Literature DB >> 26552419

Combined Microsatellite Instability, MLH1 Methylation Analysis, and Immunohistochemistry for Lynch Syndrome Screening in Endometrial Cancers From GOG210: An NRG Oncology and Gynecologic Oncology Group Study.

Paul J Goodfellow1, Caroline C Billingsley2, Heather A Lankes2, Shamshad Ali2, David E Cohn2, Russell J Broaddus2, Nilsa Ramirez2, Colin C Pritchard2, Heather Hampel2, Alexis S Chassen2, Luke V Simmons2, Amy P Schmidt2, Feng Gao2, Louise A Brinton2, Floor Backes2, Lisa M Landrum2, Melissa A Geller2, Paul A DiSilvestro2, Michael L Pearl2, Shashikant B Lele2, Matthew A Powell2, Richard J Zaino2, David Mutch2.   

Abstract

PURPOSE: The best screening practice for Lynch syndrome (LS) in endometrial cancer (EC) remains unknown. We sought to determine whether tumor microsatellite instability (MSI) typing along with immunohistochemistry (IHC) and MLH1 methylation analysis can help identify women with LS. PATIENTS AND METHODS: ECs from GOG210 patients were assessed for MSI, MLH1 methylation, and mismatch repair (MMR) protein expression. Each tumor was classified as having normal MMR, defective MMR associated with MLH1 methylation, or probable MMR mutation (ie, defective MMR but no methylation). Cancer family history and demographic and clinical features were compared for the three groups. Lynch mutation testing was performed for a subset of women.
RESULTS: Analysis of 1,002 ECs suggested possible MMR mutation in 11.8% of tumors. The number of patients with a family history suggestive of LS was highest among women whose tumors were classified as probable MMR mutation (P = .001). Lynch mutations were identified in 41% of patient cases classified as probable mutation (21 of 51 tested). One of the MSH6 Lynch mutations was identified in a patient whose tumor had intact MSH6 expression. Age at diagnosis was younger for mutation carriers than noncarriers (54.3 v 62.3 years; P < .01), with five carriers diagnosed at age > 60 years.
CONCLUSION: Combined MSI, methylation, and IHC analysis may prove useful in Lynch screening in EC. Twenty-four percent of mutation carriers presented with ECs at age > 60 years, and one carrier had an MSI-positive tumor with no IHC defect. Restricting Lynch testing to women diagnosed at age < 60 years or to women with IHC defects could result in missing a substantial fraction of genetic disease.
© 2015 by American Society of Clinical Oncology.

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Year:  2015        PMID: 26552419      PMCID: PMC4678181          DOI: 10.1200/JCO.2015.63.9518

Source DB:  PubMed          Journal:  J Clin Oncol        ISSN: 0732-183X            Impact factor:   44.544


INTRODUCTION

Endometrial cancer (EC) is the second most common malignancy in patients with Lynch syndrome (LS). Identifying patients with EC with LS benefits both those individuals already affected with cancer and their at-risk relatives. Estimates for LS frequency among patients with EC have ranged from 2% to 6%.[1-5] A majority of Lynch families have mutations in MSH2, MLH1, MSH6, PMS2, or EPCAM. Mutation penetrance and expressivity are determined by which Lynch genes are defective and the nature of the mutations.[6] MSH6 mutation confers a particular risk for EC and a relatively lower risk for colon cancers.[7] International collaborative studies have led to screening recommendations reflecting the risks associated with the gene responsible for disease in a given family and age of cancer onset in relatives.[7-9] The best practices for identifying LS are still being determined, with general consensus that many, if not all, patients with colon cancer or EC should be screened for LS.[10-13] Tumor immunohistochemistry (IHC) is central to screening and has been widely adopted; however, Lynch screening in patients with EC presents challenges. Somatic or epigenetic inactivation of the MLH1 gene is a frequent event, and consequently, triage based on MLH1 methylation has been recommended.[12] The higher frequency of MSH6 defects in EC and the distinct clinical features associated with MSH6 mutations also need to be considered in screening for LS in patients with EC. Later age of onset for Lynch mutation carriers, lower levels of tumor microsatellite instability (MSI), and differences in MSH6 mutation penetrance and expressivity compared with other Lynch genes must be considered as part of screening efforts. In this study, we assessed tumor IHC, MSI, and MLH1 methylation analysis in a large cohort of patients with endometrioid EC enrolled onto an NRG Oncology and Gynecologic Oncology Group (GOG) trial to determine which test or combination of tests best predicts LS. Analyses were limited to endometrioid tumors, the most common histologic type of EC seen in LS.[9] Each patient was classified as having either no defect in DNA mismatch repair (MMR), a sporadic epigenetic MMR defect, or probable MMR mutation based on tumor findings. Germline mutation testing was performed for a subset of patients considered to be possible mutation carriers based on tumor testing studies. Age at diagnosis, cancer family history, tumor, and Lynch testing (as appropriate) findings were compared for the three molecularly defined groups. Our analysis of 1,002 tumors illustrated that tumor screening for LS that includes MSI analysis identifies germline mutation carriers who would have gone untested based on IHC screening alone and that as many as 24% of mutation carriers were age > 60 years at the time of EC diagnosis.

PATIENTS AND METHODS

Patient Cohort and Clinical, Demographic, and Family History Data

Patients were investigated as part of the GOG8020 protocol. They were recruited to GOG210 (Molecular Staging Study of Endometrial Carcinoma; ClinicalTrials.gov identifier NCT00340808) during the so-called unrestricted enrollment period when all stages, grades, and histologic subtypes were eligible (2003 to 2007),[14] after which eligibility was restricted to poor-prognosis tumors or tumors occurring among nonobese and nonwhite patients. Family history data were abstracted from the GOG210 questionnaire (family history section on cancers in first-degree relatives).[14] Clinical reports and pathologic slides of tumors were centrally reviewed by the NRG/GOG Pathology Committee. Analyses were limited to endometrioid tumors, the most common histologic type seen in LS.[9]

