pieters and Wolberg, 2019), while in the V vs B comparison, the oncogene Jun that enhances lung cancer cell migration (Shimizu et al., 2008) and the connective tissue growth factor that at least in lung cancer, is associated with favorable prognosis (Chien et al., 2006; Chang et al., 2004). Pathway enrichment analysis indicated that processes associated with differentially expressed genes were linked to the regulation of cell migration and spread, or tissue morphogenesis (Table 2).

Table 1
Differentially expressed genes between the B, BD, and V groups.

Chromosomal location, fold change (log2), and adjusted p-value are indicated. Genes that are common in the B vs BD and V vs B comparisons are underlined.

SymbolChrlog2 fold changeAdj.pval
BD vs B
 FGG4q32.11.498.82e-04
 FGA4q31.31.378.82e-04
 FGB4q31.31.242.78e-03
 HES13q291.163.36e-06
 NR4A112q13.131.131.42e-09
 SOCS317q25.31.094.39e-10
 ZFP3619q13.21.021.77e-03
V vs B
 CTGF6q23.21.265.68e-02
 HES13q291.182.26e-06
 ZFP3619q13.21.169.80e-05
 NR4A112q13.131.123.41e-09
 FGG4q32.11.085.39e-02
 JUN1p32.11.043.36e-02
 SOCS317q25.31.043.54e-09
Table 2
Biological processes associated with the differentially expressed genes in B vs BD and V vs B groups (He et al., 2003).

The adjusted p-values are indicated.

Group comparisonAdj.pvalBiological process
BD vs B3.1e-06Positive regulation of substrate adhesion-dependent cell spreading
V vs B4.9e-04Blood vessel development
5.3e-04Positive regulation of intracellular signal transduction
5.3e-04Anatomical structure morphogenesis
5.3e-04Regulation of cellular protein metabolic process
5.3e-04Negative regulation of apoptotic process
5.3e-04Positive regulation of cell differentiation
5.3e-04Regulation of epithelial cell proliferation

Monogamous and not polygamous Peromyscus are sensitive to the effects of bond disruption in spheroid formation

The findings on P. californicus prompted us to explore whether other Peromyscus species are also sensitive to the effects of the disruption of pair bonds. Thus, we compared the effects of sera from bonded or bond-disrupted polygamous P. maniculatus and monogamous Peromyscus polionotus, in the size and shape of A549 tumor spheroids. As shown in Figure 4, the disruption of pair bonds altered spheroid morphology in the monogamous, but not in the polygamous species. The intensity of this effect was variable among the animals tested and was recorded in at least 6 of 12 male P. polionotus but none of P. maniculatus (n = 12) tested (p=0.005, chi-square test; Figure 4—figure supplement 1). Contrary to P. californicus though, at which pair-bond disruption enhanced spheroid size, in P. polionotus the primary effect was seen in the spheroids’ shape: Spheroids that formed in the presence of P. polionotus sera obtained after the disruption of pair bonds had scattered morphology, as opposed to the spheroids from P. maniculatus sera at bonding and bond disruption and those of P. polionotus at bonding that were smooth-edged. In some instances (about 25% of animals), this scattered phenotype was also noted in P. polionotus sera obtained at bonding (Figure 4—figure supplement 1). Whether this difference represents the actual phenotypic difference between the two species or is due to methodological changes in the state of the cells and donor animals remains to be established. In addition, it may reflect the same effect (cell dispersion followed by proliferation) but recorded at different stages during the formation of the spheroids. It is also noted, that the monogamous behavior in Peromyscus has developed independently during the evolution of P. polionotus and P. californicus, and thus alternative signaling ques may have been engaged in altering the consequences of bond disruption in spheroid formation (Jašarević et al., 2013). To that end, the signaling cascades influencing spheroid size and shape may be distinct for the two species; nevertheless, the effects of pair-bond disruption persist.

Figure 4 with 1 supplement see all
Download asset Open asset
Tumor spheroids with sera from P. polionotus and P. maniculatus.

