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American Journal of Cancer Research logoLink to American Journal of Cancer Research
. 2010 Dec 11;1(2):168–191.

Global expression profiling reveals gain-of-function onco-genic activity of a mutated thyroid hormone receptor in thyroid carcinogenesis

Changxue Lu 1, Alok Mishra 1, Yuelin J Zhu 2, Paul Meltzer 2, Sheue-yann Cheng 1
PMCID: PMC3086765  NIHMSID: NIHMS260955  PMID: 21547001

Abstract

Thyroid hormone receptors (TRs) are critical in regulating gene expression in normal physiological processes. Decreased expression and/or somatic mutations of TRs have been shown to be associated several types of human cancers including liver, breast, lung, and thyroid. To understand the molecular mechanisms by which mutated TRs promote carcinogenesis, an animal model of follicular thyroid carcinoma (FTC) (Thrbpv/pv mice) was used in the present study. The Thrbpv/pv mouse harbors a knockin dominant negative PV mutation, identified in a patient with resistance to thyroid hormone. To understand whether oncogenic actions of PV involve not only the loss of normal TR functions but also gain-of-function activities, we compared the gene expression profiles of thyroid lesions in Thrbpv/pv mice and Thra1-/- Thrb-/- mice that also spontaneously develop FTC, but with less severe malignancy. Analysis of the cDNA microarray data derived from microdissected thyroid tumor cells of these two mice showed contrasting global gene expression profiles. With stringent selection using 2.5-fold change (p<0.01) in cDNA microarray analysis, 241 genes with altered gene expression were identified. Nearly half of the genes (n=103: 42.7% of total) with altered gene expression in thyroid tumor cells of Thrbpv/pv mice were associated with tumorigenesis and metastasis; some of these genes function as oncogenes in human thyroid cancers. The remaining genes were found to function in transcriptional regulation, RNA processing, cell proliferation, apoptosis, angiogenesis, and cytoskeleton modification. These results indicate that the more aggressive thyroid tumor progression in Thrbpv/pv mice was not due simply to the loss of tumor suppressor functions of TR via mutation but also, importantly, to gain-of-function in the oncogenic activities of PV to drive thyroid carcinogenesis. Thus, the present study identifies a novel mechanism by which a mutated TRβ evolves with an oncogenic advantage to promote thyroid carcinogenesis.

Keywords: Mutant TR, thyroid cancer, mouse model, microarray, gene expression

Introduction

Thyroid cancer is the most common malignancy of endocrine organs, and its incidence rate is steadily increasing [1]. Prognostic factors of thyroid cancer patients include tumor histologi-cal type, tumor size, the presence of lymph node metastasis, extrathyroidal extension, distance metastasis, and the existence of oncogenes [1]. Amongthese factors, the main cause of mortality in thyroid cancer is due to distant disease with about 50% survival at 3.5 years [2].

Thyroid hormone receptors (TRs), encoded by thyroid hormone receptor a (THRA) and b (THRB) genes, mediate the action of the thyroid hormone (T3) in embryonic development, cell growth, development, differentiation, and metabolic homeostasis. They are ligand-dependent transcription factors that bind to thyroid hormone response elements (TREs) in the promoter regions of target genes [3]. In view of the vital biological roles of TRs, it is reasonable to expect that their mutations could lead to deleterious effects. Indeed, mutations of the THRB gene are known to cause a genetic disease, resistance to thyroid hormone (RTH). However, whether mutations of the THRB gene also play a role in cancer development has not been clear. Loss or reduced expression of the THRB gene is reported to be closely associated with human malignancies such as breast, liver, thyroid, pituitary, colon, and renal cancers [4, 5]. High frequencies of somatic deletions, gene rearrangements, and/or loss of heterozygosity of chromosome 3p where the THRB gene is located were detected in many neoplasms [4]. In addition, somatic mutations leading to aberrant TRβ functions were identified in hepatocellular carcinomas [6], thyroid carcinomas [7], renal clear cell carcinomas [8], and pituitary tumors [9]. These observations led to a converging proposition that TRβ could function as a tumor suppressor. Indeed, cell-based studies and xenograft models have demonstrated that TRβ is a suppressor of ras-mediated cell proliferation, transformation, and tumorigenesis [10]. Moreover, TRβ disrupts the mitogenic action of growth factors by suppressing activation of extracellular signal-regulated kinase and phosphatidylinositol 3-kinase (PI3K) signaling pathways to suppress tumor cell invasiveness and metastasis [11].

That TRβ could function as a tumor suppressor is further strengthened by the compelling in vivo evidence that mice harboring a TRβ mutation spontaneously develop follicular thyroid carcinoma (FTC) similar to human thyroid cancer (Thrbpv/pv mice; [12, 13]). The PV mutation was identified in a patient with resistance to thyroid hormone (RTH) [14]. It has a frame-shift mutation in the C-terminal 14 amino acids, resulting in the complete loss of T3 binding activity and transcription capacity [15]. The phenotypic manifestation of the Thrbpv/pv mouse is reminiscent of cancer patients with somatic mutations in TRβ which have lost T3 binding and transcrip-tional capacity [6-8]. Using the Thrbpv/pv mouse, we have shown that PV functions as an oncogene by suppressing the expression and activity of a tumor suppressor, such as the peroxisome proliferator activating receptor γ (PPARγ) [16], and by activating tumor promoters such as cyclin D1, β-catenin, PI3K, AKT, and pituitary tumor transforming gene [17-21]. However, a critical question has been whether the oncogenic activity of PV is due simply to the loss of the wild -type (WT) TR tumor suppressor functions or also results from gain-of-function activities.

To address this question in vivo, we took advantage of another mutant mouse that is deficient in all functional WT TRs (Thra1-/-Thrb-/- mouse). In further support of the idea that TRs can function as a tumor suppressor, this mouse, which lacks both TRβ and TRal, also spontaneously develops FTC [22]. The Thrbpv/pv and Thra1-/- Thrb-/- mice exhibit similarly elevated serum levels of thyroid stimulating hormone (TSH) and thyroid hormones [23], but intriguingly the Thra1-/-Thrb-/- mouse develops FTC with a slower progression and a less aggressive malignant phenotype [22-25]. These observations led us to hypothesize that in addition to the loss of normal tumor suppressor functions of WT TRβ, PV could acquire additional oncogenic activity via gain-of-function through mutation. To test this hypothesis, using cDNA microarrays, we compared gene expression profiles in microdis-sected thyroid tumor lesions of age- and gender-matched Thrbpv/pv and Thra1-/-Thrb-/- mice. We found that the gene expression profiles in the thyroid tumor cells differed between Thrbpv/pv and Thra1-/-Thrb-/- mice, indicating that PV has acquired additional functions beyond simply the loss of normal TR functions. Thus, the more aggressive thyroid tumor progression in Thrbpv/pv than in Thra1-/-Thrb-/- mice resulted from dual oncogenic activity of PV. The present findings uncover a novel mechanism by which a mutated TRβ could exert deleterious effect, leading to cancer and other diseases.

Materials and methods

Animals

Mice harboring the two mutated alleles of the Thrb gene (Thrbpv/pv mice) and mice with double knockout of Thr genes (Thra1-/-Thrb-/- mice) were generated as previously described [12, 23]. As with the WT mice, these mutant mice were given normal chow and tap water and housed under 12-h light/12-h dark cycles at 22°C. Thyroid tissues or tumors were dissected out from mice around 10- to 12-months-old and kept frozen at -80°C until further use. The animal protocols used in the study were approved by the Animal Care and Use Committee at NCI.

Laser capture microdissection

Laser capture microdissection was performed on 5- to 8-μm-thick cryosections of histologically proven thyroid tissues of WT, Thra1-/-Thrb-/-, and Thrbpv/pv mice by using an ArcturusXT (Arcturus Engineering, Inc.) or Veritas machine (Arcturus Engineering, Inc). Captured cells were further processed for RNA extraction by using a Pi-coPure kit (Cat. No. 0202, Arcturus Biosciences, Inc) according to the manufacturer's instructions. The extracted total RNA was then amplified with a MessageAmp™II aRNA Amplification Kit (AM 1751, Ambion). Briefly, 0.1-1.0 ng of RNA was subjected to two rounds of amplification, and enriched aRNA was labeled with biotin-11-UTP for microarray hybridization. The quantity and quality of biotinylated aRNA were analyzed by a Nanodrop (Thermo Scientific) and 2100 Bioanalyzer (Agilent Technologies).

