Trait: goiter

Trait Information
Identifier MONDO_0005397
Description Enlargement of the thyroid gland usually caused by lack of iodine in the diet, hyperthyroidism, or thyroid nodules. Symptoms include difficulty in breathing and swallowing. [NCIT: P378]
Trait category
Other trait
Synonyms 4 synonyms
  • Thyromegaly
  • goiter
  • goiter (disease)
  • goitre (disease)
Child trait(s) 4 child traits

Associated Polygenic Score(s)

Filter PGS by Participant Ancestry
Individuals included in:
G - Source of Variant Associations (GWAS)
D - Score Development/Training
E - PGS Evaluation
List of ancestries includes:
Display options:
Ancestry legend
Multi-ancestry (including European)
Multi-ancestry (excluding European)
African
East Asian
South Asian
Additional Asian Ancestries
European
Greater Middle Eastern
Hispanic or Latin American
Additional Diverse Ancestries
Not Reported
Note: This table shows all PGS for "goiter" and any child terms of this trait in the EFO hierarchy by default.
Polygenic Score ID & Name PGS Publication ID (PGP) Reported Trait Mapped Trait(s) (Ontology) Number of Variants Ancestry distribution
GWAS
Dev
Eval
Scoring File (FTP Link)
PGS000928
(GBE_HC644)
PGP000244 |
Tanigawa Y et al. PLoS Genet (2022)
Other non-toxic goitre (time-to-event) nontoxic goiter 170
-
https://ftp.ebi.ac.uk/pub/databases/spot/pgs/scores/PGS000928/ScoringFiles/PGS000928.txt.gz
PGS001814
(portability-PLR_241.2)
PGP000263 |
Privé F et al. Am J Hum Genet (2022)
Nontoxic multinodular goiter multinodular goiter,
nontoxic goiter
322
-
https://ftp.ebi.ac.uk/pub/databases/spot/pgs/scores/PGS001814/ScoringFiles/PGS001814.txt.gz
PGS002022
(portability-ldpred2_241.2)
PGP000263 |
Privé F et al. Am J Hum Genet (2022)
Nontoxic multinodular goiter multinodular goiter,
nontoxic goiter
375,470
-
https://ftp.ebi.ac.uk/pub/databases/spot/pgs/scores/PGS002022/ScoringFiles/PGS002022.txt.gz
PGS005261
(benign_nodular_goiter_mixed_pt)
PGP000748 |
White SL et al. medRxiv (2025)
|Pre
Benign nodular goiter benign,
nodular goiter
110
-
https://ftp.ebi.ac.uk/pub/databases/spot/pgs/scores/PGS005261/ScoringFiles/PGS005261.txt.gz
PGS005262
(benign_nodular_goiter_mixed_prscs)
PGP000748 |
White SL et al. medRxiv (2025)
|Pre
Benign nodular goiter benign,
nodular goiter
1,085,173
-
https://ftp.ebi.ac.uk/pub/databases/spot/pgs/scores/PGS005262/ScoringFiles/PGS005262.txt.gz
PGS005263
(benign_nodular_goiter_eur_prscs)
PGP000748 |
White SL et al. medRxiv (2025)
|Pre
Benign nodular goiter benign,
nodular goiter
1,085,170
-
https://ftp.ebi.ac.uk/pub/databases/spot/pgs/scores/PGS005263/ScoringFiles/PGS005263.txt.gz
PGS005264
(graves_disease_mixed_pt)
PGP000748 |
White SL et al. medRxiv (2025)
|Pre
Graves' disease Graves disease 112
-
https://ftp.ebi.ac.uk/pub/databases/spot/pgs/scores/PGS005264/ScoringFiles/PGS005264.txt.gz
PGS005265
(graves_disease_mixed_prscs)
PGP000748 |
