Tspan5 influences serotonin and kynurenine: pharmacogenomic mechanisms related to alcohol use disorder and acamprosate treatment response
Tspan5 influences serotonin and kynurenine: pharmacogenomic mechanisms related to alcohol use disorder and acamprosate treatment response"
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ABSTRACT We previously reported that SNPs near _TSPAN5_ were associated with plasma serotonin (5-HT) concentrations which were themselves associated with selective serotonin reuptake
inhibitor treatment outcomes in patients with major depressive disorder (MDD). _TSPAN5_ SNPs were also associated with alcohol consumption and alcohol use disorder (AUD) risk. The present
study was designed to explore the biological function of _TSPAN5_ with a focus on 5-HT and kynurenine concentrations in the tryptophan pathway. Ethanol treatment resulted in decreased 5-HT
concentrations in human induced pluripotent stem cell (iPSC)-derived neuron culture media, and the downregulation of gene expression of _TSPAN5_, _DDC, MAOA, MAOB, TPH1_, and _TPH2_ in those
cells. Strikingly, similar observations were made when the cells were treated with acamprosate—an FDA approved drug for AUD therapy. These results were replicated in iPSC-derived
astrocytes. Furthermore, TSPAN5 interacted physically with proteins related to clathrin and other vesicle-related proteins, raising the possibility that _TSPAN5_ might play a role in
vesicular function in addition to regulating expression of genes associated with 5-HT biosynthesis and metabolism. Downregulation of _TSPAN5_ expression by ethanol or acamprosate treatment
was also associated with decreased concentrations of kynurenine, a major metabolite of tryptophan that plays a role in neuroinflammation. Knockdown of TSPAN5 also influenced the expression
of genes associated with interferon signaling pathways. Finally, we determined that _TSPAN5_ SNPs were associated with acamprosate treatment outcomes in AUD patients. In conclusion, _TSPAN5_
can modulate the concentrations of 5-HT and kynurenine. Our data also highlight a potentially novel pharmacogenomic mechanism related to response to acamprosate. SIMILAR CONTENT BEING
VIEWED BY OTHERS ERICH3: VESICULAR ASSOCIATION AND ANTIDEPRESSANT TREATMENT RESPONSE Article Open access 23 November 2020 TRICYCLIC AND TETRACYCLIC ANTIDEPRESSANTS UPREGULATE VMAT2 ACTIVITY
AND RESCUE DISEASE-CAUSING VMAT2 VARIANTS Article Open access 26 July 2024 G PROTEIN-BIASED LPAR1 AGONISM OF PROTOTYPIC ANTIDEPRESSANTS: IMPLICATION IN THE IDENTIFICATION OF NOVEL
THERAPEUTIC TARGET FOR DEPRESSION Article Open access 06 September 2023 INTRODUCTION We previously reported that _TSPAN5_ eQTL SNPs on chromosome 4 were associated with variation in plasma
serotonin (5-HT) concentrations which were themselves correlated with selective serotonin reuptake inhibitor treatment outcomes in patients with major depressive disorder (MDD) [1]. We also
reported that knockdown of TSPAN5 resulted in the downregulation of genes involved in both 5-HT biosynthesis and metabolism [1]. It should be pointed out that depression is the most common
psychiatric co-morbidity among AUD patients [2,3,4]. A recent genome-wide association study (GWAS) of alcohol consumption in UK Biobank participants identified a series of genome-wide
significant variants on chromosome 4 [5]. Strikingly, several of those SNPs (rs3114045, rs193099203 and rs9991733) are _trans_-eQTLs in the brain for _TSPAN5_ which maps to chromosome 4.