Microarray hybridization and data analysis

For microarray analysis, biotinylated-aRNA from three replicates of each group were used in hybridization of the GeneChip Mouse Genome 430 2.0 array (Affymetrix, Santa Clara, CA) and scanned on Affymetrix GeneChip scanner 3000. Data were collected using Affymetrix GCOS software. Statistical and clustering analysis was performed with Partek Genomics Suite software using a random multiple access normalization algorithm. Differentially expressed genes were identified with ANOVA analysis. Genes that were up- or down-regulated more than 2.5-fold with a p<0.01 were considered significant. Significant genes were analyzed for pathway enrichment and for functional annotation by using Ingenuity Pathway Analysis software (Ingenuity Systems, Inc., Redwood City, CA) and the DAVID bioinformatics database (http://david.abcc.ncifcrf.gov), respectively.

Validation of array analysis by real time RT-PCR

Real time RT-PCR was applied to confirm the differential expression of selected genes from microarray analysis. Briefly, a total 50 ng of RNA extracted from thyroid tissue of Thra1-/-Thrb-/- or Thrbpv/pv mice was used in each reaction of the real-time RT-PCR. The reactions were performed with a QuantiTech SYBR RT-PCR kit (Qiagen, Germantown, MD) on LightCycler (Roche, Indianapolis, IN). For the comparison of gene expression between Thra1-/-Thrb-/- or Thrbpv/pv mice, three or four samples were tested on each target gene. The Student's t-test was performed using GraphPad Prism version 5.00 for Mac (GraphPad Software, San Diego CA).

Results

Analysis of gene expression profiles in thyroid tumor cells of Thrbpv/pv and Thra1-/-Thrtb-/- mice

Array data were obtained from laser capture microdissected normal thyrocytes of age-matched male WT mice and thyroid lesions of ThrbPV/PV and Thra1-/-Thrb-/- mice (n=3 for each genotype of mice). Figure 1A shows the results of principal component analysis (PCA) of gene expression profiles from the three groups of mice. The three-dimensional projection of the top three principal components of PCA, capturing 70.09% of total variance, shows clear separation of the three groups (Figure 1A). The well-segregated three clusters of data derived from WT, Thrbpv/pv, and Thra1-/-Thrb-/- mice allowed us to compare changes in gene expression due to the effects of PV mutation (compare WT with Thrbpv/pv mice) or due to the lack of functional TRs (compare WT with Thra1-/-Thrb-/- mice). Subsequent comparison of gene expression profiles between the PV-mediated effects (loss of TR suppressor functions and/or oncogenic activity via gain-of-function) and the effects due to the lack of TR tumor suppressor functions allowed us to sort out the gene expression profiles due to the gain-of-function of PV critical for tumor-promoting activity.

Figure 1.

Figure 1

A. Principal Component Analysis (PC) of the gene expression profiles in the microdissected thyroid cells of wild-type (WT) mice and tumor cells of Thrbpv/pv and Thra1-/-Thrb-/- mice. 3D Projection of the top three principal components of PCA in (A) which captures 70.09% of total variance, shows clear separation of the three groups. B. Hierarchical clustering (average of Euclidean distance) analysis of the top 50 genes, which were filtered by the adjusted P values <0.01 and a minimum 2.5-fold change in the expression level between between Thrbpv/pv mice and Thra1-/-Thrb-/- mice.

Analysis of array data derived from the Affymetrix GeneChip, representing approximately 14,000 well-substantiated mouse genes, identified 241 genes with a significant difference in fold change >2.5 (adjusted p<0.01). Among these genes with altered expression, 97 were up-regulated and 144 were down-regulated in thyroid tumor cells of Thrbpv/pv mice as compared with those of Thra1-/-Thrb-/- mice. Hierarchical clustering analysis of the top 50 genes with altered expression profiles is shown in the Figure 1B. Contrasting expression patterns were clearly evident in the tumor cells between Thrbpv/pv and Thra1-/-Thrb-/- mice, indicating that the expression of genes mediated by mutant PV in Thrbpv/pv mice did not simply reflect from the loss of normal TR functions.

Functional classification of genes with distinct expression in thyroid tumor cells of Thrbpv/pv mice

To understand how the distinctly expressed genes were involved in the gain-of-function activity mediated by PV, we analyzed the gene ontology and functional annotation using the Database for Annotation, Visualization and Integrated Discovery (DAVID) v6.7 (http:// david.abcc.ncifcrf.gov/) and Ingenuity Pathway Analysis software (Ingenuity Systems, Inc., Redwood City, CA). In addition, we searched the GO Ontology database, as well as the PubMed data-base, for each gene, using the terms tumor, metastasis, invasion, thyroid hormone receptor, thyroid tumor, and metabolism, to identify the functions of genes. We then grouped the genes in three categories: tumor and/or metastasis-related (Table 1), thyroid or thyroid tumor-related (Table 2), and other related biological functions (Table 3). Since it is not possible within the allowed journal space to detail the cellular functions of each of 241 genes that had altered expression, only the genes that have been well studied in other cancers are highlighted in each category, as shown in the following sections. Readers should refer to the Tables for the genes that they are interested in.

Table 1-a.

Genes with altered expression having roles in tumorigenesis/metastasis (n=100)

