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. Author manuscript; available in PMC: 2018 Jan 1.
Published in final edited form as: Endocr Relat Cancer. 2016 Nov 14;24(1):41–52. doi: 10.1530/ERC-16-0402

A Six-genotype Genetic Prognostic Model for Papillary Thyroid Cancer

Xiaopei Shen 1, Rengyun Liu 1, Mingzhao Xing 1
PMCID: PMC5132178  NIHMSID: NIHMS831653  PMID: 27875244

Abstract

A unique prognostic role of the genetic duet of BRAF V600E and TERT promoter mutation in papillary thyroid cancer (PTC) has been recently established, but the role of RAS mutation in this genetic interplay remains to be established. Using The Cancer Genome Atlas (TCGA) data of patients with PTC from 19 medical centers, we investigated interactions among the three mutations in clinical outcomes of PTC. We found that BRAF and RAS mutations were mutually exclusive but both were associated with TERT promoter mutations, with the genetic duet of BRAF/RAS and TERT mutations occurring in 34/388 (8.76%) patients. BRAF/RAS or TERT mutation each alone had no or minimal effect while coexisting BRAF/RAS and TERT mutations had a robust synergistic effect on poor clinicopatholgoic outcomes of PTC, including disease recurrence and patient mortality. For example, PTC recurrence rate was 52% with coexisting BRAF V600E/RAS and TERT promoter mutations versus 6.9% with no mutation, corresponding to a HR of 8.17 (95% CI 3.09–21.58), which remained significant at 14.71 (95% CI 2.79–77.61) after adjustment for clinicopathologic factors and institution. BRAF/RAS mutation or TERT mutation alone minimally affected Kaplan-Meier patient survival curves while the genetic duet was associated with a sharp curve decline. Thus, by confirming and expanding previous findings in single-institution studies, this multicenter data analysis establishes a six-genotype genetic prognostic model for poor outcomes of PTC with a risk order of genetic duet of BRAF V600E/RAS mutation and TERT mutation >>>> BRAF V600E = TERT mutation alone >RAS mutation alone = wild-type genes.

Keywords: thyroid cancer, TERT promoter mutation, BRAF V600E mutation, RAS mutation, prognostic molecular markers

INTRODUCTION

Thyroid cancer is a common endocrine malignancy, consisting mostly of papillary thyroid cancer (PTC) and follicular thyroid cancer (FTC), with the former accounting for nearly 90% of all thyroid malignancies (Siegel et al. 2015; Howlader et al. 2016). PTC can be further classified into several variant types, including mainly conventional PTC (CPTC), follicular-variant PTC (FVPTC), and tall-cell PTC (TCPTC), among which CPTC was the most common. BRAF V600E and RAS mutations have been well established as the main genetic drivers of thyroid cancer, particularly PTC (Garcia-Rostan et al. 2003; Xing 2013). Following the initial report of two mutually exclusive TERT promoter mutations—chr5:1,295,228C>T and chr5:1,295,250 C>T (termed C228T and C250T, respectively) in melanoma in 2013 (Horn et al. 2013; Huang et al. 2013), we reported their occurrence also in thyroid cancer (Liu et al. 2013), which has been widely confirmed (Alzahrani et al. 2016; Liu & Xing 2016). This represents an exciting recent development in understanding the genetic mechanisms of thyroid cancer. Studies from us (Liu et al. 2014; Shi et al. 2015) and others (Alzahrani et al. 2016; Liu & Xing 2016) have consistently shown a strong association of TERT promoter mutations with aggressive clinicopathologic outcomes of thyroid cancer, suggesting a prognostic role of TERT promoter mutations in this cancer.

In our initial study on TERT promoter mutations in thyroid cancer, we made an interesting observation of the association between BRAF V600E and TERT promoter mutations (Liu et al. 2013). Our subsequent studies on extended cohorts of patients with different ethnic backgrounds again showed this phenomena (Liu et al. 2014; Shi et al. 2015), which has now been widely confirmed (Liu & Xing 2016). BRAF V600E, the most common oncogene in PTC (Xing 2005), has been shown to be associated with a poor prognosis of PTC (Xing 2007; Xing et al. 2013; 2015). We found the unique genetic duet of coexisting BRAF V600E and TERT promoter mutations to be even more robustly associated with aggressive clinicopathologic outcomes of PTC, including tumor recurrence, and patient mortality (Xing et al. 2014a, b; Liu et al. 2016). The genetic duet of RAS and TERT promoter mutations was shown to be marginally associated with aggressiveness of FTC in relatively small cohorts (Muzza et al. 2015; Sohn et al. 2016; Song et al. 2016). The role of this genetic duet in PTC has not been established.

These previous studies on the coexisting BRAF V600E and TERT promoter mutations were virtually all single institution-based. The genetic duet of BRAF V600E and TERT promoter mutations was studied in PTC virtually always with RAS mutations mixed in the study cohort. It is important and ideal to use multicenter studies to validate and establish an exclusive role of the genetic duet of BRAF V600E and TERT promoter mutations and to also investigate the role of the genetic duet of RAS and TERT promoter mutations in PTC. To this end, we conducted the present study using the unique multicenter cohort of PTC patients in The Cancer Genome Atlas (TCGA) database (Cancer Genome Atlas Research Network 2014) to comprehensively investigate the interactions among BRAF V600E, RAS and TERT promoter mutations in affecting the clinical outcomes of PTC.

MATERIALS AND METHODS

Mutation and clinical information of the PTC patients in the TCGA database

Whole-exon mutation data were obtained from the TCGA Genome Data Analysis Center (GDAC) firehose website (http://firebrowse.org/). Information on BRAF V600E and RAS (including NRAS, KRAS, HRAS) mutations was extracted from the data. For RAS mutations, only missense mutations were included. TERT promoter mutation information was extracted from the TCGA thyroid cancer mark paper (Cancer Genome Atlas Research Network 2014), which included the TERT promoter mutation information from the Sanger sequencing and whole genome sequencing. A total of 388 patients with available information on both exon mutation and TERT promoter mutation were included for analyses in the present study. Clinical data for these patients were extracted directly from the TCGA Data Portal (https://tcga-data.nci.nih.gov/tcga/). The information on new tumor event, disease status, and patient mortality was updated to the latest follow-up data (07-30-2015, v4.0).