When the UK Biobank study results were stratified by sex, the rs114026228 SNP in _TSPAN5_ (_p_ = 3.60E−13) was the top signal associated with alcohol consumption in men [5]. In addition, a
recent GWAS meta-analysis demonstrated that _TSPAN5_ SNPs were associated with alcohol use disorder (AUD) risk in an African–American population [2]. It should also be pointed out that the
_TSPAN5_ rs11947402 SNP which was originnally identified from our GWAS for baseline plasma 5-HT concentrations in MDD patients was also associated with AUD risk (_p_ = 0.017) in that same
AUD GWAS meta-analysis [2, 6]. As a result of this growing body of evidence that TSPAN5 may play a role in both MDD and AUD risk, the present study was designed to explore the biological
function of _TSPAN5_ with a focus on the tryptophan pathway using human iPSC-derived CNS cells exposed to either ethanol (EtOH) or acamprosate—an FDA approved medication for the treatment of
AUD [7]. The significance of the present study results from this expanding body of molecular genomic data with regard to TSPAN5, from the societal importance of AUD, from the possibility of
more highly individualized treatment for AUD, and from the fact that the results of the studies described subsequently suggest novel genetic mechanisms that might influence individual
variation in acamprosate response in AUD patients [8,9,10]. _TSPAN5_ is one of the 33 members of the tetraspanin gene family [11]. _TSPAN5_ is widely expressed in the brain based on the GTEx
database [12]. However, the possible functional role of _TSPAN5_ in AUD is unknown. Since our previous report demonstrated that _TSPAN5_ is associated with plasma concentrations of 5-HT—a
metabolite of tryptophan—the present study places a focus on the impact of _TSPAN5_ on the tryptophan metabolic pathway, one branch of which leads to the formation of 5-HT, with the other
main branch resulting in the formation of kynurenine (Fig. 1a). During our previous MDD study we found that kynurenine was, among the metabolites assayed, the most highly associated with
severity of depression symptoms [1]. In an attempt to understand the possible roles of _TSPAN5_, EtOH and acamprosate in the regulation of 5-HT biosynthesis and metabolism, we first
demonstrated that both EtOH and acamprosate decreased 5-HT in the culture medium of iPSC-derived forebrain neurons and astrocytes. In parallel we demonstrated that TSPAN5 expression was also
down-regulated in the presence of EtOH or acamprosate. We also demonstrated that _TSPAN5_ could regulate both kynurenine concentrations and the expression of a series of genes associated
with interferon (IFN) related pathways. Those experiments were followed by a series of functional genomic studies using astrocytes and microglia which showed that _TSPAN5_ might have a role
in CNS immune response. Finally, we found that several SNPs that are _cis_-eQTLs for _TSPAN5_ were associated with acamprosate treatment outcomes in patients with AUD. In summary, the
present study greatly extends our original observations with regard to _TSPAN5_ and plasma 5-HT regulation [1], and serves to highlight a novel pharmacogenomic mechanism related to
acamprosate treatment response by which _TSPAN5_ can modulate and influence major metabolites of tryptophan and the CNS immune response—both of which have been implicated in neuropsychiatric
disorders, including AUD [13]. Taken together, these observations serve to emphasize the possible importance of _TSPAN5_ in acamprosate treatment response. As a result, they have expanded
and broadened our understanding of acamprosate’s mechanism of action. METHODS AND MATERIALS SUBJECTS The Mayo Clinic Center for the Individualized Treatment of Alcoholism recruited 442 AUD
subjects with associated clinical data, and DNA samples were obtained for genotyping [14,15,16]. Specifically, 305 European-American subjects included in this study had acamprosate treatment
outcomes available, i.e. abstinence length during acamprosate therapy [17]. In addition, induced pluripotent stem cells (iPSCs) were generated from five healthy subjects from the Mayo
Clinic Biobank. All subjects provided written informed consent for their participation in these studies. The protocol for this study was reviewed and approved by the Mayo Clinic
Institutional Review Board (reference number: 10-006845). See Supplementary text for details. GENERATION OF PATIENT-DERIVED IPSCS, AND GLIAL AND NEURONAL CELLS DIFFERENTIATION Fibroblasts