White SL et al. medRxiv (2025)
|Pre
Graves' disease Graves disease 1,085,173
-
https://ftp.ebi.ac.uk/pub/databases/spot/pgs/scores/PGS005265/ScoringFiles/PGS005265.txt.gz
PGS005266
(graves_disease_eur_prscs)
PGP000748 |
White SL et al. medRxiv (2025)
|Pre
Graves' disease Graves disease 1,085,170
-
https://ftp.ebi.ac.uk/pub/databases/spot/pgs/scores/PGS005266/ScoringFiles/PGS005266.txt.gz
PGS005273
(tc_vs_bng_mixed_prscs)
PGP000748 |
White SL et al. medRxiv (2025)
|Pre
Thyroid carcenoma vs benign nodular goiter benign,
nodular goiter,
thyroid gland carcinoma
1,085,164
-
https://ftp.ebi.ac.uk/pub/databases/spot/pgs/scores/PGS005273/ScoringFiles/PGS005273.txt.gz
PGS005274
(tc_vs_bng_eur_prscs)
PGP000748 |
White SL et al. medRxiv (2025)
|Pre
Thyroid carcenoma vs benign nodular goiter benign,
nodular goiter,
thyroid gland carcinoma
1,084,965
-
https://ftp.ebi.ac.uk/pub/databases/spot/pgs/scores/PGS005274/ScoringFiles/PGS005274.txt.gz
PGS018645
(TPMI_240_Lassosum2)
PGP000835 |
Chen HH et al. Nature (2025)
Simple and unspecified goiter goiter 390
https://ftp.ebi.ac.uk/pub/databases/spot/pgs/scores/PGS018645/ScoringFiles/PGS018645.txt.gz
PGS018646
(TPMI_240_LDpred2)
PGP000835 |
Chen HH et al. Nature (2025)
Simple and unspecified goiter goiter 939,871
https://ftp.ebi.ac.uk/pub/databases/spot/pgs/scores/PGS018646/ScoringFiles/PGS018646.txt.gz
PGS018647
(TPMI_240_MegaPRS)
PGP000835 |
Chen HH et al. Nature (2025)
Simple and unspecified goiter goiter 42,921
https://ftp.ebi.ac.uk/pub/databases/spot/pgs/scores/PGS018647/ScoringFiles/PGS018647.txt.gz
PGS018648
(TPMI_240_PRS-CS)
PGP000835 |
Chen HH et al. Nature (2025)
Simple and unspecified goiter goiter 983,818
https://ftp.ebi.ac.uk/pub/databases/spot/pgs/scores/PGS018648/ScoringFiles/PGS018648.txt.gz
PGS018649
(TPMI_240_SBayesR)
PGP000835 |
Chen HH et al. Nature (2025)
Simple and unspecified goiter goiter 92,760
https://ftp.ebi.ac.uk/pub/databases/spot/pgs/scores/PGS018649/ScoringFiles/PGS018649.txt.gz
PGS018655
(TPMI_241.1_Lassosum2)
PGP000835 |
Chen HH et al. Nature (2025)
Nontoxic uninodular goiter nontoxic goiter 327
https://ftp.ebi.ac.uk/pub/databases/spot/pgs/scores/PGS018655/ScoringFiles/PGS018655.txt.gz
PGS018656
(TPMI_241.1_LDpred2)
PGP000835 |
Chen HH et al. Nature (2025)
Nontoxic uninodular goiter nontoxic goiter 215,680
https://ftp.ebi.ac.uk/pub/databases/spot/pgs/scores/PGS018656/ScoringFiles/PGS018656.txt.gz
PGS018657
(TPMI_241.1_MegaPRS)
PGP000835 |
Chen HH et al. Nature (2025)
Nontoxic uninodular goiter nontoxic goiter 561,432
https://ftp.ebi.ac.uk/pub/databases/spot/pgs/scores/PGS018657/ScoringFiles/PGS018657.txt.gz
PGS018658
(TPMI_241.1_PRS-CS)
PGP000835 |
Chen HH et al. Nature (2025)
Nontoxic uninodular goiter nontoxic goiter 983,778
https://ftp.ebi.ac.uk/pub/databases/spot/pgs/scores/PGS018658/ScoringFiles/PGS018658.txt.gz
PGS018659
(TPMI_241.1_SBayesR)
PGP000835 |