Molecular Analysis of Tumors and Normal DNA

DNA preparation was carried out as previously described using Maxwell 16 (Promega, Madison, WI).[15,16] Frozen tissues suitable for analysis were available for 611 patients, all reviewed by qualified pathologists to identify representative normal myometrium and high neoplastic cellularity (> 66%). Formalin-fixed tissues served as the source of DNA for 432 patient cases. MSI testing was performed using a five-plex assay for the National Cancer Institute consensus markers.[17] Alleles were detected using an ABI3130 analyzer and GeneMapper software (version 4.0; (Applied Biosystems, Foster City, CA). Tumors were classified as MSI high if novel alleles were seen at ≥ two loci. All instances of MSI with a single marker were confirmed with repeat polymerase chain reaction and classified as MSI low. MLH1 methylation was evaluated using pyrosequencing and/or combined bisulfite restriction analysis (COBRA).[18] Primers and conditions are available on request. Finally, MSH6, MSH2, and MLH1 IHC was performed using whole-section slides; PMS2 was evaluated in a subset of patient cases.[16,19,20] IHC staining was interpreted by a gynecologic pathologist (R.R.B.). Normal DNA from 51 patient cases of probable mutation with sufficient high-quality DNA available were tested for LS mutations using ColoSeq (http://tests.labmed.washington.edu/COLOSEQ).[21] Two additional DNA samples failed quality control assays for mutation testing. Patients considered probable carriers of Lynch mutations for whom normal tumor DNA yield or quality was inadequate were not tested. None of the IHC-normal MSI-low patient cases were considered for mutation testing.

Statistical Analysis

The patterns of cancer family history for the three molecularly defined patient groups were compared descriptively using contingency analyses. Ages were compared using Mann-Whitney tests. Pearson's correlation analysis was used to assess pyrosequencing methylation data (InStat3 software; GraphPad, La Jolla, CA).

RESULTS

Molecular Features of Tumors

MSI, IHC, and MLH1 methylation analysis was undertaken for 1,043 ECs. Overall, 28.4% of tumors (296 of 1,043) were MSI high, with only 29 MSI low (2.8%). Thirty-nine tumors failed MLH1 analysis, and three failed IHC (one failing both), leaving 1,002 tumors for further analysis. MLH1 methylation pyrosequencing was successful for 673 patient cases (67.2%), with COBRA used for the remainder. COBRA findings were 100% concordant for 86 tumors assessed by pyrosequencing. Methylation levels at the four CpG DNA sequences investigated were highly correlated (r2 = 0.98; Pearson's P < .001; primary data available on request). Tumors with ≥ 12% methylation at all four CpGs were classified as methylation positive. Average methylation for 282 MSI patient cases was 61.2% (range, 0% to 97.2%). Mean methylation value of MSI-low tumors (17 assessed by pyrosequencing) was 10.3%, with only three classified as methylation positive. Forty-eight of 265 MSI-high tumors (18.1%) lacked methylation. Average methylation for 391 microsatellite stable (MSS) tumors assessed by pyroseqeuncing was 4.58% (range, 0% to 92.1%); 21 methylated tumors (mean methylation, 37.8%) expressed MLH1. COBRA confirmed methylation in 10 of 10 tumors tested. The combined molecular data were used to assign tumors to one of three molecular classes: 617 (61.6%) were classified as MMR normal (no MSI, no IHC defect), 266 (26.5%) as sporadic epigenetic MMR defective (MSI positive, methylation, and absent MLH1), and 119 (11.9%) as probable MMR mutation (absence of MLH1 methylation and MSI and/or combined MSI and IHC defect).

Family Cancer History for Lynch-Associated Tumors and Relationship With Tumor MMR Status

Family history data were available for 938 of 1,002 patient cases with molecularly characterized tumors. Clinicopathologic and demographic features are listed in Appendix Table A1 (online only). Most patients were white (90.4%) and had early-stage and low-grade disease, with a mean age of 62.1 years (range, 25 to 100 years) and body-mass index of 35 kg/m2 (range, 16.6 to 82.8 kg/m2).
Table A1.

Clinicopathologic and Demographic Characteristics of GOG210 Endometrioid Endometrial Cancers Investigated

CharacteristicNo. (%)
Race
    White848 (90.4)
    African American55 (5.9)
    Asian17 (1.8)
    Other7 (0.7)
    Unknown/not specified11 (1.2)
Grade
    1383 (40.8)
    2408 (43.5)
    3147 (15.7)
Stage
    I702 (74.8)
    II88 (9.4)
    III129 (13.8)
    IV19 (2.0)
Age (mean, range)*62 (25-100)
BMI (mean, range)35 (16.6-82.8)

Abbreviation: BMI, body-mass index.

At time of hysterectomy.

Thirty-eight percent of tumors had features indicative of defective DNA MMR (Table 1). MLH1 methylation and tumor MSI were seen in 253 patient cases (70%). A majority of the additional 107 tumors with MMR defects considered probable mutation had MSI (MSI high, n = 79; MSI low, n = 20; MSS, n = 8). The most frequent IHC defects were combined MSH2 and MSH6 loss and MSH6 loss alone (22 and 21 instances, respectively). All 22 tumors lacking both MSH2 and MSH6, consistent with an MSH2 mutation, were MSI high. One, G838 T, had MLH1 methylation (31.5%) but expressed MLH1. Among the tumors that lacked MSH6 only, 15 were MSI high, one was MSI low, and five were MSS. Eighteen tumors (MSI high, n = 15; MSS, n = 3) failed to express both MLH1 and PMS2, suggestive of MLH1 mutation. All nine tumors that lacked PMS2 (with expression of other three MMR proteins) were MSI high. Thirty-three tumors (3.5% of entire cohort) had MSI but no IHC defect; 19 of these were MSI low. Finally, there were four MSI-high tumors for which ≥ one IHC marker failed, resulting in an uncertain class of defect (Table 1).
Table 1.

Molecular Characteristics of Endometrioid Endometrial Cancers for Women With Available Family History Data (n = 938)

CharacteristicNo.
MMR Status
Normal578
Defective360

Type of MMR Defect

Sporadic epigenetic253
    Methylated MLH1, absent MLH1 expression
        MSI high249*
        MSI low4*
Probable MMR mutations (unmethylated)107
    MSH2 and MSH6 absent22
        MSI high22
    MSH6 only absent21
        MSI high15
        MSI low1
        MSS5
    MLH1 and PMS2 absent18
        MSI high15
        MSS3
    PMS2 only absent9
        MSI high9
    No IHC defect33
        MSI high14
        MSI low19
    Mixed or uncertain4
        MSI high4

Abbreviations: IHC, immunohistochemistry; MMR, mismatch repair; MSI, microsatellite instability; MSS, microsatellite stability.