Morphology of tumor spheroids formed after 2, 3, and 7 days in culture with sera isolated from monogamous P. polionotus and polygamous P. maniculatus. In 6 of 12 P. polionotus but none of 12 P. maniculatus enhanced dispersion was noted at bond disruption. For the experiment, sera were obtained from the same animal at bonding for 12 months and after 1 week following bond disruption. Bond-disrupted animals were housed independently after separation from females. BW B, P. maniculatus bonded; BW BD, P. maniculatus bond-disrupted; PO B, P. polionotus bonded; PO BD, P. polionotus bond disrupted.

Discussion

The present findings exemplify the role of the context – in its wider sense – in cancer progression and underscore the significance of psychosomatic factors as modulators of cancer growth. Using a behaviorally relevant animal model, our results highlight the biological basis of the ‘widowhood effects’ and suggest that it operates as a tumor-promoting factor, beyond lifestyle changes. Our conclusions are based on the recorded effects of pair bonding in three major phenotypic characteristics of the cancer cells. Those included tumor spheroid formation established in the presence of sera from bond-disrupted animals, the expression profile of the cancer cells in vitro and in vivo that depended on the bonding history of serum donors and tumor hosts, respectively, and ultimately their tumorigenicity in the nude mice. The use of sera from outbred, genetically diverse rodents, allowed us to obtain evidence that this effect varies among individuals but persists across different lung cancer cells. This observation might be of relevance to the study of human populations that are genetically diverse and their responses to the same stimuli may be variable.

In our animal model, cancer cells were implanted in tumor-free animals and the kinetics of tumorigenesis was affected by the animals’ bonding history. Whether pair bonding and disruption can also influence tumor initiation will have to be established, nevertheless, the fact that most cancers are slow-growing in patients is consistent with the effects of widowhood in influencing the progression, as opposed to the initiation of the disease. Yet, by using the in vivo experiments immunocompromised animals (nude mice and cyclosporine administration), our study suffers from the absence of integration of immune responses that may be especially relevant to widowhood-associated stress.

An unexpected finding was the loss of the tumors in the virgin animals as opposed to the majority of the bonded and bond-disrupted that retained them (Figure 2b). A possible explanation is probably related to the differential effectiveness of immunosuppression by cyclosporine. Especially during the initial period after cancer cell inoculation, cyclosporine may have caused more potently immunosuppression in the animals that had been subjected to bonding, due to the concomitant anti-inflammatory action of oxytocin, a neurohormone with essential role in the establishment of social interactions and pair bonding (Lutgendorf et al., 2005; Fagundes et al., 2011; Fuligni et al., 2009; Yuan et al., 2016; Carter and Perkeybile, 2018). It is noted though that the high difference in the tumorigenicity between virgins and the bonded or bond-disrupted animals, renders differential immune suppression unlikely as the sole contributor for this discrepancy.

Differential analysis of gene expression showed that sera from animals at bonding enriched for genes regulating cell migration and spreading, and tissue morphogenesis, features that are consistent with the recorded changes in spheroid morphology. Although for several of the differentially expressed genes, their downregulation, which was seen in the bonded group, was associated with a favorable prognosis, in some cases, it was not. For example, SOCS3 was downregulated in the bonding group, yet it is a tumor suppressor for lung and other cancers (He et al., 2003; Lund and Rigby, 2006), which may reflect responses related to oxytocin signaling during bonding (Matarazzo et al., 2012).

Beyond its effects in the expression of individual genes, the impact of bonding history in transcription was more clearly reflected in the similarity recorded in the transcriptomic profiles of cells cultured in sera from animals with similar bonding experiences. This was especially pertinent to the bonded and bond-disrupted groups. An intriguing possibility is that this is indicative for the lowest rigidity in the transcriptomic profile induced by the serum of virgin animals, as opposed to the changes triggered by the sera of bonded and of bond-disrupted animals that remained more robust.