Chen HH et al. Nature (2025)
Nontoxic uninodular goiter nontoxic goiter 1,006,150
https://ftp.ebi.ac.uk/pub/databases/spot/pgs/scores/PGS018659/ScoringFiles/PGS018659.txt.gz
PGS018660
(TPMI_241.2_Lassosum2)
PGP000835 |
Chen HH et al. Nature (2025)
Nontoxic multinodular goiter nontoxic goiter 610
https://ftp.ebi.ac.uk/pub/databases/spot/pgs/scores/PGS018660/ScoringFiles/PGS018660.txt.gz
PGS018661
(TPMI_241.2_LDpred2)
PGP000835 |
Chen HH et al. Nature (2025)
Nontoxic multinodular goiter nontoxic goiter 275,929
https://ftp.ebi.ac.uk/pub/databases/spot/pgs/scores/PGS018661/ScoringFiles/PGS018661.txt.gz
PGS018662
(TPMI_241.2_MegaPRS)
PGP000835 |
Chen HH et al. Nature (2025)
Nontoxic multinodular goiter nontoxic goiter 45,575
https://ftp.ebi.ac.uk/pub/databases/spot/pgs/scores/PGS018662/ScoringFiles/PGS018662.txt.gz
PGS018663
(TPMI_241.2_PRS-CS)
PGP000835 |
Chen HH et al. Nature (2025)
Nontoxic multinodular goiter nontoxic goiter 983,819
https://ftp.ebi.ac.uk/pub/databases/spot/pgs/scores/PGS018663/ScoringFiles/PGS018663.txt.gz
PGS018664
(TPMI_241.2_SBayesR)
PGP000835 |
Chen HH et al. Nature (2025)
Nontoxic multinodular goiter nontoxic goiter 142,675
https://ftp.ebi.ac.uk/pub/databases/spot/pgs/scores/PGS018664/ScoringFiles/PGS018664.txt.gz
PGS018671
(TPMI_242.1_Lassosum2)
PGP000835 |
Chen HH et al. Nature (2025)
Graves disease Graves disease 415
https://ftp.ebi.ac.uk/pub/databases/spot/pgs/scores/PGS018671/ScoringFiles/PGS018671.txt.gz
PGS018672
(TPMI_242.1_LDpred2)
PGP000835 |
Chen HH et al. Nature (2025)
Graves disease Graves disease 220,843
https://ftp.ebi.ac.uk/pub/databases/spot/pgs/scores/PGS018672/ScoringFiles/PGS018672.txt.gz
PGS018673
(TPMI_242.1_MegaPRS)
PGP000835 |
Chen HH et al. Nature (2025)
Graves disease Graves disease 37,771
https://ftp.ebi.ac.uk/pub/databases/spot/pgs/scores/PGS018673/ScoringFiles/PGS018673.txt.gz
PGS018674
(TPMI_242.1_PRS-CS)
PGP000835 |
Chen HH et al. Nature (2025)
Graves disease Graves disease 983,772
https://ftp.ebi.ac.uk/pub/databases/spot/pgs/scores/PGS018674/ScoringFiles/PGS018674.txt.gz
PGS018675
(TPMI_242.1_PRSmix+)
PGP000835 |
Chen HH et al. Nature (2025)
Graves disease Graves disease 1,071,402
https://ftp.ebi.ac.uk/pub/databases/spot/pgs/scores/PGS018675/ScoringFiles/PGS018675.txt.gz
PGS018676
(TPMI_242.1_SBayesR)
PGP000835 |
Chen HH et al. Nature (2025)
Graves disease Graves disease 975,251
https://ftp.ebi.ac.uk/pub/databases/spot/pgs/scores/PGS018676/ScoringFiles/PGS018676.txt.gz

Performance Metrics

Disclaimer: The performance metrics are displayed as reported by the source studies. It is important to note that metrics are not necessarily comparable with each other. For example, metrics depend on the sample characteristics (described by the PGS Catalog Sample Set [PSS] ID), phenotyping, and statistical modelling. Please refer to the source publication for additional guidance on performance.