Symbol Gene name Accession Fold change Tumor-related Metastasis-related Type(s)
Fgg fibrinogen gamma chain NM_133862 13.1 * other
Gfra1 glial cell line derived neurotrophic factor family receptor alpha 1 AV221299 11.78 * * transmembrane receptor
Plac8 placenta-specific 8 AF263458 11.31 * other
Slc16a1 solute carrier family 16 (monocarboxylic acid transporters), member 1 NM_009196 9.48 * transporter
Eid1 EP300 interacting inhibitor of differentiation 1 BC010712 7.78 * transcription regulator
Ap1s3 adaptor-related protein complex AP-1, sigma 3 AW259574 6.56 * transporter
Camk2n2 calcium/calmodulin-dependent protein kinase II inhibitor 2 AK013788 6.1 * other
Shh sonic hedgehog AV304616 4.66 * peptidase
Masp1 mannan-binding lectin serine peptidase 1 AB049755 4.42 * peptidase
Arsb arylsulfatase B BI440651 4.35 * enzyme
Rassf4 Ras association (RalGDS/AF-6) domain family member 4 AV291679 4.32 * * other
Lad1 ladinin NM_133664 4.28 * other
Bach2 BTB and CNC homology 2 BB529913 3.99 * transcription regulator
Usp2 ubiquitin specific peptidase 2 AI553394 3.88 * peptidase
Adi1 acireductone dioxygenase 1 NM_134052 3.7 * enzyme
Timp2 tissue inhibitor of metalloproteinase 2 BF168458 3.69 * * other
C4bp complement component 4 binding protein NM_007576 3.56 * other
Gng10 guanine nucleotide binding protein (G protein), gamma 10 NM_025277 3.56 * enzyme
Sirpa signal-regulatory protein alpha AB018194 3.53 * phosphatase
Idh1 isocitrate dehydrogenase 1 (NADP+), soluble NM_010497 3.44 * * enzyme
B4galnt2 beta-l,4-N-acetyl-galactosaminyl transferase 2 AI593864 3.34 * enzyme
Prkcsh protein kinase C substrate 80K-H NM_008925 3.34 * enzyme
Mt3 metallothionein 3 NM_013603 3.28 * other
Ccl6 chemokine (C-C motif) ligand 6 AV084904 3.21 * cytokine
Muc4 mucin 4 AF218265 3.14 * * growth factor
Itpr1 inositol 1,4,5-triphosphate receptor 1 NM_010585 2.99 * ion channel
Prdx3 peroxiredoxin 3 NM_007452 2.83 * enzyme
Ube2a ubiquitin-conjugating enzyme E2A, RAD6 homolog(S. cerevisiae) BG868960 2.83 * enzyme
Thy1 thymus cell antigen 1, theta AV028402 2.82 * other
Fdft1 farnesyl diphosphate farnesyl transferase 1 BB028312 2.81 * enzyme
Pnkd paroxysmal nonkinesiogenic dyskinesia NM_019999 2.79 * * other
Sema4d sema domain, immunoglobulin domain (Ig), transmembrane domain (TM) and short cytoplasmic domain, (semaphorin) 4D AV256403 2.78 * * other
Slc9a3r1 solute carrier family 9 (sodium/hydrogen exchanger), member 3 regulator 1 BG066200 2.78 * other
Uqcrh ubiquinol-cytochrome c reductase hinge protein AK019085 2.74 *
Aebp1 AE binding protein 1 NM_009636 2.73 * peptidase
Rpa1 replication protein Al BB491281 2.72 * other
Dnajc15 DnaJ (Hsp40) homolog, subfamily C, member 15 NM_025384 2.7 * other
Hnf1b HNF1 homeobox B AI987804 2.7 * transcription regulator
Kctd12 potassium channel tetramerisation domain containing 12 BM220945 2.7 * ion channel
Mobk13 MOB1, Mps One Binder kinase activator-like 3 (yeast) AK011829 2.69 * other
Pigy phosphatidylinositol glycan anchor biosynthesis, class Y AK003713 2.65 * other
Nudt2 nudix (nucleoside diphosphate linked moiety X)-type motif 2 NM_025539 2.64 * phosphatase
Esr1 estrogen receptor 1 (alpha) AI646838 2.61 * * ligand-dependent nuclear receptor
Mrpl38 mitochondrial ribosomal protein L38 B1135190 2.6 * other
Prdm2 PR domain containing 2, with ZNF domain BM226301 2.6 * transcription regulator
Rnf4 ring finger protein 4 AV045658 2.6 * transcription regulator
Ccdc56 coiled-coil domain containing 56 C77389 2.58 * other
Uba1 ubiquitin-like modifier activating enzyme 1 NM_009457 2.53 * enzyme
Plekha8 pleckstrin homology domain containing, family A (phosphoinositide binding specific) member 8 AI324154 2.52 * other
Bmp5 bone morphogenetic protein 5 NM_007555 -2.61 * growth factor
Ggnbp2 gametogenetin binding protein 2 BG078867 -2.67 * other
Tbl1xr1 transducin (beta)-like lX-linked receptor 1 BG071620 -2.69 * transcription regulator
Creb1 cAMP responsive element binding protein 1 AK014391 -2.71 * transcription regulator
Rbm5 RNA binding motif protein 5 BE446879 -2.74 * * other
Mcf2l mcf.2 transforming sequence-like AV293368 -2.75 * other
Lair1 leukocyte-associated Ig-like receptor 1 BB667693 -2.76 * transmembrane receptor
Abcc5 ATP-binding cassette, sub-family C (CFTR/MRP), member 5 BB436535 -2.79 * transporter
Khdrbs1 KH domain containing, RNA binding, signal transduction associated 1 AV117555 -2.79 * transcription regulator
Rgnef Rho-guanine nucleotide exchange factor BB530298 -2.79 * * other
Ccdc68 coiled-coil domain containing 68 AV378320 -2.81 * other
Birc6 baculoviral IAP repeat-containing 6 BB527646 -2.82 * enzyme
Fus fusion, derived from t(12;16) malignant liposarcoma (human) BE985138 -2.83 * transcription regulator
Bach1 BTB and CNC homology 1 NM_007520 -2.86 * transcription regulator
Efnb2 ephrin B2 U30244 -2.87 * other
Elf2 E74-like factor 2 BC027739 -2.9 * transcription regulator
Notch2 Notch gene homolog 2 (Drosophila) AI787996 -2.9 * transcription regulator
Bnip2 BCL2/adenovirus E1B interacting protein 2 AV144704 -2.93 * other
Alcam activated leukocyte cell adhesion molecule BB534113 -3.05 * * other
Kcnq1ot1 KCNQ1 overlapping transcript 1 BG063584 -3.44 * other
Bean brevican BB335613 -3.59 * other
Mirhg1 microRNA host gene 1 (non-protein coding) AK017164 -3.6 * other
Nfia nuclear factor I/A AF326553 -3.6 * transcription regulator
Sp4 trans-acting transcription factor 4 NM_009239 -3.76 * transcription regulator
Cpeb3 cytoplasmic polyadenylation element binding protein 3 BB281000 -3.78 * other
Bmf BCL2 modifying factor BB212341 -3.82 * other
Sfpq splicing factor proline/glutamine rich (polypyrimidine tract binding protein associated); similar to PTB-associated splicing factor BI738328 -3.92 * other
Crtc3 CREB regulated transcription coactivator3 AI429792 -3.96 * other
Krit1 KRIT1, ankyrin repeat containing BI793814 -4.02 * other
Srd5a1 steroid 5 alpha-reductase 1 AA530749 -4.08 * enzyme
Vegfc vascular endothelial growth factor C NM_009506 -4.17 * * growth factor
Cckrs CDC2-related kinase, arginine/serine-rich BG070845 -4.25 * enzyme
Ednrb endothelin receptor type B BB451714 -4.35 * G-protein coupled receptor
Itsn2 intersectin 2 AI326108 -4.36 * other
Igf1r insulin-like growth factor 1 receptor AV374369 -4.42 * transmembrane receptor
Nr2f2 similar to COUP-TFI; nuclear receptor subfamily 2, group F, member 2 AI463873 -4.44 * * ligand-dependent nuclear receptor
Nmt2 N-myristoyltransferase 2 BB409982 -4.5 * enzyme
Smc4 structural maintenance of chromosomes 4 BI665568 -4.79 * transporter
Rtn4 reticulon 4 BG072267 -4.91 * other
Mtss1 metastasis suppressor 1 BB157298 -5.09 * * other
Vps37a vacuolar protein sorting 37A (yeast) AK008752 -5.78 * * other
Dnmt3a DNA methyltransf erase 3A BB795491 -5.97 * enzyme
Git2 G protein-coupled receptor kinase-interactor 2 AK017943 -6.4 * other
Sdha succinate dehydrogenase complex, subunit A, flavoprotein (Fp) AK005350 -6.86 * enzyme
Cspg4 chondroitin sulfate proteoglycan 4 BB377873 -7.13 * * other
Cpd carboxypeptidase D NM_007754 -8.93 * peptidase
Bclaf1 BCL2-associated transcription factor 1 BE853331 -10.45 * transcription regulator
Wnt4 wingless-related MMTV integration site 4 AW047257 -10.61 * other
Abca3 ATP-binding cassette, sub-family A (ABC1), member 3 BC006932 -11.71 * * transporter
Ddx6 DEAD (Asp-Glu-Ala-Asp) box polypeptide 6 BC021452 -15.13 * enzyme
Sik1 salt inducible kinase 1 AI648260 -21.3 * * kinase

Table 2.

Thyroid cancer-related genes with altered expression in Thrbpv/pv mice (n=19)

Symbol Gene name Accession No. Fold change Tumor-related Metastasis-related Thyroid/thyroid tumor-related Note
Gfra1 glial cell line derived neurotrophic factor family receptor alpha 1 AV22129 9 11.78 * * * medullary thyroid carcinomas (MTC)-and RET oncogene-related
Chrdl1 chordin-like 1 AV14414 5 5.54 * down-regulation in FTC
Shh sonic hedgehog AV30461 6 4.66 * * thyroid development
Minpp1 multiple inositol polyphosphate histidine phosphatase 1 AV33936 6 4.07 * mutation found in FTC
Thra thyroid hormone receptor alpha; similar to thyroid hormone receptor BI07668 9 3.55 *
Idh1 isocitrate dehydrogenase 1 (NADP+), soluble NM 0104 97 3.44 * * * mutation in FTC and ATC
Slc5a5 solute carrier family 5 (sodium iodide symporter), member 5 AF38035 3 3.15 * iodide transporter
Muc4 mucin 4 AF21826 5 3.14 * * * thyroid tumor
Hnf1b HNF1 homeobox B AI987804 2.70 * * regulatory factor for TBG genes and nicotinamide N-methyltransferase (NNMT) gene in PTC
Esr1 estrogen receptor 1 (alpha) AI646838 2.61 * * * polymorphism associated with thyroid cancers
Casq2 calsequestrin 2 NM 0098 14 -2.66 * up-regulation in Grave's ophthalmopathy patients
Tbl1xr1 transducin (beta)-like 1X-linked receptor 1 BG07162 0 -2.69 * * co-repressor of TRs
Efnb2 ephrin B2 U30244 -2.87 * * diagnostic marker for malignant thyroid tumors
Mirhg1 microRNA host gene 1 (non-protein coding) AK01716 4 -3.60 * * miR-17-92 cluster in ATCs
Vegfc vascular endothelial growth factor C NM_0095 06 -4.17 * * * thyroid tumor lymphatic vessel formation
Igf1r insulin-like growth factor 1 receptor AV37436 9 -4.42 * * overexpression in human thyroid cancers
Nr2c2 nuclear receptor subfamily 2, group C, member 2 AU06692 0 -4.49 * modulator of TR-targeted genes
Sdha succinate dehydrogenase complex, subunit A, flavoprotein (Fp) AK00535 0 -6.86 * * thyroid tumors
Abca3 ATP-binding cassette, sub-family A (ABC1), member 3 BC00693 2 -11.71 * * * TTF-1- and SREBP-target gene

Table 3-a.