Collectively, the results provide a mechanistic foundation for the widowhood effect and suggest that the individuals’ social, and especially bonding experiences, modify the transcriptome of lung tumors modulating oncogenic activity. As such, they advocate that cancers at widowhood represent a distinct pathological entity that may deserve targeted therapeutic strategies, which should take into consideration social interactions. Thus, preventive measures could be developed to mitigate such pro-oncogenic effects in individuals at bereavement. Whether these findings do occur and at which extent in other monogamous species, including humans, and whether they are applicable to other cancers as well as other pathologies beyond malignancy, remains to be explored. Finally, the present results also raise some concerns regarding the use of conventional animal models and their ability to accurately capture the whole spectrum of the tumorigenic process and the associated host-derived factors.

Materials and methods

Animal studies

Request a detailed protocol

Genetically diverse male P. californicus (stock IS), P. polionotus (PO stock), and P. maniculatus (BW stock) were obtained from the Peromyscus Genetic Stock Center (Columbia, SC) (RRID:SCR_002769). Mice were all 14–17 months old and were divided into three experimental groups: bonded, bond-disrupted, and virgin. For the tumor inoculation studies, in the bonded group, mice were paired for at least 2 months before the study began and remained paired until the end of the study. In the bond-disrupted group, mice were paired 2 months before the study started, and immediately after cancer cells injection, they were separated. In the virgin group, mice were kept individually 2 months before the study began. Vasectomy was performed to prevent pregnancy during the study. Some siblings were used and were distributed randomly in different experimental groups as described in the legend of Figure 1—figure supplement 1. Nude mice (male, 6–8 weeks old) were obtained from Charles River Laboratories (Boston, MA) and were housed in groups of 4–5. For serum collection used in the RNAseq studies and spheroid formation, for the bonded group, mice were paired for about 12 months. For the bond-disrupted group, we separated paired mice after 12 months of bonding and collected the sera 1 week after bond disruption. For virgin mice, we collected sera from mice housed 3/cage. Sera were obtained by retro-orbital bleeding before and after bond disruption at the indicated times. Animal studies were approved by the University of South Carolina IACUC (Protocol # 2473-101464-102319).

Cell lines

Request a detailed protocol

A549 human non-small cell lung adenocarcinoma cells were originally obtained from ATCC (Manassas, VA) and thereafter maintained in freezing media (60% Dulbecco’s modified Eagle medium [DMEM], 30% FBS, 10% dimethyl sulfoxide). Most recently, cells were validated by STR typing (Biosynthesis, Lewisville, TX) just after completion of experiments. Human H1703 squamous, H596 adenosquamous, H358 bronchioalveolar, and H292 mucoepidermoid lung cancer cells were obtained prior to their use from ATCC (Manassas, VA) and cultured for three passages at ATCC-recommended media prior to the performance of the spheroid assays. Cells were tested negative for mycoplasma contamination.

Tumor inoculation

Request a detailed protocol

To cause immunosuppression in P. californicus and overcome xenograft rejection, animals were treated daily with 100 mg/kg cyclosporine A (in 90% olive oil and 10% EtOH) s.c. starting 1 day before the implantation of cancer cells, for 2 weeks, and then every other day for the whole duration of the study (Perea-Rodriguez et al., 2015). For cancer cell inoculation, (5 × 106) cells were injected subcutaneously into the right flank of mice in a total volume of 100 μl phosphate-buffered solution (PBS). Tumor volumes were assessed by using the following formula: (width)2 × length/2. All experiments were approved by the Institutional Animal Care and Use Committee of the University of South Carolina (approval no. 101464). For re-transplantation in nude mice, tumors were harvested from P. californicus, mechanically minced at pieces of 5–10 mm3, and were implanted into the right flank of nude mice using a trocar needle. Mice were followed up each week until 4 months.

Histology

Request a detailed protocol

Tumor was fixed in 4% neutral buffered formalin and subsequently embedded in paraffin. Sections were stained with hematoxylin and eosin for histological assessment. Where available, a part of the tumor was snap-frozen on dry ice and stored at −80°C, for RNA extraction. Images were obtained by a Leica optical microscope.