Thirteen patient cases expressed MLH1, MSH6, and MSH2 and had extensive MSI and methylation. Eleven of 13 did not express PMS2, consistent with MLH1 false-positive staining. One had uncertain MLH1 and PMS2 staining. One expressed all four MMR proteins. These 13 patient cases were considered sporadic epigenetic, along with one MSI-low patient case with scattered foci expressing MLH1.

One tumor had MLH1 methylation but still expressed MLH1 protein.

Three patient cases with failure for ≥ one IHC marker, and one tumor with mixed IHC abnormalities.

Molecular Characteristics of Endometrioid Endometrial Cancers for Women With Available Family History Data (n = 938) Abbreviations: IHC, immunohistochemistry; MMR, mismatch repair; MSI, microsatellite instability; MSS, microsatellite stability. Thirteen patient cases expressed MLH1, MSH6, and MSH2 and had extensive MSI and methylation. Eleven of 13 did not express PMS2, consistent with MLH1 false-positive staining. One had uncertain MLH1 and PMS2 staining. One expressed all four MMR proteins. These 13 patient cases were considered sporadic epigenetic, along with one MSI-low patient case with scattered foci expressing MLH1. One tumor had MLH1 methylation but still expressed MLH1 protein. Three patient cases with failure for ≥ one IHC marker, and one tumor with mixed IHC abnormalities. A total of 347 Lynch-associated cancers (LACs) were reported among 6,615 relatives of the 938 probands, with 13 relatives having two LACs (Table 2). The most common LAC was colon (females, n = 78; males, n = 64), followed by endometrial or reproductive system and ovarian cancers (n = 70 and 36, respectively). There was a significant excess of affected female relatives (χ2 P < .001), largely attributable to gynecologic cancers. Nearly twice as many cancers were in mothers than sisters and daughters. The 19 reported female reproductive system cancers (mothers, n = 15; sisters, n = 3; daughter, n = 1) were considered endometrial for these analyses.
Table 2.

Lynch-Associated Cancers Reported in First-Degree Relatives of Probands With Endometrial Cancer (n = 938)

RelativeNo. (%)No. of Cancers (No. Diagnosed at Age < 50 years)
ColonEndometrialOvarianOther*
Mother854 (13)56 (3)38 (10)23 (7)28 (1)
Father760 (11)40 (4)38 (5)
Sister§1,473 (22)19 (6)25 (11)10 (4)12 (9)
Brother1,466 (22)24 (7)15 (3)
Daughter1,009 (15)3 (2)7 (7)3 (3)4 (2)
Son1,053 (16)02

NOTE. No data for: 85 mothers, 180 fathers, 29 sisters, 41 brothers, 19 daughters, and 45 sons.

Other Lynch-associated cancers included stomach, hepatobiliary system, small bowel, renal pelvis or ureter, glioblastoma or brain, pancreas, and female reproductive tract.

Seven mothers with ≥ two cancers.

One father with ≥ two cancers.

Three sisters with two cancers.

One brother with two cancers.

One daughter with two cancers.

Lynch-Associated Cancers Reported in First-Degree Relatives of Probands With Endometrial Cancer (n = 938) NOTE. No data for: 85 mothers, 180 fathers, 29 sisters, 41 brothers, 19 daughters, and 45 sons. Other Lynch-associated cancers included stomach, hepatobiliary system, small bowel, renal pelvis or ureter, glioblastoma or brain, pancreas, and female reproductive tract. Seven mothers with ≥ two cancers. One father with ≥ two cancers. Three sisters with two cancers. One brother with two cancers. One daughter with two cancers. Each proband was assigned to one of four Lynch cancer family history risk groups based on number and age of onset of LACs in first-degree relatives (familial risk classes listed in Table 3). A total of 658 women (70.1%) reported no relatives with LACs and were considered to have low familial risk for LS (Table 3). There were 235 probands who reported a single relative with an LAC; of those, 181 were considered to have baseline risk (single relative with one LAC diagnosed at age ≥ 50 years). Forty-five probands had one relative with an early-onset LAC (considered moderate risk), and another 22 had > two affected relatives, for a total of 67 with moderate risk (7.1% of cohort). Thirty-two probands (3.4%) had high familial risk for LS (nine had single relative with double primary cancer; remainder had ≥ two relatives with early-onset and/or double primary LACs). Overall, 10.6% of probands had elevated (moderate or high) familial risk. Representative pedigrees of the four risk classes are presented in Figure 1. Proband age at diagnosis was not associated with familial risk class.
Table 3.

Familial Risk, Proband Age, and Tumor MMR Status for Patient Cases of Endometrioid Endometrial Cancer (n = 938)

Tumor MMR StatusFamilial Risk*
PAge of Probands Median (range)P
LowBaselineModerateHigh
MMR normal427993616< .001§60 (25-91)< .001
Sporadic epigenetic1695820665 (36-100)
Probable mutation6224111059 (35-87)

Abbreviations: LAC, Lynch-associated cancer; MMR, mismatch repair.

Familial risk classification: low, no relative with LAC; baseline, single relative with one LAC diagnosed at age > 50 years; moderate, one relative with two LACs and/or diagnosed at young age; high, ≥ two relatives with LACs and/or diagnosed at young age.

Mean age (range) of four risk groups: low, 62 (25-91); baseline, 63 (37-89); moderate, 61 (30-81); and high, 62 years (43-100).

Fifty-six had a single relative who either had early-onset cancer (n = 46) or double primary LACs (n = 10).

χ2 test.

Kruskal-Wallis test.

Fig 1.

Two-generation pedigrees representative of familial risk group for women whose tumors classified as mismatch repair (MMR) normal, sporadic epigenetic MMR defect, or probable MMR mutation. Blue symbols indicate histologically confirmed endometrioid endometrial cancer. Gold symbols represent reported cancers. Age at diagnosis and at death (d) given when known. CRC, colorectal cancer.