Genes with altered expression in Thrbpv/pv mice related to biological functions other than tumorigenesis or metastasis (n=135)

Symbol Gene name Accession No. Fold change Note(s)
Prpf19 PRP19/PSO4 pre-mRNA processing factor 19 homolog (S. cerevisiae) BC004070 5.25 ubiquitin ligase activity; mRNA processing; DNA repair
Fam163a family with sequence similarity 163, member A BB183509 4.16 aka, neuroblastoma-derived secretory protein (NDSP)
Tmed6 transmembrane emp24 protein transport domain containing 6 NM_025458 4.07 ER transport
II10rb interleukin 10 receptor, beta NM_008349 3.96 interleukin-10 receptor activity
Sc4mol sterol-C4-methyl oxidase-like AK005441 3.93 putative function in cholesterol biosynthesis
Slmo1 slowmo homolog 1 (Drosophila) BB835597 3.82 aka erythroid differentiation and denucleation factor 1; function unknown
Kpna1 karyopherin (importin) alpha 1 U20619 3.80 nuclear import; regulation of DNA recombination
Dlat dihydrolipoamideS-acetyltransferase AV336908 3.72 accept acetyl groups formed by the oxidative decarboxylation of pyruvate and transfers them to coenzyme A
Tmem213 transmembrane protein 213 AI315206 3.57 unknown
Mgl1 macrophage galactose N-acetyl-galactosamine specific lectin 1 NM_010796 3.50 sugar binding
Pigx phosphatidylinositol glycan anchor biosynthesis, class X BC002202 3.47 GPI anchor biosynthetic process
Ogdh oxoglutarate dehydrogenase (lipoamide) BC013670 3.38 a subunit of the 2-oxoglutarate dehydrogenase complex; convert 2-oxoglutarate to succinyl-CoA during the Krebs cycle
Lcmt1 leucine carboxyl methyltransferase 1 NM_025304 3.36 protein modification
Ktil2 KTI12 homolog, chromatin associated (S. cerevisiae) NM_029571 3.29 chromatin modification
Mrps21 mitochondrial ribosomal protein S21 NM_078479 3.24 mitochondrial small ribosomal subunit
Med8 mediator of RNA polymerase II transcription, subunit8 homolog (yeast) AK011080 3.13 a subunit of the mediator complex
Grinl1a glutamate receptor, ionotropic, N-methyl D-aspartate-like 1A AK002571 3.11 transcriptional regulation (?); maintenance of ER location
Aldh1a2 aldehyde dehydrogenase family 1, subfamily A2 NM_009022 3.06 an enzyme that catalyzes the synthesis of retinoic acid (RA) from retinaldehyde
Atp5j2 ATP synthase, H+ transporting, mitochondrial FO complex, subunitf, isoform 2 BG794445 3.03 the f subunit of the FO complex of the proton channel of mitochondrial ATP synthase
Rshl2a radial spokehead-like 2A; radial spokehead-like 2B AA544511 3.03 abundantly expressed in tissues rich in highly ciliated cells, such as olfactory sensory neurons with unknown function
Nubp2 nucleotide binding protein 2 AV035368 2.99 microtubule organizing center
Ube2f ubiquitin-conjugating enzyme E2F (putative) AK007937 2.99 Nedd8 ligase activity; protein neddylation (ubiquitination-like)
Tmem45a transmembrane protein 45a NM_019631 2.98 unknown
Dusp14 dual specificity phosphatase 14 AK009744 2.97 phosphatase
Gstm5 glutathione S-transferase, mu 5 NM_010360 2.94 glutathione transferase activity
Mrps2 mitochondrial ribosomal protein S2 AV031454 2.91 mitochondrial small ribosomal subunit
Hbs1l Hbsl-like (S. cerevisiae) BG067949 2.84 translation elongation factor activity
Morn2 MORN repeat containing 2 BF319573 2.84 membrane occupation and recognition nexus (MORN) motif protein in testis; function unknown
Fut9 fucosyltransf erase 9 AU067636 2.75 synthesizes the LeX oligosaccharide, which is expressed in organ buds progressing in mesenchyma during human embryogenesis
Nsdhl NAD(P) dependent steroid dehydrogenase-like BCO19945 2.70 a sterol dehydrogenase involved in the removal of C-4 methyl groups in one of the later steps of cholesterol biosynthesis.
Suclg2 succinate-Coenzyme A ligase, GDP-forming, beta subunit BF608645 2.70 a GTP-specific beta subunit of succinyl-CoA synthetase
Cisd1 CDGSH iron sulfur domain 1 NM_134007 2.69 a member of the CDGSH domain-containing family and may play a role in the regulation of mitochondrial oxidative capacity
Twf2 twinfilin, actin-binding protein, homolog 2 (Drosophila) AK002699 2.68 intracellular signaling
Slc35a3 solute carrier family 35, member 3 AW822833 2.67 UDP-GlcNAc transporter
Zscan22 zinc finger and SCAN domain containing 22 BB811893 2.67 transcription regulation
Zcchc17 zinc finger, CCHC domain containing 17 BG962152 2.65 ribonucleoprotein complex
Bat1a HLA-B-associated transcript 1A BB145254 2.64 pre-mRNA processing
Coq9 coenzyme Q9 homolog (yeast) AK004527 2.64 one of several enzymes involved in biosynthesis of CoQIO and likely functions in modification of the benzoquinone ring
Cacnb3 calcium channel, voltage-dependent, beta 3 subunit NM_007581 2.64 calcium ion transport
Mrps15 mitochondrial ribosomal protein S15 NM_025544 2.64 mitochondrial small ribosomal subunit
Pcbd1 pterin 4 alpha carbinolamine dehydratase NM_025273 2.62 phenylalanine hydroxylation; regulate HNF1 dimerization
Socs1 suppressor of cytokine signaling 1 AB000710 2.61 cytokine-mediated signaling pathway; fat cell differentiation.
Ndufa12 NADH dehydrogenase (ubiquinone) 1 alpha subcomplex, 12 BF152811 2.60 an accessary subunit of mitochondrial complex 1
Naglu alpha-N-acetylglucosaminidase (Sanfilippo disease 1MB) NM_013792 2.53 hydrolase activity, acting on glycosyl bonds
Map6d1 MAP6 domain containing 1 BB762333 2.52 negative regulation of microtubule depolymerization
Srrm1 serine/arginine repetitive matrix 1 BE199719 -2.55 pre-mRNA processing
Etohd2 ethanol decreased 2 BB214299 -2.56 unknown
Mtf2 metal response element binding transcription factor 2 BG066919 -2.57 transcription regulation
Gfod1 glucose-fructose oxidoreductase domain containing 1 BB538651 -2.57 oxidoreductase activity
Zfp871 zinc finger protein 871 BB008634 -2.61 unknown
Atl3 atlastin GTPase 3 BC017138 -2.64 ER/Golgi-bound GTPase
Zfp40 zinc finger protein 40 AI450803 -2.65 transcription regulation
Taf1a TATA box binding protein (Tbp)-associated factor, RNA polymerase 1, A NM_021466 -2.66 a component of SL1/TIFIB complex involved in the assembly of the preinitiation complex on RNA polymerase 1 promoter
Ccdc76 coiled-coil domain containing 76 BF147713 -2.75 methyltransferase activity; tRNA processing
Ankrd50 ankyrin repeat domain 50 BM119343 -2.81 unknown
Prrc1 proline-rich coiled-coil 1 BB481914 -2.81 unknown
Trim41 tripartite motif-containing 41 BE685711 -2.82 ligase activity
Clasp1 CLIP associating protein 1 BB190028 -2.83 cell cycle-related; microtubule-binding
Zcchc14 zinc finger, CCHC domain containing 14 BB223737 -2.83 cell communication; phosphoinositide binding
Impa1 inositol (myo)-l(or 4)-monophosphatase 1 AV154049 -2.87 inositol phosphate dephosphorylation
Rapgef4 Rap guanine nucleotide exchange factor (GEF) 4 AK004874 -2.87 calcium ion-dependent exocytosis; cAMP-mediated signaling
Atrx alpha thalassemia/mental retardation syndrome X-linked homolog (human) BF165715 -2.93 DNA helicase; chromatin remodeling