from skin biopsies for all subjects were utilized for iPSC reprogramming using the CytoTune™-iPS 2.0 Sendai Reprogramming Kit (A16517, Thermo Fisher, USA). Patient-derived iPSCs were
characterized as previously described [18, 19]. Those iPSCs were then differentiated into astrocytes and forebrain neurons as previously described [20]. Cells were then treated with various
concentrations of EtOH or acamprosate within the range of concentrations observed in patients drinking EtOH or patients treated with acamprosate observed during acamprosate treatment of
patients with AUD, respectively [21]. See Supplementary text for details. RNA SEQUENCING AND FUNCTIONAL GENOMIC STUDIES RNA-seq was performed by GENEWIZ using an Illumina HiSeq 4000
platform. Fastq files containing paired RNASeq reads were aligned with STAR [22] against the UCSC human reference genome (hg19) using Bowtie 2.2.3 with default settings [23]. Gene level
counts from uniquely mapped, non-discordant read pairs were obtained using the subRead featureCounts program (v1.4.6) [24] and gene models from the UCSC hg19 Illumina iGenomes annotation
package. Differential expression analysis was performed using the DESeq2 package with default parameters [25]. Gene set enrichment analysis (GSEA) software was used for pathway analysis [26,
27]. Real time PCR was used for validation and primer sets for real time PCR are listed in Supplementary Table 1. We performed functional genomic studies including high-performance liquid
chromatography, immunofluorescence staining and confocal imaging analysis, mass spectrometry, Western blot analysis, TSPAN5 siRNA knockdown and CRISPR/cas9 knockout studies. See the
Supplementary text for details. RESULTS _TSPAN5_ IS AN ALCOHOL RESPONSIVE GENE As a first step, we set out to determine the possible effect of EtOH on TSPAN5 expression and concentrations of
5-HT—one of the metabolites of tryptophan (Fig. 1a) —using iPSC-derived forebrain neurons. TSPAN5 expression was significantly down-regulated in iPSC-derived forebrain neurons after EtOH
(25 mM) exposure that is considered physiologically relevant, with 25 mM EtOH being slightly higher than the 0.08% blood alcohol concentration (BAC) required to be legally intoxicated in
most states in the United State [28] (Fig. 1b). In parallel, 5-HT concentrations in the culture media decreased substantially after EtOH exposure (Fig. 1c). We also observed that the
downregulation of TSPAN5 by EtOH was associated with decreased mRNA expression of _DDC_, _TPH1_, _TPH2, MAOA_, and _MAOB_, all of which play roles in 5-HT biosynthesis and metabolism (Fig.
1d). In followup of this observation, siRNA knockdown studies were performed using four independent TSPAN5 siRNAs as well as one pooled siRNA (Dharmacon Chicago, IL, USA). The results for
all of those experiments were consistent. Specifically, knockdown of TSPAN5 in iPSC-derived neurons to 5% of its baseline significantly decreased 5-HT concentrations in the culture media
(Fig. 1e, f), with associated downregulation of the expression of _DDC_, _TPH1_, _TPH2, MAOA_, _MAOB_ (Fig. 1g), consistent with our previous report that used a neuroblastoma cell line,
SK-N-BE(2) [1]. Use of that neuroblastoma cell line also made it possible for us to optimize treatment conditions for our subsequent functional genomic studies, which would have been
impractical using iPSC-derived neurons due to their high cost and the length of time required for their differentiation (see Supplementary Fig. 1). ACAMPROSATE MODULATES TSPAN5 EXPRESSION
AND 5-HT CONCENTRATIONS The next series of experiments was performed to determine whether acamprosate, an FDA approved drug for the treatment of AUD, might also influence TSPAN5 expression
and 5-HT concentrations in iPSC-derived neuron culture medium. The concentrations of acamprosate used to perform those experiments were selected to fall within the range of blood drug
concentrations observed during acamprosate therapy of patients with AUD [21]. Strikingly, TSPAN5 expression in iPSC-derived forebrain neurons was also down-regulated in the presence of
acamprosate (Fig. 1h). In parallel, 5-HT concentrations in the neuron culture medium also decreased significantly (Fig. 1i). Even more striking, and somewhat surprisingly, we observed that
expression of the genes associated with monoamine neurotransmitter biosynthesis and metabolism shown in Fig. 1d, g was also down-regulated in response to acamprosate treatment (Fig. 1j).