Familial Risk, Proband Age, and Tumor MMR Status for Patient Cases of Endometrioid Endometrial Cancer (n = 938) Abbreviations: LAC, Lynch-associated cancer; MMR, mismatch repair. Familial risk classification: low, no relative with LAC; baseline, single relative with one LAC diagnosed at age > 50 years; moderate, one relative with two LACs and/or diagnosed at young age; high, ≥ two relatives with LACs and/or diagnosed at young age. Mean age (range) of four risk groups: low, 62 (25-91); baseline, 63 (37-89); moderate, 61 (30-81); and high, 62 years (43-100). Fifty-six had a single relative who either had early-onset cancer (n = 46) or double primary LACs (n = 10). χ2 test. Kruskal-Wallis test. Two-generation pedigrees representative of familial risk group for women whose tumors classified as mismatch repair (MMR) normal, sporadic epigenetic MMR defect, or probable MMR mutation. Blue symbols indicate histologically confirmed endometrioid endometrial cancer. Gold symbols represent reported cancers. Age at diagnosis and at death (d) given when known. CRC, colorectal cancer. Tumor MMR status was associated with familial risk (χ2 P = .001; Table 3). Among the 107 probands whose tumors were classified as having probable MMR mutation, 21 (19.6%) had moderate or high familial risk for LS. Among probands classified as having sporadic MMR defect, only 26 (10.2%) had moderate or high familial risk, and only 9% of probands (52 of 578) whose tumors had normal MMR had moderate or high risk. Proband age at diagnosis was different for the groups (Kruskal-Wallis P < .001; Table 3). There was no difference between the MMR normal and probable mutation groups (mean age, 61.2 v 59.9 years), whereas women whose tumors had sporadic epigenetic MMR defects (silencing of MLH1) were older (mean age, 65.4 years; Mann-Whitney P < .001 for both comparisons).

Germline Mutations in MMR Genes

Forty-seven germline DNA samples from probands whose tumors were classified as probable mutation and for whom family history data were available were tested for mutations in MLH1, MSH6, MSH2, and PMS2 using ColoSeq.[21] The MSI, MLH1 methylation, IHC, and predicted molecular defect information is listed in Table 4. Nineteen germline mutations were identified (40.4% of those tested). One woman had a variant of uncertain significance (VUS).
Table 4.

Tumor and ColoSeq Findings for Women With Tumors Classified As Having Probable Genetic MMR Defects

Predicted Gene Defect*Mutation IdentifiedProband Age (years)Risk CategoryMSI StatusPREMM1,2,6 Risk Score (%)
OverallMLH1MSH2MSH6
MSH2
    G494 TMSH2 c.1853delC, p.P618Hfs*1752HighHigh27.88.814.54.5
    G839 TMSH2 c.1861C>T, p.R621*53ModerateHigh22.77.312.53.0
    G194 TMSH2 del ex1135LowHigh5.91.12.72.1
    G930 TMSH2 c.229_230delAG, p.S77Cfs*457LowHigh5.41.11.72.6
    G1116 TMSH2 del ex 1-655BaselineHigh13.92.63.08.4
    G734 TMSH2 c.1226_1227delAG, p.Q409Rfs*746HighHigh33.410.718.84.0
    G119 T54BaselineHigh8.01.22.54.3
    G800 T83LowHigh5.31.11.03.2
    G838 T53LowHigh5.41.11.82.5
    G669 T69LowHigh5.31.11.32.9
    G1148 T54BaselineHigh8.01.22.54.3
    G1166 T55LowHigh5.41.11.82.6
    G531 T61LowHigh5.31.11.52.7
    G209 T54BaselineHigh5.41.11.82.5
MSH6
    G778 TMSH6 c.3768T>G, p.Y1256*51LowHigh5.51.11.92.5
    G783 TMSH6 c.892C>T, p.R298*53HighHigh20.12.85.811.5
    G852 TMSH6 c.3332_3335dup, p.D1112Efs*254LowHigh5.41.11.82.5
    G573 TMSH6 c.3939_3957dupTCAAAAGGGACATAGAAAA, p.A1320Sfs*555BaselineHigh5.41.11.72.6
    G31 TMSH6 c.3013C>T, p.R1005*45LowHigh5.61.12.22.3
    G1064 TMSH6 c.3991C>T, p.R1331*61ModerateHigh13.84.76.03.1
    G697 TMSH6 c.3202C>T, p.R1068*55ModerateHigh21.05.36.88.9
    G705 T59LowHigh5.41.11.62.7
    G1171 T68LowMSS5.31.11.32.9
    G116 T65LowHigh5.31.11.42.8
    G117 T74BaselineMSS7.91.21.65.1
    G562 T84LowMSS5.31.11.03.2
PMS2
    G480 TPMS2 c.736_741delCCCCCTinsTGTGTGTGAAG, p.P246_P247Ffs*757BaselineHigh14.02.64.07.4
    G212 TPMS2 del ex885HighHigh37.011.19.116.7
    G236 TMLH1 c.191A>G, p.N64S61LowHigh5.31.11.52.7
    G717 T70LowHigh5.31.11.32.9
    G174 T59LowHigh5.41.11.62.7
    G262 T54LowHigh5.41.11.82.5
    G206 T64ModerateHigh7.91.22.04.7
No IHC defect or epitope stable
    G25 TMSH6 c.393delAC, p.V131fs*256LowHigh5.41.11.72.6
    G894 T55BaselineHigh14.02.63.87.6
    G920 T50LowHigh5.51.11.92.4
    G983 T76LowHigh5.31.11.13.1
    G234 T67LowHigh5.31.11.42.8
MLH1
    G146 TMLH1 c.34insG, p.G12fs*1746ModerateHigh19.86.610.52.6
    G805 T62LowHigh5.31.11.52.7
    G345 T60LowHigh5.41.11.62.7
    G1117 T50LowHigh5.51.11.92.4
    G118 T58BaselineHigh7.91.22.34.4
    G510 T65HighHigh45.721.521.52.7
Uncertain staining
    G1063 TMSH6 c.3261delC, p.F1088Sfs*255ModerateHigh21.68.310.52.9
    G359 TVariant of uncertain significance MSH6 c.2057G>A, p.G686D53ModerateHigh8.01.22.54.3
    G677 T57BaselineHigh7.11.52.72.9

Abbreviations: IHC, immunohistochemistry; MMR, mismatch repair; MSI, microsatellite instability.

Based on IHC and MSI findings; all tumors unmethylated for MLH1 except for G838 T.

Variant of uncertain significance not considered mutation.