Dgkq diacylglycerol kinase, theta BB818538 -2.94 GPCR signaling; co-regulator of NR-targeted gene transcription
Rbm26 RNA binding motif protein 26 AV134514 -2.96 pre-mRNA processing
Fst follistatin NM_008046 -3.00 BMP signaling pathway
Tcf20 transcription factor 20 AW552808 -3.05 transcription regulation
Tcfe2a transcription factor E2a AF352579 -3.06 transcription regulation; histone acetylation
Ash1l ashl (absent, small, or homeotic)-like (Drosophila) BG694892 -3.11 chromatin remodeling; cell junction
Gate glutamyl-tRNA(Gln) amidotransferase, subunit C homolog (bacterial) AI452045 -3.11 mitochondrial tRNA modification
Stc2 stanniocalcin 2 AF031035 -3.12 hormone activity
Epb4.1 erythrocyte protein band 4.1 AI606195 -3.14 actin cytoskeleton organization
Gm5124 predicted gene 5124 BB049966 -3.21 unknown
Sbno1 sno, strawberry notch homolog 1 (Drosophila) BB147192 -3.22 hydrolase activity
Sfrs12 splicing factor, arginine/serine-rich 12 AV012790 -3.24 pre-mRNA processing
Neu1 neuraminidase 1 AI649303 -3.26 lysosomal hydrolase activity; acting on glycosyl bonds
Npc2 Niemann Pick type C2 BB556874 -3.27 lysosome-located protein; cholesterol and lipid transport from lysosome to other cell compartment (?)
Scaper S phase cyclin A-associated protein in the ER AV319713 -3.27 unknown
Cugbp1 CUG triplet repeat, RNA binding protein 1 BI412951 -3.29 pre-mRNA processing; embryonic development
Heatr7a HEAT repeat containing 7A BB142087 -3.30 cellular component (?)
Cflar CASP8 and FADD-like apoptosis regulator BE284491 -3.30 anti-apoptosis
Slc4a4 solute carrier family 4 (anion exchanger), member 4 BE655147 -3.33 sodium ion transport
Gmeb1 glucocorticoid modulatory element binding protein 1 BB039426 -3.35 transcription regulation
Phf21a PHD finger protein 21A BB094173 -3.35 chromatin modification
Fgfr1op2 FGFR1 oncogene partner AB041650 -3.36 unknown
Spnb2 spectrin beta 2 BM213516 -3.37 actin filament capping; SMAD protein nuclear translocation
Myh9 myosin, heavy polypeptide 9, non-muscle BM121854 -3.39 cell morphology; cell-cell adhesion; establishment of meiotic spindle localization
Daam1 dishevelled associated activator of morphogenesis 1 BB794633 -3.39 actin-binding protein; non-canonical Wnt mediated planar cell polarity (PCP) signaling pathway (?)
Sorbs1 sorbin and SH3 domain containing 1 BB372866 -3.40 signaling molecule in insulin-stimulated glucose uptake (?)
Olfml2a olfactomedin-like 2A AW489058 -3.40 extracellular matrix organization
Trove2 TROVE domain family, member 2 BQ176653 -3.41 transcription from RNA polymerase III promoter
Serinc3 serine incorporator 3 BM239368 -3.41 induction of apoptosis
Lpcat1 lysophosphatidylcholine acyltransferase 1 BG068664 -3.42 surfactant phospholipid synthesis
Cgn cingulin AK018143 -3.45 apical junction complex
Pcmtd2 protein-L-isoaspartate (D-aspartate) 0-methyltransferase domain containing 2 BM117243 -3.54 protein methyltransferase
Phip pleckstrin homology domain interacting protein BB473157 -3.55 insulin receptor signaling pathway; negative regulation of apoptosis
Dnaja2 DnaJ (Hsp40) homolog, subfamily A, member 2 BB324466 -3.81 protein folding
Pafah1b1 platelet-activating factor acetylhydrolase, isoform lb, subunit 1 L25109 -3.81 actin cytoskeleton organization; establishment of mitotic spindle orientation
Scfd1 Seel family domain containing 1 BB200692 -3.82 regulation of ER to Golgi vesicle-mediated transport
Plaa phospholipase A2, activating protein BB532258 -3.93 inflammatory response; phospholipase A2 activator activity
Gdpd5 glycerophosphodiester phosphodiesterase domain containing 5 BC024955 -3.95 glycerol metabolism; it catalyzes degradation of glycerophosphocholine (GPC)
Tmcc1 transmembrane and coiled coil domains 1 BB470329 -3.95 unknown
Xylb xylulokinase homolog (H. influenzae) BB431728 -3.95 energy metabolism (?)
Flnb filamin, beta BM206272 -4.13 cytoskeleton; stress fiber; acting binding
Eif4g3 eukaryotic translation initiation factor 4 gamma, 3 BM212250 -4.13 translation regulation
Apobec2 apolipoprotein B mRNA editing enzyme, catalytic polypeptide 2 AI666693 -4.17 pre-mRNA processing
Sfrs18 splicingfactor, arginine/serine-rich 18 BG277020 -4.22 nuclear speck
Phf7 PHD finger protein 7 AK005673 -4.31 unknown
Atp6v1h ATPase, H+ transporting, lysosomal VI subunit H AI849595 -4.33 protein transport
Lnpep leucyl/cystinyl aminopeptidase BE850004 -4.34 proteolysis; cell-cell signaling
Saps3 SAPS domain family, member 3 AK018652 -4.57 regulation of phosphoprotein phosphatase activity
Rfx7 regulatory factor X, 7 BB148972 -4.60 DNA-dependent transcriptional regulation
Fnbp4 formin binding protein 4 BG091626 -4.67 cellular component (?)
Stx17 syntaxin 17 AK018158 -4.69 vesicle-mediated transport
lno80d IN080 complex subunit D BE197105 -4.87 chromatin remodeling
Slc12a9 solute carrier family 12 (potassium/chloride transporters), member 9 BB668140 -5.00 ion transporter
Klhdc2 kelch domain containing 2 BB105408 -5.16 transcrioptional co-repressor
Rhbdl2 rhomboid, veinlet-like 2 (Drosophila) AV378451 -5.17 membrane protease
Rnf125 ring finger protein 125 BB667823 -5.18 ligase activity
C1qtnf3 Clq and tumor necrosis factor related protein 3 NM_030888 -5.24 an adipokine of the Clq/TNF molecular superfamily; secreted by the adipocytes of mice and humans
Nipbl Nipped-B homolog (Drosophila) BG070859 -5.24 cell cycle; embryonic development
Abca4 ATP-binding cassette, sub-family A (ABC1), member 4 NM_007378 -5.47 ATPase, photon-transduction
Fhdc1 FH2 domain containing 1 BB736539 -5.62 actin cytoskeleton organization
Rpgrip1 retinitis pigmentosa GTPase regulator interacting protein 1 AK015037 -5.69 eye photoreceptor cell development
Mef2c myocyte enhancer factor 2C BB280300 -5.72 transcription regulation
Cnot10 CCR4-NOT transcription complex, subunit 10 BB297961 -5.73 a subunit of the CCR4-NOT complex; transcriptional repression; mRNA metabolism
Plekhg3 pleckstrin homology domain containing, family G, member 3 BB280013 -5.78 Rho guanyl-nucleotide exchange factor activity
Kremen1 kringle containing transmembrane protein 1 BB373408 -5.89 Wnt receptor signaling pathway
Ccdc58 coiled-coil domain containing 58 BG064532 -6.29 mitochondrion component (?)
Fam13a family with sequence similarity 13, member A BB745929 -6.34 unknown
Klf7 Kruppel-like factor 7 (ubiquitous) BB524597 -6.70 transcriptional co-activator
Eif2s2 eukaryotic translation initiation factor 2, subunit 2 (beta) BG066754 -6.84 translation initiation complex
Kctd14 potassium channel tetramerisation domain containing 14 AW553424 -7.20 potassium ion transport
Senp7 SUMOl/sentrin specific peptidase 7 BM238538 -8.52 acts as a SUMO-2/3-specific protease that is likely to regulate the metabolism of poly-SUMO-2/3
Camk2d calcium/calmodulin-dependent protein kinase II, delta BG074866 -9.58 calcium ion transport; cell cycle-related
Snhg3 small nucleolar RNA host gene (non-protein coding) 3 BI082172 -17.34 unknown