_TSPAN5_ BIOLOGICAL FUNCTION IN IPSC-DERIVED ASTROCYTES Having determined the effect of EtOH and acamprosate on forebrain neurons, we next determined the effect of EtOH and acamprosate on
iPSC-derived astrocytes. TSPAN5 expression also decreased significantly in response to EtOH treatment of iPSC-derived astrocytes (Fig. 2a). Consistently, 5-HT concentrations were also
significantly decreased in iPSC-derived astrocyte culture medium in the presence of EtOH (Fig. 2b). Similar results were observed when cells were treated with acamprosate (Fig. 2c, d). In
addition, knockdown of TSPAN5 in iPSC-derived astrocytes significantly decreased 5-HT concentrations in the culture medium (Fig. 2e, f). We should point out that iPSC-derived astrocyte
cultures displayed about 10-fold higher concentrations of 5HT than did the neurons, as shown in Fig. 1. That is because the cell numbers used to perform assays for the iPSC-derived
astrocytes were at least 10 times higher than for the iPSC-derived neurons, as described in the figure legend. It was not practically possible to use higher numbers of iPSC-derived neurons
as a result of their high cost and the length of time required for their differentiation. It should also be emphasized that, unlike iPSC-derived neurons, iPSC-derived astrocytes can be
expanded for functional studies that require a larger number of cells. Using the required larger number of cells, we next performed TSPAN5 pulldown studies with iPSC-derived astrocytes for
mass spectrometric identification of the proteins “pulled down” and identified a series of proteins that included clathrin heavy chain and other neurotransmitter vesicle-related proteins
including AP2M1, AP3M1, VAMP7 and VPS29, all of which interacted physically with TSPAN5, (Supplementary Table 2). These observations suggested that _TSPAN5_ might play roles in both the
regulation of 5-HT biosynthesis and metabolism (see Fig. 1 and Fig. 2) as well as in vesicular function. TSPAN5 INFLUENCES KYNURENINE We next set out to determine whether TSPAN5 might
influence kynurenine concentrations (Fig. 1a) just as it did for another major tryptophan pathway metabolite, 5-HT, and whether TSPAN5 downregulation resulting from EtOH or acamprosate
treatment might also affect kynurenine concentrations. To answer those questions, we used HMC3 cells, a human microglial cell line, to perform the functional studies because microglia are
the major cell type in the CNS responsible for immune response [29] and because our previously published studies had placed a focus on the relationship of the “kynurenine arm” of tryptophan
metabolism with immunity and inflammation [1]. Specifically, we knocked out TSPAN5 using CRISPR-Cas9 and demonstrated that kynurenine concentrations decreased significantly in the TSPAN5
knockout cell culture medium as compared to wildtype cells (Fig. 3a, b). In line with those observations, both TSPAN5 expression and kynurenine concentrations (Fig. 3c, f) were decreased in
response to EtOH or acamprosate treatment. These results significantly extended our original observations with regard to TSPAN5 and plasma 5-HT regulation [1], and served to highlight a
possible novel pharmacogenomic mechanism by which TSPAN5 can influence kynurenine concentrations which have been implicated in CNS immune response and neuropsychiatric disorders. TSPAN5 MAY
ALSO PLAY A ROLE IN CNS IMMUNE RESPONSE We also used iPSC-derived astrocytes to perform mRNA expression profiling before and after TSPAN5 knockdown, and identified 301 genes that displayed
significant changes in expression (FDR ≤ 0.05) after the knockdown of TSPAN5 (Fig. 4a, and Supplementary Table 3). Pathway enrichment analysis demonstrated that a series of immune response
signaling pathways were the most common and most highly affected pathways after TSPAN5 knockdown (Fig. 4b, and Supplementary Table 4). Those findings were validated using four additional
human iPSC-derived astrocytes. Specifically, we confirmed that genes associated with the “response to interferon (IFN)” pathway were down-regulated when TSPAN5 was knocked down (Fig. 4c). We
then tested the effect of TSPAN5 on IFN signaling pathways using an IFN-stimulated response element (ISRE) luciferase reporter system. Knockdown of TSPAN5 in iPSC-derived astrocytes
resulted in significantly decreased ISRE activity (Fig. 4d). That was also true when iPSC-derived astrocytes were treated with either EtOH or acamprosate (Fig. 4e). We then replicated those
findings using HMC3 cells. Consistently, ISRE luciferase activities were significantly lower in TSPAN5 knockout cells than in wildtype cells (Supplementary Fig. 3a). TSPAN5 in HMC3 cells was
also involved in differences in expression for a panel of genes involved in IFN signaling pathways as shown in Fig. 4c. Specifically, TSPAN5 knockout cells displayed significantly decreased
levels of expression for IRF7, IRF9, MX1, MX2, OAS1, OAS2, IFITM1, DDIT3, GRP78, and STAT1 (Supplementary Fig. 3b). In similar fashion, treatment of HMC3 cells with either EtOH or
acamprosate resulted in significantly decreased expression of genes associated with response in IFN signaling pathways (Supplementary Fig. 3c, d). These findings suggested that both
acamprosate and EtOH could influence _TSPAN5_ gene expression which, in turn, altered both 5-HT and kynurenine concentrations and down-regulated IFN signaling pathways in the brain—all of
which might have implications for neuropsychiatric disorders such as AUD. Therefore, the next series of studies was designed to determine the possible association of _TSPAN5_ genetic
variants with acamprosate treatment response in AUD patients. _TSPAN5_ SNPS ARE ASSOCIATED WITH RESPONSE TO ACAMPROSATE TREATMENT We next set out to determine whether SNPs within _TSPAN5_
might be associated with the length of abstinence until the first drink of alcohol during 3 months of acamprosate treatment for AUD patients enrolled in the Mayo Clinic Center for the
Individualized Treatment of Alcoholism clinical trial (Fig. 5a and Supplementary Table 5) [17, 30]. Clinical characteristics for those subjects are listed in Supplemental Table 6.