Tumor spheroid formation

Request a detailed protocol

Lung cancer cells were seeded into 96-well spheroid microplates (Corning Cat. No. 4515) at 2 × 103 cells/well in 100 μl of DMEM+5% FBS+5% serum of each mouse. The age of the mice, their bonding group, and the period of bonding are described in the text and corresponding figure legends. The plate was incubated at 37°C, 5% CO2. Images were taken using an inverted microscope at 4× magnification each day until 3 days and analyzed using NIH ImageJ software to assess microsphere areas and volumes. The studies were repeated independently at least twice, and similar results were obtained. For the assessment of the spheroids that formed with P. polionotus sera, ‘scattered’ phenotype was scored when at least two outgrowths formed distal from the main spheroid.

Cell viability assay

Request a detailed protocol

Spheroid cell viability was assayed using the LIVE/DEAD Viability/Cytotoxicity Kit (Cat. No. L3224). After 3 days of spheroid culture, wells were rinsed two times with an 80 percent-volume change of media with D-PBS. EthD-1 (12 μM) and calcein AM (4 μM) were added to the wells, and the cells were incubated in the dark for 30–45 min to avoid the photodynamic effect. Images were taken using a fluorescence microscope; live cells fluoresce green, whereas dead cells fluoresce red. Data were analyzed using ImageJ image analysis software.

Quantitative real-time PCR analysis and RNA sequencing

Request a detailed protocol

Total RNA from cell and tumor tissues were isolated using the Qiagen RNeasy Mini Kit. Equal quantities of RNA were used for making cDNA using iScript cDNA synthesis kits (Bio-Rad) according to the supplier’s protocol on a T100 thermal cycler (Bio-Rad). Human-specific primers for CSC-related genes: OCT4, β-catenin, and CD133 were designed using Primer3 and Primer BLAST. Quantitative real-time PCR was performed using the Bio-Rad Real-Time PCR detection system and iTaq Universal SYBR Green Supermix (Bio-Rad) according to the manufacturer’s instructions. Amounts of target genes mRNA were normalized to a reference gene GAPDH and were expressed as arbitrary units. The oligonucleotides used for qPCR amplification were as follows: Oct-4: GAAGGATGTGGTCCGAGTGT (left) and GTGAAGTGAGGGCTCCCATA (right); b-catenin: GAAACGGCTTTCAGTTGAGC (left) and CTGGCCATATCCACCAGAGT (right); CD-133: TTGTGGCAAATCACCAGGTA (left) and TCAGATCTGTGAACGCCTTG (right); GAPDH: CCATCACCATCTTCCAGGAGCG (left) and AGAGATGATGACCCTTTTGGC (right). Hierarchical clustering analysis and presentation of expression data were performed using the Morpheus analysis software (https://software.broadinstitute.org/morpheus). For the analysis, raw cpm values were either used or transformed by using the formula Log2 (1 + raw values), as described in the text. RNA sequencing was performed as described (Chavez et al., 2020). RNAseq data were deposited to NCBI (GSE167827). Differential analysis of gene expression and enrichment pathway analysis were performed by using the iDEP platform (He et al., 2003).

Statistical analysis

Request a detailed protocol

The data are presented as mean ± SEM. Statistical analysis was performed by paired t-test, chi-square test, ANOVA, or log-rank (Mantel–Cox) test as indicated in the figure legends and text. Results were considered significant when p≤0.05. All graphs were generated using GraphPad Prism software (version 8).

Data availability

Peromyscus animals are available from the Peromyscus Genetic Stock Center.