Identification of genes involved in tumorigenesis mediated by PV to drive thyroid tumor progression of Thrbpv/pv mice

Among the total 241 genes with altered expression in thyroid tumor cells of Thrbpv/pv mice, 100 (41.5%) genes have been reported to be associated with carcinogenesis or tumor metastasis. Of these 100 genes, 49 (49%) were up-regulated (2.5- to 13.1-fold) and 51 were down-regulated (2.6- to 21.3-fold). These genes were originally involved in many different cellular functions including transcriptional regulation, RNA processing, chromatin modification, cell development, cell proliferation, apoptosis, embryonic development, angiogenesis, signaling transduction, and cell adhesion (Table 1). At the top of the list with activated expression (Table 1-a) are fibrinogen gamma chain (Fgg; 13.1-fold), glial cell line derived neurotrophic factor family receptor alpha 1 (Gfra1; 11.78-fold), and placenta-specific 8 (Plac8; 11.31-fold). Use of real time RT-PCR confirmed mRNA levels were increased in thyroid tumor cells of Thrbpv/pv mice as compared with Thra1-/-Thrb-/- mice. As shown in Figures 2A-C, 5-, 155-, and 4.5-fold increased expressions were found for Fgg, Gfra, and Plac8, respectively. The expressions of several relatively down-regulated genes including DEAD (Asp-Glu-Ala-Asp) box polypeptide 6 (Ddx6), BCL2-associated transcription factor 1 (Bclaf1), and nuclear receptor subfamily 2, group F, member 2 (COUP-TFII, Nr2f2) were also examined by real time RT-PCR. As shown in Figures 2D-F, 45%, 50%, and 50% repressions of the mRNA expression were found for Ddx6, Bclaf1, and Nr2f2, respectively. These results show a concordance in gene expression as determined by RT-PCR and microarray analyses.

Figure 2.

Figure 2

Validation of altered gene expression in the thyroids of Thrbpv/pv and Thra1-/-Thrbpv/pv mice by real time RT-PCR. Total RNA was extracted from the mouse thyroid at the age of 9-12 months, and real time RT-PCR was performed as described in Materials and Methods. Fold of changes to the mRNA level of Thra1pv/pvThrbpv/pv mice is shown. An “*” indicates p<0.05; “**”, p<0.01; and “***”, p<0.001, by the Student's t test.

It is important to note that the 100 genes, 45% of the total 241 genes with altered expression mediated by PV exhibited diverse and broad cellular functions relevant to tumorigenesis and metastasis as revealed by the functional annotation (Table 1-b). These functions include transcription, RNA and DNA metabolic processes, cell development, differentiation, proliferation, and apoptosis. Moreover, genes involved in embryogenesis, angiogenesis, and cell adhesion were also detected. Thus, PV exerts extensive effects via gain-of-function on critical cellular functions to drive carcinogenesis.

Table 1-b.

Functional annotation analysis in genes relevant to tumorigenesis/metastasis in Thrbpv/pv mice

Function Count Genes
Regulation of transcription 22 Khdrbs1,Fus,Crtc3,Bach1,Eid1,Tbl1xr1,Dnmt3a,Bclaf1,Hnf1b,Aebp1,Elf2,Bach2,Creb1,Esr1,Shh,Notch2,Rnf4,Sfpq,Sp4,Prdm2,Nr2f2,Nfia
Regulation of RNA metabolic process 15 Bach1,Fus,Eid1,Dnmt3a,Tbl1xr1,Aebp1,Hnf1b,Elf2,Bach2,Creb1,Esr1,Rbm5,Shh,Nr2f2,Nfia
Regulation of DNA metabolic process 6 Rpa1,Dnmt3a,Ube2a,Sfpq,Kcnqlot1,Nfia
Regulation of cell development/differentiati on 5 Rtn4,Wnt4,Shh,Thy1,Mt3,Vegfc,Sema4d
Positive regulation of cell proliferation 5 Rpa1,Vegfc,Esr1,Birc6,Shh
Regulation of apoptosis 7 Notch2,Bclaf1,Nudt2,Esr1,Rbm5,Birc6,Bmf
Embryonic development 5 Rpa1,Ube2a,Hnf1b,Birc6,Shh,Nr2f2
Blood vessel morphogenesis/angiogenesis 6 Rtn4,Vegfc,Cspg4,Nr2f2,Shh,Thy1
Signal 26 Arsb,Aebp1,Masp1,Cspg4,Bcan,Timp2,Prkcsh,Shh,Ccl6,Alcam,Ednrb,lgf1r,Wnt4,Fgg,Lair1,Efnb2,Sirpa,Muc4,Thy1,Notch2,Vegfc,C4bp,Gfra1,Sema4d,Cpd,Bmp5
Small GTPase regulator activity 6 Krit1,Git2,ltsn2,Rgnef,Mcf21,Thy1
Oxidation reduction 7 Adi1,Sdha,Uqcrh,ldh1,Srd5a1,Prdx3,Fdft1
Vesicle-mediated transport 4 Apis3,ltsn2,Sirpa,Shh
Cell adhesion 6 Alcam,Aebp1,Bcan,Sirpa,Muc4,Thy1

Uncovering genes specifically affected by PV via gain-of-function in the thyroid

Microarray analyses uncovered 11 genes involved in thyroid carcinoma that exhibited altered expression in thyroid tumor cells of Thrbpv/pv mice (Table 2). Among these genes, increased expression of the GFRA1 gene was reported in medullary thyroid carcinoma [26]. Consistent with this observation, microarrays also showed an increase in its expression (11.78-fold; Table 2) in the thyroid lesions of Thrbpv/pv mice as compared with Thra1-/-Thrb-/- mice. Array analysis identified another thyroid cancer-related gene, Minpp1 (multiple inositol polyphosphate histidine phosphatase 1), which is a phosphatase with an overlapping function with that of PTEN. Its gene localization (10q23.3) is near to the PTEN gene. Loss of heterozygosity in this locus is frequent in follicular thyroid tumors [27]. Intriguingly, the expression of this gene was up-regulated (4.07-fold) according to the array analysis. Another key thyroid cancer-related gene, Vegfc (vascular endothelial factor C), was also identified by the array analysis. Vegfc is a key regulator in stimulating proliferation of lymphatic vessels and thus is related to lymphatic metastasis of tumors [28]. Moreover, it is known that serum VEGF (s-VEGF) and VEGF-c (s-VEGF-C) are elevated in patients with recurrence of papillary thyroid cancer (PTC) and correlated significantly with the presence of nodal metastases and advanced tumor stages [29, 30]. Paradoxically, decreased expression of the Vegfc gene was detected in the tumor cells of Thrbpv/pv mice as compared with Thra1-/-Thrb-/- mice (Table 2). Array analysis indicated a 4.17-fold decrease, a finding confirmed by RT-PCR (4.5-fold decrease; Figure 2G). In addition, Table 2 also shows that several transcriptional co-regulators of TR or TR-targeted genes, such as the HNF1 homeobox B gene (Hnf1b; 2.7-fold up-regulation), transducin (beta)-like 1X-linked receptor 1 (Tbl1xr1; 2.69-fold down-regulation), and nuclear receptor subfamily 2, group C, member 2 (TR4, Nr2c2; 4.49-fold down-regulation), also showed altered expression in the tumor cells of Thrbpv/pv mice. The expressions of the Hnf1b, Tbl1xr1, and Nr2c2 genes were confirmed by RT-PCR, as shown in Figure 2H, I and J with 10-fold up-regulation; 2.2-fold and 2-fold down-regulation, respectively.

Alteration in the expression of genes with diverse functions collaborates with the PV oncogenic actions

In addition to the genes involved in tumorigenesis or metastasis shown in Tables 1 and 2, array analysis identified 135 genes (56% of total genes) with altered expression related to other biological functions. This large group includes 45 genes that were up-regulated (ranging from 2.52- to 5.25-fold) and 90 genes that were down-regulated (ranging from 2.55- to 17.34-fold). These 135 genes have broad and diverse cellular functions (see Table 3-a) including transcription regulation, cytoskeleton remodeling, molecule transport, cell signaling, RNA processing, protein translation, protein-protein interaction, cell signaling, and metabolism (Table 3-b). That PV could invoke the changes in the expression of an extensive array of genes with diverse cellular functions would suggest that its oncogenic actions would require that genes not be exclusively involved in tumorigenesis, but also collaborate with genes involved in other cellular functions. How some of these genes could network with each other to carry out the oncogenic functions of PV via gain-of-function is further elucidated in the next section.

Table 3-b.