Tumor and ColoSeq Findings for Women With Tumors Classified As Having Probable Genetic MMR Defects Abbreviations: IHC, immunohistochemistry; MMR, mismatch repair; MSI, microsatellite instability. Based on IHC and MSI findings; all tumors unmethylated for MLH1 except for G838 T. Variant of uncertain significance not considered mutation. On the basis of the nine MSH6, six MSH2, two PMS2, and two MLH1 germline mutations identified, we estimated the rate of LS at 4.4%. However, when the frequency of each class of predicted defect was considered, the overall minimum rate for LS was 3.89% (Appendix Table A2, online only). It is noteworthy that the largest single group of predicted mutations was those with no IHC defect (n = 33; 3.5% of entire cohort; Table 1). Among these patient cases, most women had MSI-low tumors; none were tested for mutations. The single mutation identified in the no–IHC defect group was in MSH6, and one additional MSH6 mutation was detected in a patient whose tumor was MSI high but for whom IHC classification was uncertain.
Table A2.

Estimated Frequencies of Germline Mutations

Predicted Gene Defect*No. (%)No. TestedNo. Mutation Positive (%)Predicted Mutation Frequency (%)
MSH621 (2.2)127 (58.3)1.31
MSH222 (2.3)146 (42.9)1.01
PMS29 (1.0)73 (42.9)0.41
MLH118 (1.9)61 (16.7)0.32
Unknown (no IHC defect)33 (3.5)51 (20)§0.70
Uncertain4 (0.4)31 (33.3)§0.14

Abbreviation: IHC, immunohistochemistry; MSI, microsatellite instability.

Based on MSI, IHC, and MLH1 methylation.

Two PMS2 mutations and one MLH1 mutation.

Only MSI-high patient cases were tested, and as such, we cannot accurately predict mutation rate for this group.

MSH6 mutation.

For the 47 probands assessed for mutations, PREMM1,2,6 gave overall risk predictions for LS ranging from 5.3% to 45.7% (Table 4).[22] Only 13 probands were assigned risk > 10%. Eleven of 13 had Lynch mutations, and among the 34 with risk < 10%, eight had mutations. The sensitivity of the PREMM1,2,6 prediction model was 58% and specificity 93% in this molecularly high-risk selected cohort. Our ColoSeq mutation testing included four probands whose family history data were unavailable. Three carried germline mutations: one each in MSH2, MSH6, and PMS2; one had a PMS2 VUS (Appendix Table A3, online only). Unexpectedly, both patient cases with PMS2 variants (mutation and VUS) had IHC defects consistent with an MSH2 mutation (absent MSH2 and MSH6). On the basis of three mutations identified, we estimate approximately one in 300 patients with EC carry a PMS2 mutation, consistent with IHC predictions for colorectal cancer.[23-26] With the additional MSH6 mutation (10 total), MSH6 remains the most frequent cause of LS. Mutation carriers were younger than noncarriers (54.3 v 62.3; Mann-Whitney P < .01).
Table A3.

Tumor and ColoSeq Findings for Additional Women With Tumors Classified As Having Probable Genetic MMR Defects But No Family History Data Unavailable

Predicted Gene DefectMutation IdentifiedProband Age (years)MSI Status
MSH2
    G979 TMSH2 del ex 1-661High (four of five markers)
MSH2
    G199 TPMS2 p.Arg153Glufs*4828High (four of five markers)
MSH2
    G728 T*Variant of uncertain significance PMS2 c.241G>A, p.E81K44High (five of five markers)
MSH6
    G1051 TMSH6 c.1969delC, p.Q657Rfs*662Low (BAT26 only)

Abbreviations: MMR, mismatch repair; MSI, microsatellite instability.

Variants of uncertain significance not considered mutations.

Molecular Features of Tumors and MMR Germline Mutations

MSH6 was the most frequently mutated Lynch gene in our cohort (Table 4). Tumors from nine MSH6 mutation carriers were MSI high; the number of MSI events in MSH6 MSI-high tumors was, however, fewer than that for tumors from women with MSH2, MLH1, and PMS2 mutations (P < .001; Appendix Table A4, online only). Mononucleotide repeats (BAT26 and BAT25) accounted for most MSI events, with only four of nine MSH6 carriers' tumors showing a dinucleotide change. It was noteworthy that for the 19 MSI-low tumors with no IHC defect, 16 had dinucleotide, and only three had mononucleotide repeat MSI.
Table A4.

MSI Events in Patient Cases Classified As Probable Genetic Disease (n = 107)