Definition of disease recurrence and patient mortality

PTC recurrence was defined here as recurrent or persistent disease as defined previously (Xing et al. 2014a), which was identified based on the clinical information of new thyroid cancer tumor related events and the tumor status during the follow-up time for each patient. Patients with available information for both tumor status and new tumor event status during the follow-up time were included. Patients with any of the three types of new tumor events, including locoregional recurrent tumor, distant recurrent tumor and biochemical recurrent tumor, were identified as having disease recurrence. The recurrence time was defined as the time from the initial treatment of the original tumor to the discovery of the tumor recurrence/persistence. If a patient has multiple new thyroid tumor events, the recurrence time for this patient was defined as the recurrence time for the first new tumor event. If the tumor status was “with tumor” at any follow-up times even if it represented a persistent disease but not new tumor event, it was also treated as disease “recurrence” in this study and the earliest follow-up time for the persistent tumor status was used as the recurrence time. Patients who had no new thyroid tumor event and were in ‘tumor free’ status were treated as having no disease recurrence. As a result, a final 306 cases out of the initially selected 388 patients were used for PTC recurrence analysis. For patient mortality, the follow-up time was defined as the time period from the treatment of the initial thyroid cancer to the time of the death of the patient as defined previously (Xing 2013).

Statistical analyses

Comparisons of categorical variables were performed with either Pearson’s chi-squared test or, for cases with small number, Fisher’s exact test. Wilcoxon-Mann-Whitney test was used for continuous variables. Survival curves were plotted with the Kaplan-Meier method with log-rank statistical analyses. Cox proportional hazards regression was used to assess the hazard ratio (HR) of the risk of recurrence and mortality. Statistical significance was defined as two-sided P values < 0.05.

RESULTS

BRAF V600E, RAS and TERT promoter mutations and their relationship in PTC in the TCGA database

From the TCGA thyroid cancer database (Cancer Genome Atlas Research Network 2014), we identified 388 PTC patients from 19 sources/medical centers (Table S1) with available information both on exon mutation and TERT promoter mutation and analyzed the genetic status for BRAF V600E, RAS, and TERT promoter mutations. BRAF V600E was found in 226/388 (58.2%) cases, including 183/271 (67.5%) CPTC, 13/83 (15.7%) FVPTC, and 28/30 (93.3%) TCPTC. RAS mutations were found in 49/388 (12.6%) cases, including 21/271 (7.7%) CPTC, 28/83 (33.7%) FVPTC and 0/30 (0%) TCPTC. TERT promoter mutations were found in 26/271 (9.6%) CPTC, 5/83 (6.0%) FVPTC and 7/30 (23.3%) TCPTC, with an overall prevalence of 39/388 (10.1%) in all PTC. The 39 cases of TERT promoter mutations included 30 C228T (76.9%), 8 C250T (20.5%), and 1 C228A (2.6%). The relationship among BRAF V600E, RAS, and TERT promoter mutations is illustrated in Fig 1. A significant association of TERT promoter mutations with the BRAF V600E/RAS mutation was observed (P=0.016). Because BARF V600E and RAS mutations were mutually exclusive (P<2.2e-16), we analyzed the relationship between TERT and BRAF V600E or RAS mutations in the subsets of RAS mutation- or BRAF V600E mutation-negative patients, respectively. In the RAS mutation-negative patients, BRAF V600E mutation was still significantly associated with TERT promoter mutation (P=0.019). In the relatively small number of BRAF V600E mutation-negative patients, RAS mutations were marginally associated with TERT promoter mutation (P=0.085). Overall, the majority (34/39; 87.2%) of the patients with TERT promoter mutations had coexisting either BRAF V600E or RAS mutations, and 34/388 (8.76%) of all PTC harbored BRAF V600E/RAS and coexisting TERT promoter mutations.

Figure 1. Gene-sample matrix of mutations on BRAF V600E, RAS and TERT promoter mutations.

Figure 1

The matrix illustrates the genetic status of the 388 cases of papillary thyroid cancer (PTC) included in the present study from the TCGA database. Cases positive for the indicated gene mutations are marked with dark color. Several relationships among the different mutations are evident, including the mutual exclusiveness between BRAF V600E and RAS mutations, the association between BRAF V600E and TERT promoter mutations, and the association between RAS and TERT promoter mutations in PTC. Occurrence of TERT promoter mutation alone is uncommon. Thirty-four of the 39 (87.2%) patients positive for TERT promoter mutations have coexisting either BRAF V600E or RAS mutations and 34/388 (8.76%) of all PTC harbor the genetic duet of coexisting BRAF V600E/RAS and TERT promoter mutations.

Impacts of BRAF V600E or TERT promoter mutation alone or in their coexistence on clinicopathologic outcomes of PTC in the TCGA data

When dividing the TCGA PTC cohort into two groups—TERT promoter mutation-positive versus –negative groups, a strong association of TERT promoter mutation with multiple poor clinicopathologic outcomes was seen (Table S2). Similar effects of TERT promoter mutations on clinicopathologic outcomes were seen when the analysis was performed only on CPTC (Table S3). On Kaplan-Meier analyses by dividing the cohort into TERT promoter mutation-negative and –positive groups, TERT promoter mutation was associated with a significant decline in the patient survival curve (Fig S1A) and recurrence-free survival curve (Fig S1B). Similar results were obtained on the effect of TERT promoter mutations when only CPTC was analyzed (Figs S1C and D).

To examine the effects of individual and coexisting genetic events of BRAF V600E and TERT promoter mutations, we divided the patients into four genotypes (Table 1). In this analysis, to exclude the influence of RAS mutations, we focused the analyses on the 339 RAS mutation-negative PTC patients. In comparison with the group negative for either mutation, BRAF V600E alone was significantly associated with extrathyroidal invasion, late disease stage III&IV, high tumor stages T3&T4 and lymph node metastasis (P<0.001, P=0.050, 0.034 and 0.040, respectively) and TERT promoter mutation alone did not show a significant association with any clinicopathologic outcome. In contrast, coexistence of BRAF V600E and TERT promoter mutation was robustly associated with virtually all the high-risk multiple clinicopathologic characteristics with more profound significance, including distant metastasis, disease recurrence and patient mortality (P=0.047, 0.002 and 0.010, respectively). Similar robust synergistic effects of coexisting BRAF V600E and TERT promoter mutations were observed when only CPTC in the TCGA data was analyzed (Table S4).