Specifically, the most significant three _TSPAN5_ SNPs (rs11940430, rs4699354, and rs10029405) were in tight linkage disequilibrium (LD) (_R__2_ > 0.98) and were associated with length of
abstinence during 3 months of acamprosate treatment. Those same three SNPs were also associated with a different but related clinical phenotype, i.e. abstinence length until heavy drinking
or complete abstinence during 3 months of acamprosate treatment (Fig. 5b). In addition, homozygous variant genotypes for those same three SNPs were also associated with higher risk of
relapse during 3 months of acamprosate treatment (Fig. 5b). Finally, the three _TSPAN5_ SNPs shown in Fig. 5a were also eQTLs for the expression of TSPAN5 in many brain regions
(Supplementary Table 7), specifically frontal cortex, cerebellum, medulla and putamen based on data obtained from the 1231 brain tissue samples (up to ten brain regions) that have been
archived in the BRAINEAC database (http://www.braineac.org/) which includes 134 brains from individuals free of neurodegenerative disorders. These results, taken together, indicate that
genetic variants that are associated with _TSPAN5_ expression might be biomarkers for abstinence length in AUD patients treated with acamprosate. In summary, the results of this series of
experiments suggest that TSPAN5 may play a significant role in 5-HT and kynurenine regulation and metabolism. Both of these tryptophan metabolites have been reported to play important roles
in neuropsychiatric disorders [18, 31,32,33,34]. That may result, in part, from an interaction of TSPAN5 with a series of vesicle-related proteins or its effect on the expression of enzymes
involved in monoamine neurotransmitter biosynthesis and metabolism. Furthermore, as a result of the downregulation of TSPAN5 in the presence of either EtOH or acamprosate, downstream genes
involved in 5-HT biosynthesis and metabolism, as well as IFN signaling pathways were also down-regulated. Finally, _TSPAN5_ SNP genotypes appeared to be associated with acamprosate treatment
outcomes in AUD patients—although those observations will require replication. This series of results represent a potentially important step in the process of obtaining functional insight
into molecular mechanisms underlying the role of _TSPAN5_ in the regulation of two major tryptophan pathway metabolites, 5-HT and kynurenine, as well as individualized treatment outcomes for
AUD patients treated with acamprosate. DISCUSSION The present study provides the first evidence that _TSPAN5_ genetic variation might be associated with acamprosate treatment outcomes in
AUD patients. AUD is the most prevalent substance use disorder [35]. However, only three drugs—acamprosate, naltrexone and disulfiram—have received FDA approval for the treatment of AUD in
the United States, and only a small proportion (~35%) of patients respond to treatment with these agents by achieving sustained abstinence [17, 36, 37]. It would represent a major
achievement for precision medicine if we were to develop ways to better individualize the drug therapy of AUD patients in order to increase the frequency of the achievement of abstinence and
to select the patients most likely to respond prior to the initiation of drug therapy. Acamprosate, an NMDA glutamate receptor antagonist, is a synthetic compound with a chemical structure
similar to those of the neurotransmitter gamma-aminobutyric acid (GABA) and the amino acid taurine [38]. The AUD therapy literature and studies of the mechanism of action of acamprosate have
most often focused on its effects on the balance between GABAergic inhibitory and glutamatergic excitatory effects. For example, we reported previously that plasma glutamate concentrations
can serve as pharmacometabolomic biomarkers for acamprosate treatment outcomes in AUD patients [39]. However, the present study was designed to explore the biological function of TSPAN5—with
a focus on the tryptophan metabolic pathway—by using human iPSC-derived CNS-like cells (i.e. astrocytes and neurons), as well as a microglial cell line as cellular model systems to study
molecular and genomic signatures for AUD as well as mechanisms underlying individual variation in response to acamprosate. We observed that acamprosate, an NMDA antagonist, appeared to have
“ethanol-like effects” on the expression of genes associated with monoamine neurotransmitter biosynthesis and metabolism as shown in Figs. 1d, g and 2a–d. It is of interest that Krystal and
colleagues have reported that “ethanol-like effects” might involve not only serotonergic and noradrenergic mechanisms but also glutamatergic mechanisms [40]. For example, another NMDA