Predicted Gene Defect*Mutation IdentifiedD17S250 StatusBAT25 StatusD5S346 StatusBAT26 StatusD2S123 StatusTotal No. of MSI Events
MSH2
    G494 TMSH2 c.1853delC, p.P618Hfs*17MSIMSIMSIMSIMSI5
    G839 TMSH2 c.1861C>T, p.R621*MSIMSIMSIMSIMSI5
    G194 TMSH2 del ex11MSIMSIMSIMSIMSI5
    G930 TMSH2 c.229_230delAG, p.S77Cfs*4MSIMSIMSIAIMSI4
    G1116 TMSH2 del ex 1-6MSINIMSIMSIMSI4
    G734 TMSH2 c.1226_1227delAG, p.Q409Rfs*7MSIMSIMSIMSIMSI5
    G119 TMSIMSIMSIMSIMSI5
    G800 TMSIMSIMSIMSIMSI5
    G838 TMSINIMSIMSIMSI4
    G669 TMSIMSIMSIMSIMSI5
    G1148 TMSIMSIMSIMSIMSI4
    G1166 TMSIMSIMSIMSIMSI5
    G531 TMSIMSIMSIMSIMSI4
    G209 TNDMSIMSIMSIAI4
    Not tested
        G71 TMSIMSIMSIMSIMSI5
        G78 TMSIMSIMSIMSIMSI5
        G170 TMSIMSIMSIMSIMSI5
        G351 TMSIMSIMSIMSIMSI5
        G485 TMSIMSIMSIMSIMSI5
        G820 TMSIMSIMSIMSIMSI5
        G850 TMSIMSIMSIMSINL4
        G1210TMSIMSIMSIMSIMSI5
MSH6
    G778 TMSH6 c.3768T>G, p.Y1256*LOHMSINLMSILOH2
    G783 TMSH6 c.892C>T, p.R298*NLMSINIMSINL2
    G852 TMSH6 c.3332_3335dup, p.D1112Efs*2NLMSINIMSINL2
    G573 TMSH6 c.3939_3957dupTCAAAAGGGACATAGAAAA, p.A1320Sfs*5MSIMSIMSIMSINL4
    G31 TMSH6 c.3013C>T, p.Arg1005*NLNIMSIMSIMSI3
    G1064 TMSH6 c.3991C>T, p.R1331*MSIMSINLMSINL2
    G697 TMSH6 c.3202C>T, p.R1068*NLMSINLMSIAI2
    G705 TNLMSINIMSIMSI3
    G116 TNININLMSIMSI2
    G1171 TNLNINLNINI0
    G117 TLOHNILOHNINL0
    G562 TNLNINLNINL0
    Not tested
        G429 TNIMSINLMSIMSI3
        G703 TNIMSINIMSINI2
        G868 TMSINIMSIMSINL3
        G968 TMSIMSINLMSINL3
        G993 TNIMSINLMSIMSI3
        G1093 TNLMSINIMSINI2
        G1126 TNIMSINININL1
        G257 TNLNINININL0
        G766 TNLNINININL0
PMS2
    G480 TPMS2 c.736_741delCCCCCTinsTGTGTGTGAAG, p.P246_P247Ffs*7MSIMSIMSIMSIMSI5
    G212 TPMS2 del ex8NLMSIMSIMSIMSI4
    G236 TMLH1 c.191A>G, p.Asn64SerMSIMSIMSIMSIMSI5
    G717 TMSIMSINLMSIMSI4
    G174 TMSIMSIMSIMSIMSI5
    G262 TMSIMSIMSIMSIMSI5
    G206 TMSIMSIMSIMSINL4
    Not tested
        G184 TMSIMSIMSIMSIMSI5
        G890 TNINIMSIMSIMSI3
No IHC defect/epitope stable
    G25 TMSH6 c.393delAC, p.Val131fsX2MSININLMSINL2
    G894 TMSIMSIMSIMSIMSI5
    G920 TNDMSIMSINIMSI4
    G983 TMSINIMSINIMSI3
    G234 TMSIMSINLNILOH2
    Not tested
        G3 TMSIMSIMSIMSIAI or MSI5
        G52 TMSIMSIMSIMSIMSI5
        G182 TNLMSIMSININL2
        G233 TMSIMSINLMSILOH3
        G388 TMSIMSIMSIMSIMSI5
        G647 TMSIMSIMSIMSINL4
        G893 TMSINININIMSI2
        G908 TMSINIMSIMSINL3
        G1182 TNIMSIMSININL2
        G13 TMSININLNINL1
        G20 TMSININLNINL1
        G64 TMSININLNI/AINL1
        G122 TNLMSINININL1
        G216 TMSINLNLNLNL1
        G380 TNLMSINLNINI1
        G466 TMSININLNINL1
        G478 TNLNINLNIMSI1
        G507 TMSININLNINL1
        G522 TNLNIMSININL1
        G569 TNLNINLNIMSI1
        G720 TNINIMSININI1
        G933 TMSININLNINL1
        G957 TNIMSINININI1
        G970 TNININLNIMSI1
        G1030 TNINIMSININI1
        G1042 TNLNIMSININI1
        G1160 TMSINLNININI1
        G1211 TNINIMSININI1
MLH1
    G146 TMLH1 c.34insG, p.Gly12fsX17LOHMSIMSIMSINI3
    G805 TMSIMSIMSIMSIMSI5
    G345 TMSINIMSINIMSI3
    G1117 TMSIMSIMSIMSIMSI5
    G118 TMSIMSIMSIMSIMSI5
    G510 TMSIMSIMSIMSIMSI5
    Not tested
        G85 TMSIMSIMSIMSIMSI5
        G465 TMSIMSIMSIMSIMSI5
        G683 TMSIMSIMSIMSIMSI5
        G769 TMSIMSIMSIMSIMSI5
        G823 TMSIMSIMSIMSIMSI5
        G854 TMSIMSIMSIMSIMSI5
        G878 TMSIMSIMSIMSIMSI5
        G917TMSIMSIMSIMSIMSI5
        G926 TMSIMSIMSIMSIMSI5
        G139 TNLNINLNINL0
        G354 TNLNINLNINL0
        G708 TNLNINININL0
Uncertain staining
    G1063 TMSH6 c.3261delC, p.F1088Sfs*2NLMSINLMSIMSI3
    G359 TVariant of uncertain significance MSH6 c.2057G>A, p.Gly686AspMSIMSIMSIMSIMSI5
    G677 TMSININIMSIMSI3
    Not tested
        G369 TNIMSINLMSIMSI3

Abbreviations: AI, allelic imbalance; IHC, immunohistochemistry; LOH, loss of heterozygosity; MSI, microsatellite instability; NI, not informative and no evidence of MSI; NL, no loss (informative).

Based on IHC and MSI findings; all tumors unmethylated for MLH1 except for G838 T.

Variant of uncertain significance not considered mutation.

DISCUSSION

Our analysis of endometrioid ECs from GOG210 provides an estimate of 3.89% frequency for LS, consistent with other large population-based series.[2,12] The frequency of LS may be higher because of the fact that only 5% of the cohort (51 of 1,002) had germline mutation testing, and some women with prior colorectal cancers would have been excluded from GOG210. The GOG210 protocol was, however, amended on September 18, 2006, to allow for patients with prior malignancies. Given that metachronous cancers are a hallmark of LS, and EC is a second malignancy in approximately 50% of patients with LS, it is probable some Lynch patient cases were excluded.[27] Combined, IHC and MLH1 methylation of tumors identified Lynch patient cases that would not have been considered for mutation testing if only IHC and methylation analysis were used for initial screening for referral for genetic testing. One patient, G25, had an MSI-high tumor that expressed all four MMR proteins and carried a germline MSH6 mutation. IHC findings were inconclusive for a second MSH6 mutation carrier, G1063. MSH2 and MSH6 staining was uncertain for both and reported as “favor positive,” but on the basis of tumor MSI status, we undertook mutation analysis. Considering the testing was limited to < 50% of the patients with probable MMR mutation, we estimate approximately one in 150 women with ECs have LS with tumors that do not have IHC defects (Appendix Table A4). We note that some tumors with IHC defects lacked MSI (Appendix Table A4). Another important and clinically relevant finding is that Lynch mutations are seen at appreciable frequency in patients with EC diagnosed at age > 60 years. Five mutation carriers (MSH6, n = 3; MLH1, n = 1; PMS2, n = 1) were identified among the 17 women age > 60 years tested for germline mutations (Table 4; Appendix Table A4). Thirty-two women with tumors that had IHC defects or were MSI high but lacked MLH1 methylation were diagnosed at age > 60 years (3.2% of cohort; 938 had family history data; 64 lacked family data). On the basis of these data, we estimate 0.94% of women diagnosed with EC at age > 60 years have LS. Overall, this represents 24% of Lynch patient cases presenting with EC. MSH6 mutations accounted for half of Lynch patient cases in our series, confirming earlier reports that MSH6 is a major cause of LS among families ascertained through EC probands.[2,3] Among relatives of the 938 probands with family history data, ECs were almost as frequent as colon cancers among female relatives (Table 2), which could reflect genetic and nongenetic risk factors.[28,29] It is noteworthy that 11% of probands whose tumors were classified as having probable MMR mutation reported ≥ one relative with EC, compared with 6.7% for the rest of the cohort (Appendix Table A5, online only).
Table A5.