Table 1.

Impacts of BRAF V600E or TERT promoter mutation alone or in their coexistence on clinicopathologic outcomes of PTC

Characteristic No Mutation BRAF V600E only TERT Mutation Only BRAF+TERT Mutation
No. (Percent) No. (Percent) P No. (Percent) P No. (Percent) P
Sample size 109 197 5 28

Age at diagnosis, Median (IQR), y 46 (33–59) 46 (34–54) .52 49 (37–68) .52 66 (59–73) <.001

Sex, male 27/109 (24.8) 53/197 (26.9) .79 0/5 (0) .34 9/28 (32.1) .47

Multifocality 53/103 (51.5) 89/194 (45.9) .43 0/5 (0) .06 12/28 (42.9) .52

Tumor size, Median (IQR), cm 2.9 (1.9–4) 2.5 (1.5–3.6) .28 4 (3.0–5.0) .68 3 (2.4–4.2) .21

Extrathyroidal invasion 17/104 (16.3) 69/193 (35.8) <.001 1/5 (20) 1 17/28 (60.7) <.001

AJCC tumor stage
 stage I 66/108 (61.1) 115/196 (58.7) .031 3/5 (60) .31 5/28 (17.9) <.001
 stage II 18/108 (16.7) 15/196 (7.7%) 1/5 (20) 2/28 (7.1)
 stage III 19/108 (17.6) 47/196 (24) 0/5 (0) 10/28 (35.7)
 stage IV 5/108 (4.6) 19/196 (9.7) 1/5 (20) 11/28 (39.3)
 stage III + stage IV 24/108 (22.2) 66/196 (33.7) .050 1/5 (20) 1 21/28 (75) <.001

AJCC_T
 T1 31/107 (29.0) 61/197 (31) .022 1/5 (20) .06 4/28 (14.3) <.001
 T2 46/107 (43.0) 56/197 (28.4) 2/5 (40) 6/28 (21.4)
 T3 30/107 (28.0) 74/197 (37.6) 1/5 (20) 11/28 (39.3)
 T4 0/107 (0) 6/197 (3) 1/5 (20) 7/28 (25)
 T3+T4 30/107 (28.0) 80/197 (40.6) .034 2/5 (40) .62 18/28 (64.3) <.001

AJCC_N, N1 38/92 (41.3) 99/179 (52.4) .040 3/5 (60) .64 17/27 (63.0) .052

AJCC_M, M1 0/54 (0) 3/120 (2.5) .55 0/4 (0) 1 2/19 (10.5) .07

Distant metastasis 1/50 (2) 8/103 (7.8) .27 0/4 (0) 1 3/17 (17.6) .047

Tumor recurrence 6/87 (6.9) 22/154 (14.3) .13 1/5 (20) .33 7/19 (36.8) .002

Mortality rate 3/108 (2.8) 4/189 (2.1) .71 1/5 (20) .17 5/28 (17.9) .010

Total follow-up, Median (IQR), month 30 (17–46) 37 (21–65) .056 13 (6–28) .15 43 (16–55) .13

This table summarizes the analyses in 339 cases of patients with PTC negative for RAS mutation. IQR, interquartile range; AJCC, American Joint Committee on Cancer. AJCC_M refers to distant metastasis status at the diagnosis of thyroid cancer; M1, presence of metastasis. The group “Distant metastasis” below the group “AJCC_M” in the table refers to any distant metastasis, including distant metastasis at the diagnosis and distant metastasis discovered during the follow-up time, i.e., metastatic recurrence.

A recent study demonstrated a differential aggressiveness risk for the three major PTC variants in the order of TCPTC > CPTC ≫ FVPTC (Shi et al. 2016). We observed here a similar distribution pattern of coexisting BRAF V600E and TERT promoter mutations in the three PTC variants, with a prevalence being 7/30 (23.3%), 20/270 (7.4%), and 1/83 (1.2%) in TCPTC, CPTC, and FVPTC (Table S5), respectively, consistent with an aggressive role of the genetic duet.

Table 2 summarizes the hazard ratios (HRs) of the impacts of BRAF V600E and TERT promoter mutations on PTC recurrence in RAS mutation-negative patients. The HR for recurrence was not significant for BRAF or TERT promoter mutation alone but robustly significant for coexisting BRAF V600E and TERT promoter mutations. Specifically, patients harboring the genetic duet had the highest recurrence rate at 7/19 (36.8%), corresponding to 106.94 recurrences per 1,000 person-years (95% CI, 50.98 to 224.31), versus only 6/87 (6.9%), corresponding to 22.15 recurrences per 1,000 person-years (95% CI, 9.94 to 49.25), in patients harboring neither mutation, with a HR of 4.75 (95% CI, 1.58 to 14.29; P= 0.006). This HR remained significant at 6.59 (95% CI, 1.55 to 27.94; P= 0.011) after adjustment for patient age and sex and marginally (P=0.102) missed the significance after additional adjustment for tumor behaviors, but remained significant (P=0.044) after further additional adjustment for institution (Table 2). Similar HR results for tumor recurrence was observed in the analysis of only CPTC (Table S6).

Table 2.