Summary of functions in genes with altered expression in Thrbpv/pv mice

Biological function Count Genes
Transcriptional regulation 19 Apobec2,Atp6v1h,Cnot10,Dgkq,Gmeb1,lno80d,Klf7,Klhdc2,Kti12,Med8,Mtf2,Phf21a,Rfx7,Taf1a,Tcf20,Tcfe2a,Trove2,Zfp40,Zscan22
Intracellular non-membrane-bounded organelle 17 Dgkq,Taf1a,Twf2,Mrps15,Mrps21,Myh9,Zcchc17,Flnb,Mrps2,Atrx,Cgn,Nubp2,Spnb2,Epb4.1,Clasp1,Pafah1b1,Map6d1
Metabolism 17 Aldh1a2,Atp5j2,Cisd1,Coq9,Dlat,Fut9,Gdpd5,Lpcat1,Ndufa12,Npc2,Nsdhl,Ogdh,Pcbd1,Suclg2,Sc4mol,Sorbs1,Xylb
Cytoskeleton 13 Dgkq,Twf2,Nubp2,Cgn,Spnb2,Epb4.1,Pafah1b1,Clasp1,Myh9,Flnb,Map6d1,Fhdc1,Daam1
Ribonucleoprotein complex 9 Prpf19,Trove2,Mrps15,Batla,Srrm1,Mrps21,Zcchc17,Mrps2,Sfrs12
Protein catabolic process 7 Rnf125,Lnpep,Med8,Socs1,Ube2f,Myh9,Senp7
Translation 6 Eif4g3,Mrps15,Hbs1l,Eif2s2,Mrps21,Mrps2
Intracellular transport 5 Stx17,Spnb2,Pafah1b1,Myh9,Kpna1
Tightjunction 5 Cgn,Spnb2,Epb4.1,Ash1l,Myh9
mRNA processing 5 Prpf19,Apobec2,Batla,Srrma,Sfrs12
Calmodulin binding 4 Spnb2,Camk2d,Myh9,Map6d1
Methyltransferase 4 Ccdc76,Lcmt1,Pcmtd2,Ash1l
Cell-cell junction 4 Sorb1,Cgn,Ash1l,Myh9
Negative regulation of protein complex disassembly 3 Spnb2,Clasp1,Map6d1
Nuclear speck 3 Sfrs18,Dgkq,Srrm1
Cell signaling 11 Dgkq,Dusp14,Fst,ll10rb,Kremen1,Phip,Plaa,Plekhg3,Saps3,Socs1,Twf2
Transporter 11 Abca4,Atp6v1h,Cacnb3,Camk2d,Kctd14,Kpnal,Rapgef4,Scfd1,Slc12a9,Slc35a3,Slc4a4,

Gene interaction network analysis implicates involvement of multiple signaling pathways

Via Ingenuity Pathway Analysis software, 25 networks that could function coordinately to bring out the tumorigenic phenotypic manifestation were predicted from the genes identified with altered expression. With the highest score of gene correlation, the top four networks are shown in Figure 3. In Network 1, a group of genes related to tissue development such as lymphoid tissue formation was linked (Figure 3A). Among them, we noted Vegfc, Nr2f2, and ephrin B2 (Efnb2). Vegfc and Nr2f2 are known to be essential in lymphangiogenesis whereas Efnb2 has been related to lymph node metastasis [31, 32]. All of these genes showed a reduced expression level in the thyroid of Thrbpv/pv mice, which might account for the observations that in Thrbpv/pv mice the metastatic target sites (lung and heart) are via the vascular system, rather than via lymphatic pathways. However, Network 1 shows an increased mRNA level of metallothionein 3 (Mt3) which may contribute to the angiogenesis by encoding a small peptide that can significantly induce Vegf mRNA and protein expression in mouse brain capillary endothelial cell line bEND.3 cells during hypoxia [33]. Gene-like bone morphogenetic protein 5 (Bmp5) in Network 1 is associated with cardiovascular system development, and its transcription is under the regulation of Rbm5 (RNA-binding motif protein 5), a tumor suppressor whose mechanism involves potentiating apoptosis and inhibition of the cell cycle [34]. The coordinated down-regulation of Bmp5 and Rbm5 outlined in Network 1 would suggest that the repression of Rbm5 could lead to decreased apoptosis and increased tumor cell proliferation of thyroid tumor cells.

Figure 3.

Figure 3

Network prediction of differentially expressed genes in thyroid tumor cells between Thrbpv/pv and Thra1-/-Thrb-/- mice. The four top-scoring networks (A-D) are displayed graphically. As explained in the legend (A-b), different shapes represent different types of proteins while the relationships between proteins are indicated by the solid bar (direct interaction), dotted bar (indirect relationship), or arrow (acting on). The increased (symbol with vertical lines) and decreased expression (hatched symbol) is marked as indicated in the legends (A-b). (Refer to next page for Figure 3B, C and D).

In Network 2, genes involved in DNA replication, DNA repair, and cell signaling were crosslinked (Figure 3B). In our previous study, we discovered chromosomal aberrations in cell lines derived from thyroid tumors of Thrbpv/pv mice. These cell lines exhibit abnormal karyotypes and a variety of structural chromosomal aberrations, including common recurrent translocations and deletions, raising the possibility that induction of chromosomal instability may contribute to the thyroid carcinogenesis in Thrbpv/pv mice [35]. There is also an aberrant accumulation of a critical mitotic checkpoint protein, Pttg1 (pituitary tumor-transforming gene 1), that helps hold sister chromatids together before entering anaphase, and thus impedes mitotic progression in cells expressing PV [36]. From Network 2, we uncovered additional genes (Smc4, Sfpq, Fus, Pafah1b1, Rpa1) that play critical roles in DNA replication, cell cycle regulation, maintenance of chromosome stability, and/ or DNA repair, which were also deregulated in Thrbpv/pv mice. Smc4 (structural maintenance of chromosomes 4) is an essential component of the condensin complex. The Smc complex is vital for a wide range of processes including chromosome structure and dynamics, gene regulation, and DNA repair [37]. Sfpq (splicing factor proline/ glutamine rich) has functions in pre-mRNA processing [38], transcriptional regulation, and DNA repair by complexes with its paralog named NONO/ p54nrb or RAD51D/ RAD51C/XRCC2 during different DNA repair events [39, 40]. Depletion of SFPQ can lead to increased chromosomal aberrations and substantial sister chromatid cohesion defects [40]. Fus (fusion, derived from t (12;16) malignant liposarcoma gene), an oncogenic RNA binding protein, is also related to DNA repair as evidenced by the fact that mice lacking the protein FUS are hypersensitive to ionizing radiation and FUS is a phosphorylation target of the ATM (ataxia-telangiectasia mutated) signaling pathway in DNA repair [41-43]. Pafah1b1 (platelet-activating factor acetyl-hydrolase, isoform 1b, subunit 1) plays a pivotal role in microtubule regulation and mitotic spindle orientation of neuroepitheiial stem cell proliferation [44]. Remarkably, expression of these four genes was decreased in a coordinated manner in Thrbpv/pv mice. This reduction could further weaken the chromosomal stability in Thrbpv/pv mice. Replication protein A (Rpa1), a major eukaryotic ssDNA binding protein, is required for cell viability and plays essential roles in DNA replication, repair, and recombination [45]. A higher RPA expression has been reported in breast and colon cancers as a factor in promoting cell proliferation during tumor growth and progression [46, 47]. In Thrbpv/pv mice, the mRNA level of Rpa1 was also higher than in Thra-/-Thrb-/- mice. In this network, we also noted several key regulators in the Wnt/b-catenin signaling pathway, including Wnt4 (wingless-related MMTV integration site 4) and Daam1 (dishevelled associated activator of morphogenesis 1), that could crosstalk with the p38 MAPK pathway. Previously, we showed dys-regulation of both signaling cascades (Wnt/b-catenin and p38 MAPK) in thyroid carcinogenesis of Thrbpv/pv mice [17, 48]. However, it was unknown whether these two pathways could be linked via PV to affect thyroid carcinogenesis. Thus, the possibility that the two pathways can crosstalk could potentially open a new area of study to gain further insights into thyroid carcinogenesis.

In Network 3, genes participating in the cancer-related signaling pathways are shown. Several key nodes are Akt, Mapk, Ras, and IGF1R. Aberrant activation of the signaling involving these key regulators has been shown to be associated with human follicular thyroid carcinoma. Consistent with human cancer, PI3K-Akt is also activated during thyroid carcinogenesis of Thrbpv/pv mice [18, 19]. One of the genes with altered expression identified in Network 3 that merits further investigation is estrogen receptor (ER). A long-standing question in the understanding of human thyroid cancers is the preponderance of female patients in the ratio of 3- or 4-to-1 over male patients. Network 3 shows the extensive down-stream regulators and effectors of the PV-activated ER signaling. These ER downstream regulators need to be further studied to understand the gender disparity in thyroid cancer.