The following data sets were generated
    1. Naderi A
    2. Ji H
    3. Shtutman M
    4. Kiaris H
    (2021) NCBI Gene Expression Omnibus
    ID GSE167827. Whole Transcriptome RNA-seq from A549 cells exposed to P. californicus serum.
    https://www.ncbi.nlm.nih.gov/geo/query/acc.cgi?acc=GSE167827

References

    1. Kleiman DG
    (1977) Monogamy in mammals
    The Quarterly Review of Biology 52:39–69.
    https://doi.org/10.1086/409721
    1. McDonald PG
    2. Antoni MH
    3. Lutgendorf SK
    4. Cole SW
    5. Dhabhar FS
    6. Sephton SE
    7. Stefanek M
    8. Sood AK
    (2005)
    A biobehavioral perspective of tumor biology
    Discovery Medicine 5:520–526.
    1. Sullivan AR
    2. Fenelon A
    (2014) Patterns of widowhood mortality
    The Journals of Gerontology Series B: Psychological Sciences and Social Sciences 69:53–62.
    https://doi.org/10.1093/geronb/gbt079

Article and author information

Author details

  1. Asieh Naderi

    Department of Drug Discovery and Biomedical Sciences, College of Pharmacy, University of South Carolina, Columbia, United States
    Contribution
    Data curation, Formal analysis, Investigation, Methodology, Writing - original draft, Writing - review and editing
    Competing interests
    No competing interests declared
    ORCID icon "This ORCID iD identifies the author of this article:" 0000-0001-9911-5841

  2. Elham Soltanmaohammadi

    Department of Drug Discovery and Biomedical Sciences, College of Pharmacy, University of South Carolina, Columbia, United States
    Contribution
    Data curation, Investigation, Writing - review and editing
    Competing interests
    No competing interests declared

  3. Vimala Kaza

    Peromyscus Genetic Stock Center, University of South Carolina, Columbia, United States
    Contribution
    Resources, Investigation, Writing - review and editing
    Competing interests
    No competing interests declared

  4. Shayne Barlow

    Department of Physiology, Pharmacology, and Neuroscience, School of Medicine and Department of Laboratory Animal Resources, University of South Carolina, Columbia, United States
    Contribution
    Investigation, Writing - review and editing
    Competing interests
    No competing interests declared

  5. Ioulia Chatzistamou

    Department of Pathology, Microbiology and Immunology, School of Medicine, University of South Carolina, Columbia, United States
    Contribution
    Conceptualization, Investigation, Writing - review and editing
    Competing interests
    No competing interests declared

  6. Hippokratis Kiaris

    1. Department of Drug Discovery and Biomedical Sciences, College of Pharmacy, University of South Carolina, Columbia, United States
    2. Peromyscus Genetic Stock Center, University of South Carolina, Columbia, United States
    Contribution
    Conceptualization, Formal analysis, Supervision, Funding acquisition, Writing - original draft, Project administration, Writing - review and editing
    For correspondence
    kiarish@cop.sc.edu
    Competing interests
    No competing interests declared
    ORCID icon "This ORCID iD identifies the author of this article:" 0000-0002-8999-8289

Funding

National Science Foundation (OIA-1736150)

  • Hippokratis Kiaris

The funders had no role in study design, data collection and interpretation, or the decision to submit the work for publication.

Acknowledgements

The results shown here are in part based upon data generated by the TCGA Research Network: https://www.cancer.gov/tcga. We thank Hao Ji and Dr Michael Shtutman form the UofSC Functional Genomics Core for the RNA sequencing analysis and Dr Vitali Sikirzhytski for help with fluorescent imaging. This study was supported by NSF (Award Number: OIA1736150).

Ethics

Animal experimentation: University of South Carolina IACUC (Protocol # 2473-101464-102319).

Copyright

© 2021, Naderi et al.

This article is distributed under the terms of the Creative Commons Attribution License, which permits unrestricted use and redistribution provided that the original author and source are credited.

Metrics

  • 2,052
    views
  • 125
    downloads
  • 6
    citations

Views, downloads and citations are aggregated across all versions of this paper published by eLife.

Download links

A two-part list of links to download the article, or parts of the article, in various formats.