Hazard ratios of BRAF V600E/RAS or TERT promoter mutations each alone or their coexistence for the recurrence of PTC

Mutations Recurrence Recurrence per 1,000 Person-Years (95% CI) Unadjusted
Hazard Ratios (95% CI)
Adjustment 1
Hazard Ratios (95% CI)
Adjustment 2
Hazard Ratios (95% CI)
Adjustment 3
Hazard Ratios (95% CI)
BRAF No mutation 6/87 (6.9) 22.15 (9.94–49.25) 1
BRAFV600E mutation only 22/154 (14.3) 35.5 (23.14–54.44) 1.88 (0.76–4.63) 1.84 (0.74–4.56) 1.36 (0.5–3.7) 1.34 (0.43–4.17)
TERT mutation only 1/5 (20) 154.27 (21.73–1095.16) 5.82 (0.64–52.64) 6.24 (0.65–60.10) 0.90 (0.05–15.55) 25.30 (0.52–1241)
BRAFV600E+TERT mutations 7/19 (36.8) 106.94 (50.98–224.31) 4.75 (1.58–14.29) 6.59 (1.55–27.94) 5.46 (0.71–41.97) 71.36 (1.11–4560)

RAS No mutation 6/87 (6.9) 22.15 (9.94–49.25) 1
RAS mutation only 3/34 (8.8) 31.62 (10.20–98.03) 1.51 (0.36–6.34) 1.44 (0.34–6.06) 0.65 (0.11–3.77) 0.35 (0.04–2.82)
TERT mutation only 1/5 (20) 154.27 (21.73–1095.16) 5.82 (0.64–52.64) 6.24 (0.65–60.10) 0.9 (0.05–15.55) 25.30 (0.52–1241)
RAS+TERT mutations 6/6 (100) 1173 (526.99–2610.97) 39.04 (10.56–144.3) 106.76 (15.30–744.49) 89.88 (8.89–909.14) 138.0 (5.75–3313)

BRAF/RAS No mutation 6/87 (6.9) 22.15 (9.94–49.25) 1
BRAF V600E/RAS mutation only 25/189 (13.2) 34.86 (23.36–52.01) 1.77 (0.72–4.31) 1.74 (0.71–4.24) 1.3 (0.48–3.5) 1.24 (0.42–3.66)
TERT mutation only 1/5 (20) 154.27 (21.73–1095.16) 5.82 (0.64–52.64) 6.24 (0.65–60.10) 0.90 (0.05–15.55) 25.30 (0.52–1241)
BRAF V600E/RAS+TERT mutations 13/25 (52) 184.2 (106.96–317.28) 8.17 (3.09–21.58) 12.44 (3.33–46.56) 13.16 (2.39–72.42) 14.71 (2.79–77.61)

The “BRAF” group excluded patients with RAS mutations, the “RAS” group excluded patients with BRAF mutation, and the “BRAF/RAS” group included all the patients regardless of the BRAF and RAS mutation status. Hazard ratio and 95% CI were calculated using Cox regression for the comparison of the indicated mutation group with the group harboring neither mutation. Adjustment 1 was made for patient age at diagnosis and sex. Adjustment 2 was made for patient age at diagnosis, sex, multifocality, tumor size, extrathyroidal invasion and lymph node metastasis. Adjustment 3 was made for patient age at diagnosis, sex, multifocality, tumor size, extrathyroidal invasion, lymph node metastasis and medical center.

We next performed Kaplan-Meier analyses of patient survival and recurrence-free survival by genotype in RAS mutation-negative patients. Comparison of the four genotype groups globally revealed a significant difference in survival and recurrence-free survival (P<0.0001 and P=0.0097, Fig 2A and 2B). As shown in Fig 2A, in paired group comparison, compared with the group negative for either mutation, BRAF V600E mutation was not significantly associated with survival decline (P=0.19), but coexisting BRAF V600E and TERT promoter mutations were significantly associated with a decline in the survival curve (P=0.045). TERT promoter mutation alone was associated with a survival decline but the number of cases was limited. For disease recurrence-free survival (Fig 2B), BRAF V600E or TERT promoter mutation alone had a modest effect (P=0.21 and 0.08, respectively), but their coexistence was robustly associated with a sharp decline in the recurrence-free survival curve (P=0.002). These results were consistent with the synergistic effects of BRAF V600E and TERT promoter mutations on other clinicopathologic outcomes of PTC (Table 1). Similar results were obtained when Kaplan-Meier analyses were performed only on CPTC (Figs S2A, S2B).

Figure 2. Kaplan-Meier analyses of the impacts of BRAF V600E, RAS or TERT promoter mutations or their coexistence on patient survival and disease recurrence-free survival of patients with papillary thyroid cancer (PTC) in the TCGA database.

Figure 2

A. Impacts of BRAF V600E or TERT promoter mutations or their coexistence on patient survival. B. Impacts of BRAF V600E or TERT promoter mutations or their coexistence on PTC recurrence-free survival. The analyses in A and B were performed with exclusion of the cases positive for RAS mutations. C. Impacts of RAS or TERT promoter mutations or their coexistence on patient survival. D. Impacts of RAS or TERT promoter mutations or their coexistence on PTC recurrence-free survival. The analyses in C and D were performed with exclusion of the cases positive for BRAF V600E mutation. E. Impacts of BRAF/RAS or TERT promoter mutations or their coexistence on patient survival. F. Impacts of BRAF/RAS or TERT promoter mutations or their coexistence on PTC recurrence-free survival. The analyses in E and F were performed on the whole cohort of PTC patients without genetic-based exclusion. The Log-rank P value in each panel represents the comparison among the four groups globally.

Impacts of RAS or TERT promoter mutation alone or their coexistence on clinicopathologic outcomes of PTC in the TCGA data

We analyzed the impacts of RAS or TERT promoter mutation alone or in coexistence on clinicopathologic outcomes in the TCGA data (Table 3). To exclude the influence of BRAF V600E, this analysis was focused on the 162 BRAF V600E mutation-negative PTC patients. Interestingly, in comparison with the group negative for either mutation, RAS mutation alone showed no adverse effect on any of the clinicopathological characteristics; in fact, RAS mutation was even inversely associated with lymph node metastasis (P=0.043). In contrast, the coexistence of RAS and TERT promoter mutations was strongly associated with older patient age, male sex, late disease stages III&IV, distant metastasis, and recurrence compared with the group negative for either mutation (P=0.024, 0.044, 0.004, <0.001 and <0.001, respectively) (Table 3). Mortality could not be analyzed due to small number of deaths. In the analysis on CPTC, we similarly observed synergistic effects of the two mutations on poor clinicopathologic outcomes (Table S7).

Table 3.