antagonist, ketamine, produced ethanol-like effects in a dose-dependent fashion in detoxified AUD patients. In addition, ketamine did not increase craving for ethanol. The mechanism
underlying NMDA antagonist-induced ethanol-like effects remains to be determined [41,42,43]. _TSPAN5_ is an alcohol responsive gene that plays a role in the regulation of 5-HT and kynurenine
concentrations. Both EtOH and acamprosate decreased TSPAN5 expression, ultimately leading to decreased 5-HT concentrations in cell culture medium. These molecular mechanism(s) could be
multifactorial in nature as a result of acamprosate’s effects on neurotransmission, neuroinflammation and/or intracellular signaling in AUD patients. The functional genomic data from our
studies of iPSC-derived CNS cells have opened a new avenue for understanding the biological role of TSPAN5 in AUD. We utilized iPSC-derived astrocytes which are expandable to perform a
series of functional genomic studies, studies that required a large number of cells. Specifically, we performed gene expression profiling before and after TSPAN5 knockdown in iPSC-derived
astrocytes and found that genes associated with changes in expression after the knockdown of TSPAN5 were enriched in IFN signaling pathways. We also determined the possible influence of
_TSPAN5_ on levels of 5-HT and kynurenine, two major tryptophan metabolites that have been implicated in a variety of neuropsychiatric disorders [18, 31, 32, 34]. Unfortunately, kynurenine
concentrations were below the limit of detection in iPSC-derived astrocyte or neuron culture media. These experimental data serve to re-emphasize the importance of the use of iPSC-derived
CNS-like cells as tools for the study of neuropsychiatric disorders. The data shown in Fig. 4 represents an example of the use of iPSC-derived CNS-like cells to generate hypotheses and to
identify novel biology. Specifically, we performed gene expression profiling before and after knockdown using iPSC-derived astrocytes and found that genes related to interferon signaling
pathways displayed significantly altered expression. Those results stimulated us to test a series of genes associated with interferon signaling and to perform interferon-stimulated response
element reporter assays. It should be pointed out that iPSC-derived astrocytes are immunocompetent because they can respond to inflammatory stimuli and they can sustain inflammation by
producing pro-inflammatory cytokines, similar to the behavior of primary astrocytes [20]. However, microglia are the most prominent immune cells in the CNS. As a result, we replicated these
findings using HMC3 cells, as shown in Supplementary Fig. 3. Strikingly, TSPAN5 knockout in HMC3 cells was associated with the downregulation of kynurenine and ISRE luciferase activities,
results compatible with observations that we made when the cells were treated with either EtOH or acamprosate. We observed that both EtOH and acamprosate behaved in a similar fashion in this
system. It should be pointed out that the concentrations of acamprosate used in our cell culture studies were within the range of acamprosate concentrations observed in AUD patients treated
with acamprosate [21]. The cells were also exposed to EtOH at 5–50 mM, concentrations that are considered physiologically relevant. It is currently accepted that treatment with EtOH for 24
hours is considered as an acute exposure [44]. However, the effects of alcohol vary based on the length of exposure and the EtOH concentration. As a result, molecular mechanisms related to
the diverse effects of chronic and acute EtOH exposure remain unclear. For example, our results suggest that decreased TSPAN5 mRNA expression after EtOH treatment for 24 h leads to the
downregulation of genes involved in IFN signaling pathways. However, it is well-documented that chronic EtOH exposure can severely damage multiple organs including the liver and brain
through the activation of immune-related pathways including IFN signaling pathways [45, 46]. As a result, acute EtOH exposure might have anti-inflammatory effects while chronic EtOH exposure
could potentially switch anti-inflammatory to pro-inflammatory responses [46]. The present study used human iPSC-derived CNS-like cells to perform functional genomic studies. Obviously,
iPSC-derived cell lines, like any cell lines, have limitations. For example, it should be emphasized that iPSC-derived CNS cells are “region-specific”. The present study utilized
forebrain-specific glial and neural cells, cells that have been implicated in the pathophysiology of AUD [47, 48]. However, future studies that include different brain regions will be
required to pursue the results reported here as well as the application of co-culture systems or of iPSC-derived organoids in an attempt to mimic glial-neuronal cell communications in vitro.