Network 4 shows sets of genes grouped by their common functions in cytoskeleton organization, molecular transport, and small molecule biochemistry (Figure 3D). In this group, several genes related to cytoskeleton structure or cell adhesion (e.g., erythrocyte protein band 4.1, Epb4.1, MCF.2 cell line derived transforming sequence-like, Mcf2l, myosin, heavy polypeptide 9, non-muscle, Myh9, filamin, beta, Flnb, cingulin, Cgn) were identified. The differential expression of these actin-related genes might give insights into how cellular behaviors in vascular invasion differed between Thrbpv/pv and Thra1-/-Thrb-/-mice.

Discussion

We have previously shown that both Thrbpv/pv and Thra1-/-Thrb-/- mice spontaneously develop FTC similar to human thyroid cancer [13, 22]. However, it is important to point out that FTC is more aggressive in Thrbpv/pv than Thra1-/-Thrb-/- mice. The size of thyroid tumors is larger and the pathological progression is faster with a higher frequency of metastasis. This observation is intriguing in view of the fact that Thrbpv/pv mice harbor a mutated TRβ that was expected to function as a dominant negative mutant, leading only to the loss of normal TR suppressor functions. The phenotypic manifestation of thyroid tumors in Thrbpv/pv mice was expected to be similar to that of Thra1-/-Thrb-/- mice that have lost TR suppressor functions due to deficiency in TRs. That FTC is more aggressive in Thrbpv/pv than in Thra1-/-Thrb-/- mice prompted us to test the hypothesis that PV, in addition to the loss of normal TR functions, could also act via gain-of-function. Indeed, global gene expression profiling of the microdissected thyroid tumor cells from the two groups of age- and gender-matched mutant mice shows contrasting expression patterns of 241 genes. Although the majority of the genes with contrasting expression are involved in tumorigenesis and metastasis, the remaining genes play key roles in broad and diverse cellular functions. These findings indicate that PV, in addition to acting as a mutant that has lost normal TR functions, could also act via gain-of-function to promote thyroid carcinogenesis.

Extensive analysis of the gene expression data using gene ontology, functional annotation, and gene network prediction has provided new insights into the molecular signaling pathways that lead to a more aggressive thyroid malignancy in Thrbpv/pv mice than in Thra1-/-Thrb-/- mice. Previously, we identified several pathways including PI3K/Akt, Wnt/β-catenin, and p38 MAPK signaling that are dysregulated in Thrbpv/pv mice [17, 19, 48]. In Thra1-/-Thrb-/- mice, activation of PI3K/Akt signaling was also observed [22]. The present studies showed that different subsets of effectors/regulators were implicated in the activation of the same pathways that could further modulate the magnitudes of the responses. The different subsets of genes could also function in different pathways to regulate the extent or alter the outcome of signaling. Gfra1 was one such gene uncovered in the present studies. Its mRNA expression was highly elevated in the thyroid tumors of Thrbpv/pv mice (Table 1-a and Figure 2B). This gene encodes a glycosylphosphatidylinositol (GPI)-linked co-receptor of proto-oncogenic receptor tyrosine kinase RET (rearranged during transfection) in mediating extracellular signal from glial cell line-derived neurotrophic factors (GDNFs) via Ras/ MAPK, PI3K/Akt, and PLCγ pathways [49, 50]. Gfra1 also directly complexes with neural cell adhesion molecule (NCAM) and activates Fyn kinase to regulate cell migration neuronal morphology, and synapse formation [51]. Gfra1 can also mediate cell adhesion uniquely in a ligand-dependent manner [52]. In addition, Gfra1 can be shed from the cell surface by the action of membrane-associated phospholipases. The soluble Gfra1 stably binds to GDNF to act at a distance to promote neuronal survival and neurite outgrowth on RET-expressing neurons/ axons [53, 54]. In thyroid cancers, increased expression level of Gfra1 or constitutive activation of RET signaling has been reported due to the rearrangement of RET (RET/PTC) in papillary thyroid cancer (PTC) or medullary thyroid carcinoma patients [26, 55]. This raises the possibility that a highly increased expression level of Gfra1 in Thrbpv/pv mice could be involved in the activation of the RET signaling in these mice. If this possibility proves to be true in future studies, Thrbpv/pv mice would become a promising preclinical animal model in testing novel RET inhibitors for thyroid cancer treatment.

In addition to the identification of Gfra1 as a novel modulator of Ras/MAPK, PI3K/Akt signaling in thyroid carcinogenesis of Thrbpv/pv mice, we also detected the highly activated expression of Shh (sonic hedgehog) that could also function to modulate the PI3K/Akt and Wnt/β-catenin pathways. Shh encodes a signaling peptide functioning via the Patched (Ptc)-Smoothened (Smo) receptor complex and glioblastoma (Gli) family of transcription factors in controlling cell proliferation and differentiation. The Shh pathway crosstalks with PI3K-Akt and Wnt/β-catenin pathways at multiple levels and coordinates developmental transitions in mammals [56]. In thyroid, knockout of the Shh gene leads to hemiagenesis of thyroid and ectopic expression [57]. In addition to Shh, several Shh-signaling-related genes such as Aldh1a2, Mtss1, and Nsdhl were also identified in the analysis. Aldh1a2 (aldehyde dehydrogenase 1 family, member A2) catalyzes the synthesis of retinoic acid, which regulates early mouse embryonic forelimb development by controlling sonic hedgehog signaling [58]. The increased mRNA level of Aldhla2 (3.7 fold, Table 3-a) found in Thrbpv/pv mice may enhance the activated Shh signaling. Another gene that regulates hedgehog signaling is Nsdh1 (NADH sterol dehydrogenase-like), which was found to be up-regulated (2.7-fold, Table 4-a) in Thrbpv/pv mice as well. This gene encodes a sterol dehydrogenase involved in the removal of C-4 methyl groups in one of the later steps of cholesterol biosynthesis. In Nsdhl-deficient mice, the abnormality of placental development is related to the hedgehog signaling pathway [59]. This may be due to the decrease of sterol synthesis that directly affects one or more proteins (including Shh) associated with sterols. This could also be due to the alteration of the properties of the plasma membrane which may secondarily affect Shh signaling pathway [60, 61]. Another gene involved in Shh signaling is Mtss1 (metastasis suppressor 1). Mtss1 is a direct target gene of Shh-Gli signaling and its product can potentiate Gli-dependent transcription [62]. Mtss1 is also able to bind monomeric actin and behaves as a tumor suppressor in cell proliferation [63, 64]. In our study, the expression of Mtss1 (5-fold; Table 1-a) is not consistent with the increased mRNA level of Shh in Thrbpv/pv mice, which suggests that Mtss1 may not be regulated by Shh in thyrocytes but affects thyroid tumorigenesis via its tumor suppressor function.

That thyroid tumors of Thrbpv/pv mice are larger than those of Thrb-/-Thrb-/- mice could be understood further from the identification of several down-regulated genes encoding pro-apoptotic factors (Bclaf1, Bmf, and Bnip2) related to Bcl2 in the present studies. The suppression of apoptosis by lowering the expression of these pro-apoptotic molecules sustains malignant cell proliferation in thyroids of Thrbpv/pv mice. Thus, while the proliferation of thyroid tumor cells of Thrbpv/pv mice and Thra1-/-Thrb-/- mice is stimulated, the decreased apoptosis due to the suppression of apoptotic activity in thyroid tumor cells of Thrbpv/pv mice gains additional proliferation advantage. The contribution of the apoptotic pathways to the more aggressive thyroid malignancy due to PV via the gain-of -function suggests new therapeutic strategies that would use these apoptotic genes as molecular targets.

Ever since the identification of dominantly negative TRβ mutations in RTH patients, the molecular mechanisms by which these mutants function in the pathogenesis of RTH have been extensively investigated. While it has long been accepted that these TRβ mutations act in a dominant negative fashion to interfere with the functions of WT TRs, whether they could also function via gain-of-function was less extensively explored. The contrasting gene expression profiles in the thyroids of Thrbpv/pv and Thra1-/-Thrb-/- mice clearly show that PV can act beyond the dominant negative mode. It is possible that this gain-of-function of PV can also operate in other target tissues besides the thyroid, thereby further contributing to the pathogenesis of RTH. The verification of this possibility awaits further studies.

Acknowledgments

This research was supported by the Intramural Research Program of the Center for Cancer Research. National Cancer Institute, NIH. We thank Drs. Jaime Rodriguez-Canales and Jeffrey Hanson, for assistance with the laser capture microdissection experiments.

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