Impact of RAS or TERT promoter mutation or their coexistence on clinicopathologic outcomes of PTC

Characteristic No Mutation RAS Mutation Only TERT Mutation Only RAS+TERT Mutation
No. (Percent) No. (Percent) P No. (Percent) P No. (Percent) P
Sample size 109 42 5 6

Age at diagnosis, Median (IQR), y 46 (33–59) 41 (32–50) .10 49 (37–68) .52 62 (58–65) .024

Sex, male 27/109 (24.8) 9/42 (21.4) .83 0/5 (0) .34 4/6 (66.7) .044

Multifocality 53/103 (51.5) 18/42 (42.9) .37 0/5 (0) .06 2/6 (33.3) .44

Tumor size, Median (IQR), cm 2.9 (1.9–4) 2.3 (1.8–2.9) .13 4 (3.0–5.0) .68 4.4 (2.4–6.2) .22

Extrathyroidal invasion 17/104 (16.3) 5/38 (13.2) .80 1/5 (20) 1 2/6 (33.3) .28

AJCC tumor stage
 stage I 66/108 (61.1) 31/42 (73.8) .59 3/5 (60) .31 0/6 (0) <.001
 stage II 18/108 (16.7) 4/42 (9.5) 1/5 (20) 1/6 (16.7)
 stage III 19/108 (17.6) 6/42 (14.3) 0/5 (0) 1/6 (16.7)
 stage IV 5/108 (4.6) 1/42 (2.4) 1/5 (20) 4/6 (66.7)
 stage III + stage IV 24/108 (22.2) 7/42 (16.7) .51 1/5 (20) 1 5/6 (83.3) .004

AJCC_T
 T1 31/107 (29.0) 16/42 (38.1) .43 1/5 (20) .06 1/6 (16.7) .09
 T2 46/107 (43.0) 18/42 (42.9) 2/5 (40) 2/6 (33.3)
 T3 30/107 (28.0) 8/42 (19.0) 1/5 (20) 2/6 (33.3)
 T4 0/107 (0) 0/42 (0) 1/5 (20) 1/6 (16.7)
 T3 + T4 30/107 (28.0) 8/42 (19.0) .61 2/5 (40) .62 3/6 (50) .36

AJCC_N, N1 38/92 (41.3) 8/38 (21.1) .043 3/5 (60) .65 2/6 (33.3) 1

AJCC_M, M1 0/54 (0) 0/26 (0) 1 0/4 (0) 1 2/2 (100) <.001

Distant metastasis 1/50 (2) 0/23 (0) 1 0/4 (0) 1 4/4 (100) <.001

Tumor recurrence 6/87 (6.9) 3/34 (8.8) 1 1/5 (20) .33 6/6 (100) <.001

Mortality rate 3/108 (2.8) 1/42 (2.4) 1 1/5 (20) .17 0/6 (0) 1

Total follow-up, Median (IQR), month 30 (17–46) 23 (15–48) .53 13 (6–28) .15 25 (23–40) .87

This table summarizes the analyses in 162 patients with PTC negative for BRAF V600E mutation. IQR, interquartile range; AJCC, American Joint Committee on Cancer. AJCC_M refers to distant metastasis status at the diagnosis of thyroid cancer; M1, presence of metastasis. The group “Distant metastasis” below the group “AJCC_M” in the table refers to any distant metastasis, including distant metastasis at the diagnosis and distant metastasis discovered during the follow-up time, i.e., metastatic recurrence.

On the HR analysis for disease recurrence (Table 2), all 6 patients harboring both RAS and TERT promoter mutations had disease recurrence (100%, 1,173 recurrences per 1,000 person-years; 95% CI, 526.99 to 2610.97) versus only 6/87 (6.9%, 22.15 recurrences per 1,000 person-years; 95% CI, 9.94 to 49.25) in patients harboring neither mutation, corresponding to a HR of 39.04 (95% CI, 10.56 to 144.3; P<0.001). The HR remained significant at 106.76 (95% CI, 15.30–744.49, P<0.001) after adjustment for patient age and sex and at 89.88 (95% CI, 8.89–909.14, P<0.001) after additional adjustment for clinicopathologic risk factors and still significant at 138.0 (95% CI, 5.75–3313, P=0.002) after further additional adjustment for institution. Similar HR results for recurrence were obtained when only CPTC was analyzed (Table S6).

We next performed Kaplan-Meier analyses of the impacts of RAS and TERT promoter mutations on patient survival and disease recurrence-free survival. With the limited number of deaths, no difference was seen in patient survival among the different genotypes (Fig 2C). This was also the case when only CPTC was analyzed (Fig S2C). In contrast, although RAS or TERT promoter mutation each alone was associated with only a modest decline in recurrence-free survival curve, coexistence of the two mutations was robustly associated with a sharp decline in the recurrence-free survival curve (Fig 2D). These results were similarly observed when only CPTC was analyzed (Fig S2D).

Impacts of BRAF V600E/RAS or TERT promoter mutation alone or in coexistence on clinicopathologic outcomes of PTC in the TCGA data

Since BRAF V600E and RAS mutations were mutually exclusive but were both associated with TERT promoter mutations in PTC, we pooled the two mutations to collectively examine their relationship with TERT promoter mutations in affecting the clinicopathologic outcomes in the 388 PTC patients from the TCGA database. As shown in Table 4, in comparison with the group negative for any mutation, BRAF V600E/RAS mutation alone was only associated with extrathyroidal invasion (P=0.005) and TERT promoter mutation alone was not significantly associated with any poor clinicopathologic characteristics. In contrast, the coexistence of BRAF V600E/RAS and TERT promoter mutation was strongly associated with older patient age, extrathyroidal invasion, advanced disease stages III/IV, high tumor stages T3&T4, distant metastasis, disease recurrence (P<0.001 for all), and patient mortality (P=0.019). Similar results were obtained when only CPTC patients were analyzed (Table S8).

Table 4.