In summary, the present study has highlighted the fact that TSPAN5 can regulate the two major metabolites of the tryptophan metabolic pathway as well as CNS immune responses. Specifically,
genes that were modulated by _TSPAN5_ were enriched in IFN signaling pathways. Our data also raise the possibility that _TSPAN5_, which appears to play a functional role in CNS immune
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in alcohol use disorder recovery. Am J Drug Alcohol Abus. 2017;43:591–601. Article Google Scholar Download references FUNDING This work was supported in part by National Institutes of
Health grants R01 GM28157, R01 MH122970, R01 AA27486, U19 GM61388, K01 AA28050, P20 AA017830, R21 AA25214, U01 AA027487, UL1TR000135, the Mayo Clinic SC Johnson Genomics of Addiction Program
and by the Mayo Clinic Center for Individualized Medicine. AUTHOR INFORMATION AUTHORS AND AFFILIATIONS * Department of Molecular Pharmacology and Experimental Therapeutics, Mayo Clinic, 200
First Street SW, Rochester, MN, 55905, USA Ming-Fen Ho, Cheng Zhang, Lingxin Zhang, Lixuan Wei, Irene Moon, Doo-Sup Choi, Hu Li & Richard Weinshilboum * Department of Cell Biology,
Emory University, 615 Michael Street, Atlanta, GA, 30322, USA Ying Zhou & Zhexing Wen * Department of Health Sciences Research, Mayo Clinic, 200 First Street SW, Rochester, MN, 55905,
USA Jennifer R. Geske & Joanna Biernacka * Department of Psychiatry and Psychology, Mayo Clinic, 200 First Street SW, Rochester, MN, 55905, USA Mark Frye & Victor M. Karpyak Authors
* Ming-Fen Ho View author publications You can also search for this author inPubMed Google Scholar * Cheng Zhang View author publications You can also search for this author inPubMed Google
Scholar * Lingxin Zhang View author publications You can also search for this author inPubMed Google Scholar * Lixuan Wei View author publications You can also search for this author
inPubMed Google Scholar * Ying Zhou View author publications You can also search for this author inPubMed Google Scholar * Irene Moon View author publications You can also search for this
author inPubMed Google Scholar * Jennifer R. Geske View author publications You can also search for this author inPubMed Google Scholar * Doo-Sup Choi View author publications You can also
search for this author inPubMed Google Scholar * Joanna Biernacka View author publications You can also search for this author inPubMed Google Scholar * Mark Frye View author publications
You can also search for this author inPubMed Google Scholar * Zhexing Wen View author publications You can also search for this author inPubMed Google Scholar * Victor M. Karpyak View author
publications You can also search for this author inPubMed Google Scholar * Hu Li View author publications You can also search for this author inPubMed Google Scholar * Richard Weinshilboum
View author publications You can also search for this author inPubMed Google Scholar CONTRIBUTIONS M.H. and R.W. wrote the manuscript; M.H., C.Z., L.Z., and R.W. designed the research; M.H.,
C.Z., I.M., and L.Z. performed the research; M.H., C.Z., J.G., J.B., L.W., and L.Z. analyzed the data; C.Z., J.G., J.B., and L.Z. contributed analytical tools. All authors have given final
approval of the version to be p25ublished. CORRESPONDING AUTHOR Correspondence to Richard Weinshilboum. ETHICS DECLARATIONS CONFLICT OF INTEREST Dr. Weinshilboum is a co-founder of and
stockholder in OneOme LLC, a pharmacogenomics decision-support company. Dr. Choi is a scientific advisory board member for Peptron Inc. ADDITIONAL INFORMATION PUBLISHER’S NOTE Springer
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permissions ABOUT THIS ARTICLE CITE THIS ARTICLE Ho, MF., Zhang, C., Zhang, L. _et al._ TSPAN5 influences serotonin and kynurenine: pharmacogenomic mechanisms related to alcohol use disorder
and acamprosate treatment response. _Mol Psychiatry_ 26, 3122–3133 (2021). https://doi.org/10.1038/s41380-020-0855-9 Download citation * Received: 01 January 2020 * Revised: 16 July 2020 *
Accepted: 23 July 2020 * Published: 04 August 2020 * Issue Date: July 2021 * DOI: https://doi.org/10.1038/s41380-020-0855-9 SHARE THIS ARTICLE Anyone you share the following link with will
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