Downloads (link to download the article as PDF)

Open citations (links to open the citations from this article in various online reference manager services)

Cite this article (links to download the citations from this article in formats compatible with various reference manager tools)

  1. Asieh Naderi
  2. Elham Soltanmaohammadi
  3. Vimala Kaza
  4. Shayne Barlow
  5. Ioulia Chatzistamou
  6. Hippokratis Kiaris
(2021)
Persistent effects of pair bonding in lung cancer cell growth in monogamous Peromyscus californicus
eLife 10:e64711.
https://doi.org/10.7554/eLife.64711

Share this article

https://doi.org/10.7554/eLife.64711

Categories and tags

Further reading

  1. Listen to Hippokratis Kiaris explain how losing a long-term partner can promote cancer growth in mice.

    Podcast

    Bereaved deer mice are more susceptible to cancers

    1. Cancer Biology
    2. Computational and Systems Biology

    Luminal epithelial cells integrate variable responses to aging into stereotypical changes that underlie breast cancer susceptibility

    Rosalyn W Sayaman, Masaru Miyano ... Mark LaBarge
    Research Article

    Effects from aging in single cells are heterogenous, whereas at the organ- and tissue-levels aging phenotypes tend to appear as stereotypical changes. The mammary epithelium is a bilayer of two major phenotypically and functionally distinct cell lineages: luminal epithelial and myoepithelial cells. Mammary luminal epithelia exhibit substantial stereotypical changes with age that merit attention because these cells are the putative cells-of-origin for breast cancers. We hypothesize that effects from aging that impinge upon maintenance of lineage fidelity increase susceptibility to cancer initiation. We generated and analyzed transcriptomes from primary luminal epithelial and myoepithelial cells from younger <30 (y)ears old and older >55y women. In addition to age-dependent directional changes in gene expression, we observed increased transcriptional variance with age that contributed to genome-wide loss of lineage fidelity. Age-dependent variant responses were common to both lineages, whereas directional changes were almost exclusively detected in luminal epithelia and involved altered regulation of chromatin and genome organizers such as SATB1. Epithelial expression of gap junction protein GJB6 increased with age, and modulation of GJB6 expression in heterochronous co-cultures revealed that it provided a communication conduit from myoepithelial cells that drove directional change in luminal cells. Age-dependent luminal transcriptomes comprised a prominent signal that could be detected in bulk tissue during aging and transition into cancers. A machine learning classifier based on luminal-specific aging distinguished normal from cancer tissue and was highly predictive of breast cancer subtype. We speculate that luminal epithelia are the ultimate site of integration of the variant responses to aging in their surrounding tissue, and that their emergent phenotype both endows cells with the ability to become cancer-cells-of-origin and represents a biosensor that presages cancer susceptibility.

    1. Cancer Biology

    Metastasis of colon cancer requires Dickkopf-2 to generate cancer cells with Paneth cell properties

    Jae Hun Shin, Jooyoung Park ... Alfred LM Bothwell
    Research Article

    Metastasis is the leading cause of cancer-related mortality. Paneth cells provide stem cell niche factors in homeostatic conditions, but the underlying mechanisms of cancer stem cell niche development are unclear. Here, we report that Dickkopf-2 (DKK2) is essential for the generation of cancer cells with Paneth cell properties during colon cancer metastasis. Splenic injection of Dkk2 knockout (KO) cancer organoids into C57BL/6 mice resulted in a significant reduction of liver metastases. Transcriptome analysis showed reduction of Paneth cell markers such as lysozymes in KO organoids. Single-cell RNA sequencing analyses of murine metastasized colon cancer cells and patient samples identified the presence of lysozyme positive cells with Paneth cell properties including enhanced glycolysis. Further analyses of transcriptome and chromatin accessibility suggested hepatocyte nuclear factor 4 alpha (HNF4A) as a downstream target of DKK2. Chromatin immunoprecipitation followed by sequencing analysis revealed that HNF4A binds to the promoter region of Sox9, a well-known transcription factor for Paneth cell differentiation. In the liver metastatic foci, DKK2 knockout rescued HNF4A protein levels followed by reduction of lysozyme positive cancer cells. Taken together, DKK2-mediated reduction of HNF4A protein promotes the generation of lysozyme positive cancer cells with Paneth cell properties in the metastasized colon cancers.