Impact of BRAF V600E/RAS or TERT promoter mutation or their coexistence on clinicopathologic outcomes of PTC

Characteristic No Mutation BRAF/RAS Mutation Only TERT Mutation Only BRAF/RAS+TERT Mutation
No. (Percent) No. (Percent) P No. (Percent) P No. (Percent) P
Sample size 109 240 5 34

Age at diagnosis, Median (IQR), y 46 (33–59) 45 (34–54) .34 49 (37–68) .51 66 (58–72) <.001

Sex, male 27/109 (24.8) 62/240 (25.8) .94 0/5 (0) .34 13/34 (38.2) .13

Multifocality 53/103 (51.5) 107/237 (45.1) .34 0/5 (0) .06 14/34 (41.2) .33

Tumor size, Median (IQR), cm 2.9 (1.9–4) 2.4 (1.5–3.5) .09 4 (3.0–5.0) .68 3 (2.4–4.6) .12

Extrathyroidal invasion 17/104 (16.3) 74/232 (31.9) .005 1/5 (20) 1 19/34 (55.9) <.001

AJCC tumor stage
 stage I 66/108 (61.1) 147/239 (61.5) .07 3/5 (60) .31 5/34 (14.7) <.001
 stage II 18/108 (16.7) 19/239 (7.9) 1/5 (20) 3/34 (8.8)
 stage III 19/108 (17.6) 53/239 (22.2) 0/5 (0) 11/34 (32.3)
 stage IV 5/108 (4.6) 20/239 (8.4) 1/5 (20) 15/34 (44.1)
 stage III + stage IV 24/108 (22.2) 73/239 (30.6) .12 1/5 (20) 1 26/34 (76.4) <.001

AJCC_T
 T1 31/107 (29.0) 78/240 (32.5) .08 1/5 (20) .06 5/34 (14.7) <.001
 T2 46/107 (43.0) 74/240 (30.8) 2/5 (40) 8/34 (23.5)
 T3 30/107 (28.0) 82/240 (34.2) 1/5 (20) 13/34 (38.2)
 T4 0/107 (0) 6/240 (2.5) 1/5 (20) 8/34 (23.5)
 T3 + T4 30/107 (28.0) 88/240 (36.7) .14 2/5 (40) .62 21/34 (61.7) <.001

AJCC_N, N1 38/92 (41.3) 107/218 (49.1) .26 3/5 (60) .65 19/33 (57.6) .21

AJCC_M, M1 0/54 (0) 3/146 (2.1) .56 0/4 (0) 1 4/21 (19.0) .005

Distant metastasis 1/50 (2) 8/126 (6.3) .45 0/4 (0) 1 7/21 (33.3) <.001

Tumor recurrence 6/87 (6.9) 25/189 (13.2) .15 1/5 (20) .33 13/25 (52) <.001

Mortality rate 3/108 (2.8) 5/232 (2.2) .71 1/5 (20) .17 5/34 (14.7) .019

Total follow-up, Median (IQR), month 30 (17–46) 35 (19–60) .18 13 (6–28) .15 42 (17–52) .23

IQR, interquartile range; AJCC, American Joint Committee on Cancer. AJCC_M refers to distant metastasis status at the diagnosis of thyroid cancer; M1, presence of metastasis. The group “Distant metastasis” below the group “AJCC_M” in the table refers to any distant metastasis, including distant metastasis at the diagnosis and distant metastasis discovered during the follow-up time, i.e., metastatic recurrence.

We analyzed the HR of these genotypes for PTC recurrence (Table 2). Specifically, 13/25 patients harboring both BRAF V600E/RAS and TERT promoter mutations had disease recurrence (52%, 184.2 recurrences per 1,000 person-years; 95% CI, 106.96 to 317.28) versus only 6/87 (6.9%, 22.15 recurrences per 1,000 person-years; 95% CI, 9.94 to 49.25) patients harboring no mutation, corresponding to a HR of 8.17 (95% CI, 3.09 to 21.58; P<0.001). This HR remained significant at 12.44 (95% CI, 3.33–46.56, P<0.001) after adjustment for patient age and sex and still robustly significant at 13.16 (95% CI, 2.39–72.42, P=0.003) after additional adjustment for classical clinicopathologic risk factors and at 14.71 (95% CI, 2.79–77.61, P=0.002) after further additional adjustment for institution. A similar robust HR of recurrence for coexisting BRAF V600E/RAS and TERT promoter mutations was observed when only CPTC was analyzed (Tables S6).

The HR for patient mortality was not significant for BRAF V600E or TERT promoter mutation alone but was significant for the genetic duet of BRAF V600E and TERT promoter mutations (P = 0.038; Table S9), consistent with a synergistic effect of the two mutations. Due to the low mortality of PTC and relatively small cohorts, HRs for mortality was not or only marginally significant for other genetic duet conditions. Similar results were obtained when only CPTC was analyzed (Table S10). However, on Kaplan-Meier analyses, like the genetic duet of BRAF V600E and TERT promoter mutations (Figs 2A and 2B), the genetic duet of BRAF V600E/RAS and TERT promoter mutations robustly affected the patient survival and disease recurrence-free survival curves. Specifically, as shown in Fig 2E, while BRAF V600E/RAS had no significant impact and TERT promoter mutation had limited cases, coexistence of BRAF V600E/RAS and TERT promoter mutations was significantly associated with a sharp decline in the patient survival curve. BRAF V600E/RAS or TERT promoter mutation alone had only a modest effect on disease recurrence-free survival, while coexistence of BRAF V600E/RAS and TERT promoter mutations was associated with a sharp decline in the disease-free survival curve (Fig 2F). Similar results were obtained when only CPTC was analyzed (Figs S2E and S2F).

As for the genetic duet of BRAF V600E and TERT promoter mutations, a similar distribution pattern of the genetic duet of BRAF V600E/RAS and TERT promoter mutations was seen in the PTC subtypes, with a prevalence being 7/30 (23.3%), 23/270 (8.5%), and 4/83 (4.8%) in TCPTC, CPTC, and FVPTC (Table S5), respectively, corresponding to the aggressiveness order of TCPTC > CPTC ≫ FVPTC reported recently (Shi et al. 2016). These results were again consistent with an aggressive role of the genetic duet of BRAF V600E/RAS and TERT promoter mutations in PTC.