Lynch-Associated Cancers Reported in First-Degree Relatives by Molecular Group

Molecular Tumor ClassificationNo. of ProbandsNo. Reporting Cancer
ColonEndometrialOvarianOtherNone
Probable MMR mutation107281241662
Sporadic25337211136169
MMR normal57870352153427

Abbreviation: MMR, mismatch repair.

Cancer family risk (our categories or PREMM1,2,6 scores) did not reliably predict germline mutation, and several mutation carriers had no history of LACs in relatives (Table 4), confirming reports that family history fails to identify Lynch carriers.[30-33] As noted, some women with a previous history of cancer were excluded from the GOG210 study. Universal germline Lynch testing for patients with EC is cost prohibitive, given the low incidence of Lynch mutations in the general population, and despite nearly two decades of research, best approaches in triage for Lynch testing remains uncertain.[31,34] Personal and family histories of cancer lack sensitivity because of variable penetrance and expressivity of the different LS genes and alleles and because of the lack of informativity for patients with EC from small families or for those women with limited knowledge of their biologic relatives. IHC screening identifies many ECs with MMR defects associated with epigenetic silencing of MLH1 that are not the result of inherited Lynch mutations. Buchanan et al[12] highlighted the importance of MLH1 methylation analysis in tumors to triage patient cases for Lynch screening in EC. Whereas colon cancers with somatic or epigenetic inactivation of MLH1 frequently have BRAF mutations, and presence of BRAF mutation is used clinically in triage, no such marker exists for EC. Our study confirms the high frequency of epigenetic silencing of MLH1 (sporadic epigenetic MMR defect), with 27% of cancers having MLH1 methylation and MSI (Table 1). As recommended by Buchanan et al, we considered these patient cases to represent sporadic or epigenetic MMR defects; however, we did not test for germline methylation in this group.[12] Thus, germline epimutation cannot be excluded. In fact, 26 probands with MSI-positive methylated tumors had moderate or high familial risk (Table 3). The six probands with high familial risk (example shown in Fig 1) had a history consistent with inherited MLH1 epimutation.[35,36] We tested the normal DNA from these probands, and all were unmethylated. This finding is consistent with the low incidence of germline epimutation. In summary, our analysis of a large cohort of endometrioid ECs points to the importance of combined IHC, methylation, and MSI tumor typing in Lynch screening and the need to evaluate women diagnosed at age > 60 years. Our data strongly suggest all women with endometrioid EC should undergo LS screening that includes MMR protein IHC combined with MSI and MLH1 methylation analysis. Because nonendometrioid and mixed-histology tumors were not evaluated, we are unable to predict the overall benefit of combined IHC, MSI, and MLH1 methylation in women with less common histologies that are also seen in women with LS mutations. Prospective studies will clarify the utility of IHC, MSI, and MLH1 methylation analysis in these patients and in the EC population in general.
  36 in total

1.  Cost-effectiveness and diagnostic effectiveness analyses of multiple algorithms for the diagnosis of Lynch syndrome.

Authors:  Milena Gould-Suarez; Hashem B El-Serag; Benjamin Musher; Luis Miguel Franco; Guoqing J Chen
Journal:  Dig Dis Sci       Date:  2014-06-24       Impact factor: 3.199

2.  Does risk of endometrial cancer for women without a germline mutation in a DNA mismatch repair gene depend on family history of endometrial cancer or colorectal cancer?

Authors:  Rajani Bharati; Mark A Jenkins; Noralane M Lindor; Loïc Le Marchand; Steven Gallinger; Robert W Haile; Polly A Newcomb; John L Hopper; Aung Ko Win
Journal:  Gynecol Oncol       Date:  2014-03-11       Impact factor: 5.482

3.  Society of Gynecologic Oncology statement on risk assessment for inherited gynecologic cancer predispositions.

Authors:  Johnathan M Lancaster; C Bethan Powell; Lee-May Chen; Debra L Richardson
Journal:  Gynecol Oncol       Date:  2014-09-17       Impact factor: 5.482

4.  Hereditary colorectal cancer syndromes: American Society of Clinical Oncology Clinical Practice Guideline endorsement of the familial risk-colorectal cancer: European Society for Medical Oncology Clinical Practice Guidelines.

Authors:  Elena M Stoffel; Pamela B Mangu; Stephen B Gruber; Stanley R Hamilton; Matthew F Kalady; Michelle Wan Yee Lau; Karen H Lu; Nancy Roach; Paul J Limburg
Journal:  J Clin Oncol       Date:  2014-12-01       Impact factor: 44.544

5.  Tumor mismatch repair immunohistochemistry and DNA MLH1 methylation testing of patients with endometrial cancer diagnosed at age younger than 60 years optimizes triage for population-level germline mismatch repair gene mutation testing.

Authors:  Daniel D Buchanan; Yen Y Tan; Michael D Walsh; Mark Clendenning; Alexander M Metcalf; Kaltin Ferguson; Sven T Arnold; Bryony A Thompson; Felicity A Lose; Michael T Parsons; Rhiannon J Walters; Sally-Ann Pearson; Margaret Cummings; Martin K Oehler; Penelope B Blomfield; Michael A Quinn; Judy A Kirk; Colin J Stewart; Andreas Obermair; Joanne P Young; Penelope M Webb; Amanda B Spurdle
Journal:  J Clin Oncol       Date:  2013-12-09       Impact factor: 44.544

6.  Evaluation of clinical criteria for the identification of Lynch syndrome among unselected patients with endometrial cancer.

Authors:  Amanda S Bruegl; Bojana Djordjevic; Brittany Batte; Molly Daniels; Bryan Fellman; Diana Urbauer; Rajyalakshmi Luthra; Charlotte Sun; Karen H Lu; Russell R Broaddus
Journal:  Cancer Prev Res (Phila)       Date:  2014-04-25

7.  Performance characteristics of screening strategies for Lynch syndrome in unselected women with newly diagnosed endometrial cancer who have undergone universal germline mutation testing.