DISCUSSION

Since the initial report of TERT promoter mutations in thyroid cancer three years ago (Liu et al. 2013), many studies have been devoted to investigating their role in the pathogenesis and clinicopathologic outcomes of thyroid cancer (Liu & Xing 2016). An interesting aspect in this regard is the association of TERT promoter mutation with BRAF V600E, which, after its initial report (Liu et al. 2013), has been widely confirmed (Liu & Xing 2016). We hypothesized that the coexisting event of these two major oncogenic mutations likely played a special role in thyroid cancer pathogenesis and conferred a subset of PTC unique clinicopathologic properties (Liu et al. 2013). Indeed, this was proven to be true in our subsequent studies which demonstrated a robust synergistic role of coexisting BRAF V600E and TERT promoter mutations in the development of poor clinicopatholoigc outcomes of PTC, including sharply increased tumor recurrence and patient mortality (Xing et al. 2014a, b). As a result, we proposed that the genetic duet of BRAF V600E and TERT promoter mutations constitutes a unique genetic background that strongly promotes the aggressiveness of thyroid cancer and predicts the worst clinical outcomes of PTC, which was lauded by other investigators (Ngeow & Eng 2014). These findings on the genetic duet of BRAF V600E and TERT promoter mutations were confirmed by other studies (Bullock et al. 2016; Jin et al. 2016; Kim et al. 2016; Song et al. 2016). Our recent study on an extended cohort of 1,051 PTC patients again demonstrated a robust role of coexisting BRAF V600E and TERT promoter mutations in the aggressiveness of PTC and a strong prognostic value of this genetic duet for the mortality of PTC patients (Liu et al. 2016). Nevertheless, the potential role of RAS mutations, which are second most common after BRAF V600E mutation in PTC, in this genetic interplay in affecting the aggressiveness of PTC has not been established.

Our recent meta analysis on TERT promoter mutations in thyroid cancer demonstrated a significant association between RAS and TERT promoter mutations in FTC and poorly differentiated and anaplastic thyroid cancers (Liu & Xing 2016). This was confirmed in two recent studies (Landa et al. 2016; Sohn et al. 2016). Marginal association of coexisting RAS and TERT promoter mutations with poor tumor behaviors was seen in limited FTC cohorts (Muzza et al. 2015; Sohn et al. 2016). A recent study reported an association between this genetic duet and poor clinical outcomes in a cohort of patients mixed with FTC and PTC, in which the genetic duet occurred mostly in the FTC patients (Song et al. 2016). Also, the potential influence of BRAF V600E was not dissected in this analysis. Thus, the specific role of coexisting RAS and TERT promoter mutations in the pathogenesis and clinical outcomes of PTC remains undefined. Importantly, because BRAF V600E and RAS mutations are mutually exclusive (Xing 2013) and the previous studies on the role of the genetic duet of BRAF V600E and TERT promoter mutations in PTC did not separate the potential influence of RAS mutations, it is not clear whether the RAS mutation status could in fact affect the conclusions on the genetic duet of BRAF and TERT promoter mutations in the previous studies.

We performed the present study using the unique PTC cohort in the TCGA database to address the issues discussed above. The TCGA thyroid cancer database provided an ideal cohort of PTC for the present study as it consisted of patients from a large number of medical institutions in the North America with comprehensive genetic, pathological and clinical information. The present study was therefore multicenter in nature. The first goal of this study was to confirm the previous findings in single-institution studies and validate the role of TERT promoter mutations and the genetic duet of BRAF V600E and TERT promoter mutations in PTC. This was successfully achieved. Specifically, we demonstrated that BRAF V600E and TERT promoter mutations each alone had no or only a modest effect but the genetic duet of the two had a robust effect on virtually all the poor clinicopatholgoic outcomes of PTC. Thus, the findings in previous studies on BRAF V600E and TERT promoter mutations were essentially all reproduced in this multicenter data analysis, confirming and validating the recent conclusions on the genetic duet of BRAF V600E and TERT promoter mutations in PTC. A similar pattern of the effects was seen for RAS and TERT promoter mutations. Specifically, RAS mutation alone had no effect while the genetic duet of the two had a strong synergistic effect on the poor clinicopathologic outcomes of PTC. This was the case whether the whole PTC cohort or only CPTC was analyzed. This is the first demonstration of a robust synergistic role of coexisting RAS and TERT promoter mutations in the aggressiveness of PTC.

In addition to the multicenter nature, another unique strength that distinguishes the present study from previous studies is the separation of BRAF V600E and RAS mutations from each other in the analysis of their synergistic effects with TERT promoter mutations. This provided definitive evidence supporting that coexistence of either BRAF V600E or RAS mutation with TERT promoter mutation is a robust genetic mechanism that drives the worst aggressiveness of PTC. The underlying molecular mechanism was proposed to involve the activation of the MAP kinase pathway which promotes the TERT expression by upregulating ETS transcription factors acting at the mutation sites in the TERT promoter (Liu et al. 2013; Liu & Xing 2016). This is consistent with the finding that coexisting BRAF V600E and TERT promoter mutations were associated with increased expression of TERT (Vinagre et al. 2013). It is not clear how the genetic duet occurs. Since either BRAF/RAS mutation or TERT promoter mutation can occur individually and each alone has limited aggressive role, one possibility is that the occurrence of each of the two individual mutations is a random event independent of each other; but once the two individually random mutations happen to occur in the same thyroid cancer cell, the genetic duet confers the cell superior survival (and aggressiveness) ability and consequently, from an evolutionary perspective, such a cell can be preferentially selected naturally, resulting in the observed common concurrence of the two mutations in aggressive thyroid cancers.

A weakness of the present study is the relatively small cohort of 388 patients, which was smaller than many of the previous single-institution studies. Separation of BRAF V600E from RAS mutations made some of the subgroup analyses even smaller. This may explain the marginal significance of multivariate analyses in some subgroups. This was particularly an issue when HRs for the relatively low mortality were analyzed. Nevertheless, this study was able to essentially reproduce all the previous findings on TERT promoter mutations and demonstrate a robust role of the genetic duet of TERT promoter and BRAF V600E or RAS mutations in PTC, establishing a strong prognostic power for these genetic events in the aggressiveness of PTC. In fact, when the BRAF V600E and RAS mutation patients were pooled to analyze their synergistic effects with TERT promoter mutations, even more robust effects of the genetic duet of BRAF V600E/RAS mutations on poor clinicopathologic outcomes were observed (Table 4) and the effect on PTC recurrence remained significant even upon adjustment for all the conventional high-risk clinicopathologic factors (Table 2).

In summary, this study using the unique multicenter PTC cohort in the TCGA database confirmed the recent findings in single-institution studies on the role of BRAF V600E and TERT promoter mutations in the aggressiveness of PTC. The role of the genetic duet of BRAF V600E and TERT promoter mutations was particularly firmly established by focused analyses on them with exclusion of RAS mutations. Importantly, this study for the first time established a similar role of the genetic duet of RAS and TERT promoter mutations in PTC. The overall occurrence of coexisting BRAF V600E and TERT promoter mutations in a large series of PTC was 145/1,892 (7.7%) (Liu et al. 2016) and the overall coexisting BRAF V600E/RAS and TERT promoter mutations in the present study was 34/388 (8.76%), which numerically correspond well to the conventionally known about 5–10% of PTC patients that inherently have a particularly aggressive disease course and are the source of virtually all PTC-related mortality (Haugen et al. 2016). We recently proposed a four-genotype risk stratification system for PTC with a risk order of the genetic duet >>>> BRAF V600E alone = TERT promoter mutation alone > the wild-type for both genes (Liu et al. 2016). Given the findings in the present study, this genetic prognostication system may now be modified into a six-genotype prognostic system by incorporating also RAS mutation into it with a risk order of genetic duet of BRAF V600E/RAS mutation and TERT promoter mutations >>>> BRAF V600E = TERT mutation alone >RAS mutation alone = wild-type genes in papillary thyroid cancer. This simple but powerful genetic molecular prognostic system may help pinpoint the small subgroup of PTC patients with the highest aggressiveness risk for personalized precision treatment.

Supplementary Material

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Figure S1. Kaplan-Meier analyses of the impacts of TERT promoter mutations on survival curves of patients with papillary thyroid cancer (PTC). A and C. Impacts of the TERT promoter mutation on patient survival. B and D. Impacts of the TERT promoter mutation on the disease recurrence-free survival of patients. A and B represent analyses on all the PTC patients and C and D represent analyses only on patients with conventional PTC. Patients were divided into two groups, TERT promoter mutation-positive versus –negative groups, in these analyses of the impacts of TERT promoter mutations as performed in many previous studies (without dissecting the role of BRAF V600E and RAS mutations).

Figure S2. Kaplan-Meier analyses of the impacts of BRAF V600E, RAS or TERT promoter mutations or their coexistence on patient survival and disease recurrence-free survival of patients with conventional papillary thyroid cancer (CPTC) in the TCGA database. A. Impacts of BRAF V600E or TERT promoter mutations or their coexistence on CPTC patient survival. B. Impacts of BRAF V600E or TERT promoter mutations or their coexistence on CPTC recurrence-free survival. The analyses in A and B were performed with exclusion of the cases positive for RAS mutations. C. Impacts of RAS or TERT promoter mutations or their coexistence on CPTC patient survival. D. Impacts of RAS or TERT promoter mutations or their coexistence on CPTC recurrence-free survival. The analyses in C and D were performed with exclusion of the cases positive for BRAF V600E mutation. E. Impacts of BRAF/RAS or TERT promoter mutations or their coexistence on CPTC patient survival. F. Impacts of BRAF/RAS or TERT promoter mutations or their coexistence on CPTC recurrence-free survival. The analyses in E and F were performed on the whole CPTC patients without genetic-based exclusion.

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Acknowledgments

The results published here are in part based upon data generated by the TCGA Research Network: http://cancergenome.nih.gov/.

Funding

This study was supported by U.S.A. National Institutes of Health (NIH) grants R01CA113507 and R01CA189224 to M Xing.

Footnotes

Declaration of interest:

M Xing receives royalties as co-holder of a licensed USA patent related to BRAF mutation in thyroid cancer. Other authors declare no conflict of interest.

Author contributions

M X conceived, designed and supervised the study. X S collected the data. X S, R L and M X performed the analysis and interpreted the results. X S and M X wrote the manuscript. X S, R L and M X revised and approved the manuscript.

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Associated Data

This section collects any data citations, data availability statements, or supplementary materials included in this article.

Supplementary Materials

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Figure S1. Kaplan-Meier analyses of the impacts of TERT promoter mutations on survival curves of patients with papillary thyroid cancer (PTC). A and C. Impacts of the TERT promoter mutation on patient survival. B and D. Impacts of the TERT promoter mutation on the disease recurrence-free survival of patients. A and B represent analyses on all the PTC patients and C and D represent analyses only on patients with conventional PTC. Patients were divided into two groups, TERT promoter mutation-positive versus –negative groups, in these analyses of the impacts of TERT promoter mutations as performed in many previous studies (without dissecting the role of BRAF V600E and RAS mutations).

Figure S2. Kaplan-Meier analyses of the impacts of BRAF V600E, RAS or TERT promoter mutations or their coexistence on patient survival and disease recurrence-free survival of patients with conventional papillary thyroid cancer (CPTC) in the TCGA database. A. Impacts of BRAF V600E or TERT promoter mutations or their coexistence on CPTC patient survival. B. Impacts of BRAF V600E or TERT promoter mutations or their coexistence on CPTC recurrence-free survival. The analyses in A and B were performed with exclusion of the cases positive for RAS mutations. C. Impacts of RAS or TERT promoter mutations or their coexistence on CPTC patient survival. D. Impacts of RAS or TERT promoter mutations or their coexistence on CPTC recurrence-free survival. The analyses in C and D were performed with exclusion of the cases positive for BRAF V600E mutation. E. Impacts of BRAF/RAS or TERT promoter mutations or their coexistence on CPTC patient survival. F. Impacts of BRAF/RAS or TERT promoter mutations or their coexistence on CPTC recurrence-free survival. The analyses in E and F were performed on the whole CPTC patients without genetic-based exclusion.

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