Authors:  Sarah E Ferguson; Melyssa Aronson; Aaron Pollett; Lua R Eiriksson; Amit M Oza; Steven Gallinger; Jordan Lerner-Ellis; Zahra Alvandi; Marcus Q Bernardini; Helen J MacKay; Golnessa Mojtahedi; Alicia A Tone; Christine Massey; Blaise A Clarke
Journal:  Cancer       Date:  2014-07-31       Impact factor: 6.860

Review 8.  Endometrial and ovarian cancer in women with Lynch syndrome: update in screening and prevention.

Authors:  Karen H Lu; Molly Daniels
Journal:  Fam Cancer       Date:  2013-06       Impact factor: 2.375

9.  Endometrial cancer and a family history of cancer.

Authors:  Linda S Cook; Harold E Nelson; Christine A Stidley; Yan Dong; Pamela J Round; Ernest K Amankwah; Anthony M Magliocco; Christine M Friedenreich
Journal:  Gynecol Oncol       Date:  2013-04-28       Impact factor: 5.482

10.  Prevalence of Lynch syndrome among patients with newly diagnosed endometrial cancers.

Authors:  Cecilia Egoavil; Cristina Alenda; Adela Castillejo; Artemio Paya; Gloria Peiro; Ana-Beatriz Sánchez-Heras; Maria-Isabel Castillejo; Estefanía Rojas; Víctor-Manuel Barberá; Sonia Cigüenza; Jose-Antonio Lopez; Oscar Piñero; Maria-Jose Román; Juan-Carlos Martínez-Escoriza; Carla Guarinos; Lucia Perez-Carbonell; Francisco-Ignacio Aranda; Jose-Luis Soto
Journal:  PLoS One       Date:  2013-11-07       Impact factor: 3.240

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  51 in total

Review 1.  Finding the needle in a haystack: identification of cases of Lynch syndrome with MLH1 epimutation.

Authors:  Megan P Hitchins
Journal:  Fam Cancer       Date:  2016-07       Impact factor: 2.375

Review 2.  Clinical implications of mismatch repair deficiency in prostate cancer.

Authors:  Ramy Sedhom; Emmanuel S Antonarakis
Journal:  Future Oncol       Date:  2019-06-25       Impact factor: 3.404

3.  Epigenetic silencing of MLH1 in endometrial cancers is associated with larger tumor volume, increased rate of lymph node positivity and reduced recurrence-free survival.

Authors:  Casey M Cosgrove; David E Cohn; Heather Hampel; Wendy L Frankel; Dan Jones; Joseph P McElroy; Adrian A Suarez; Weiqiang Zhao; Wei Chen; Ritu Salani; Larry J Copeland; David M O'Malley; Jeffrey M Fowler; Ahmet Yilmaz; Alexis S Chassen; Rachel Pearlman; Paul J Goodfellow; Floor J Backes
Journal:  Gynecol Oncol       Date:  2017-07-11       Impact factor: 5.482

4.  An NRG Oncology/GOG study of molecular classification for risk prediction in endometrioid endometrial cancer.

Authors:  Casey M Cosgrove; David L Tritchler; David E Cohn; David G Mutch; Craig M Rush; Heather A Lankes; William T Creasman; David S Miller; Nilsa C Ramirez; Melissa A Geller; Matthew A Powell; Floor J Backes; Lisa M Landrum; Cynthia Timmers; Adrian A Suarez; Richard J Zaino; Michael L Pearl; Paul A DiSilvestro; Shashikant B Lele; Paul J Goodfellow
Journal:  Gynecol Oncol       Date:  2017-11-11       Impact factor: 5.482

5.  Modern day screening for Lynch syndrome in endometrial cancer: the KEM experience.

Authors:  Nina Pauly; Thaïs Baert; Rita Schmutzler; Andreas du Bois; Stephanie Schneider; Kerstin Rhiem; Birgid Schömig-Markiefka; Janna Siemanowski; Sebastian Heikaus; Alexander Traut; Florian Heitz; Sonia Prader; Sarah Ehmann; Philipp Harter; Beyhan Ataseven
Journal:  Arch Gynecol Obstet       Date:  2021-03-12       Impact factor: 2.344

6.  Clinicopathologic Significance of Mismatch Repair Defects in Endometrial Cancer: An NRG Oncology/Gynecologic Oncology Group Study.

Authors:  D Scott McMeekin; David L Tritchler; David E Cohn; David G Mutch; Heather A Lankes; Melissa A Geller; Matthew A Powell; Floor J Backes; Lisa M Landrum; Richard Zaino; Russell D Broaddus; Nilsa Ramirez; Feng Gao; Shamshad Ali; Kathleen M Darcy; Michael L Pearl; Paul A DiSilvestro; Shashikant B Lele; Paul J Goodfellow
Journal:  J Clin Oncol       Date:  2016-06-20       Impact factor: 44.544

Review 7.  Importance of PCR-based Tumor Testing in the Evaluation of Lynch Syndrome-associated Endometrial Cancer.

Authors:  Amanda S Bruegl; Annessa Kernberg; Russell R Broaddus
Journal:  Adv Anat Pathol       Date:  2017-11       Impact factor: 3.875

Review 8.  Hereditary Colorectal Polyposis and Cancer Syndromes: A Primer on Diagnosis and Management.

Authors:  Priyanka Kanth; Jade Grimmett; Marjan Champine; Randall Burt; N Jewel Samadder
Journal:  Am J Gastroenterol       Date:  2017-08-08       Impact factor: 10.864

9.  MSI detection and its pitfalls in CMMRD syndrome in a family with a bi-allelic MLH1 mutation.

Authors:  Aurélia Nguyen; Gaelle Bougeard; Meriam Koob; Marie Pierre Chenard; Anne Schneider; Christine Maugard; Natacha Entz-Werle
Journal:  Fam Cancer       Date:  2016-10       Impact factor: 2.375

10.  Clinical Challenges Associated with Universal Screening for Lynch Syndrome-Associated Endometrial Cancer.

Authors:  Amanda S Bruegl; Kari L Ring; Molly Daniels; Bryan M Fellman; Diana L Urbauer; Russell R Broaddus
Journal:  Cancer Prev Res (Phila)       Date:  2016-12-13
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