PGS Performance
Metric ID (PPM)
Evaluated Score PGS Sample Set ID
(PSS)
Performance Source Trait PGS Effect Sizes
(per SD change)
Classification Metrics Other Metrics Covariates Included in the Model PGS Performance:
Other Relevant Information
PPM007467 PGS000928
(GBE_HC644)
PSS004560|
African Ancestry|
6,497 individuals
PGP000244 |
Tanigawa Y et al. PLoS Genet (2022)
Reported Trait: TTE other non-toxic goitre AUROC: 0.72128 [0.66829, 0.77427] : 0.0605
Incremental AUROC (full-covars): 0.01397
PGS R2 (no covariates): 0.01481
PGS AUROC (no covariates): 0.60656 [0.54212, 0.67101]
age, sex, UKB array type, Genotype PCs Full Model & PGS R2 is estimated using Nagelkerke's method
PPM007468 PGS000928
(GBE_HC644)
PSS004561|
East Asian Ancestry|
1,704 individuals
PGP000244 |
Tanigawa Y et al. PLoS Genet (2022)
Reported Trait: TTE other non-toxic goitre AUROC: 0.6964 [0.60514, 0.78765] : 0.04766
Incremental AUROC (full-covars): 0.00791
PGS R2 (no covariates): 0.00213
PGS AUROC (no covariates): 0.559 [0.46259, 0.65542]
age, sex, UKB array type, Genotype PCs Full Model & PGS R2 is estimated using Nagelkerke's method
PPM007469 PGS000928
(GBE_HC644)
PSS004562|
European Ancestry|
24,905 individuals
PGP000244 |
Tanigawa Y et al. PLoS Genet (2022)
Reported Trait: TTE other non-toxic goitre AUROC: 0.71135 [0.68228, 0.74042] : 0.0552
Incremental AUROC (full-covars): 0.0365
PGS R2 (no covariates): 0.01651
PGS AUROC (no covariates): 0.62112 [0.58564, 0.6566]
age, sex, UKB array type, Genotype PCs Full Model & PGS R2 is estimated using Nagelkerke's method
PPM007470 PGS000928
(GBE_HC644)
PSS004563|
South Asian Ancestry|
7,831 individuals
PGP000244 |
Tanigawa Y et al. PLoS Genet (2022)
Reported Trait: TTE other non-toxic goitre AUROC: 0.77727 [0.73439, 0.82016] : 0.09335
Incremental AUROC (full-covars): 0.02392
PGS R2 (no covariates): 0.01984
PGS AUROC (no covariates): 0.62519 [0.56312, 0.68726]
age, sex, UKB array type, Genotype PCs Full Model & PGS R2 is estimated using Nagelkerke's method
PPM007471 PGS000928
(GBE_HC644)
PSS004564|
European Ancestry|
67,425 individuals
PGP000244 |
Tanigawa Y et al. PLoS Genet (2022)
Reported Trait: TTE other non-toxic goitre AUROC: 0.72495 [0.70529, 0.74461] : 0.05905
Incremental AUROC (full-covars): 0.03129
PGS R2 (no covariates): 0.01271
PGS AUROC (no covariates): 0.60048 [0.57499, 0.62598]
age, sex, UKB array type, Genotype PCs Full Model & PGS R2 is estimated using Nagelkerke's method
PPM009413 PGS001814
(portability-PLR_241.2)
PSS009058|
European Ancestry|
3,930 individuals
PGP000263 |
Privé F et al. Am J Hum Genet (2022)
Reported Trait: Nontoxic multinodular goiter Partial Correlation (partial-r): 0.0146 [-0.0168, 0.0459] sex, age, birth date, deprivation index, 16 PCs
PPM009414 PGS001814
(portability-PLR_241.2)
PSS008612|
European Ancestry|
6,363 individuals
PGP000263 |
Privé F et al. Am J Hum Genet (2022)
Reported Trait: Nontoxic multinodular goiter Partial Correlation (partial-r): 0.0205 [-0.0041, 0.0451] sex, age, birth date, deprivation index, 16 PCs
PPM009415 PGS001814
(portability-PLR_241.2)
PSS008388|
Greater Middle Eastern Ancestry|
1,140 individuals
PGP000263 |
Privé F et al. Am J Hum Genet (2022)
Reported Trait: Nontoxic multinodular goiter Partial Correlation (partial-r): 0.0211 [-0.0375, 0.0796] sex, age, birth date, deprivation index, 16 PCs
PPM009416 PGS001814
(portability-PLR_241.2)
PSS008166|
South Asian Ancestry|
5,927 individuals
PGP000263 |
Privé F et al. Am J Hum Genet (2022)
Reported Trait: Nontoxic multinodular goiter Partial Correlation (partial-r): 0.0654 [0.0399, 0.0907] sex, age, birth date, deprivation index, 16 PCs
PPM009417 PGS001814
(portability-PLR_241.2)
PSS007953|
East Asian Ancestry|
1,744 individuals
PGP000263 |
Privé F et al. Am J Hum Genet (2022)
Reported Trait: Nontoxic multinodular goiter Partial Correlation (partial-r): 0.025 [-0.0222, 0.0722] sex, age, birth date, deprivation index, 16 PCs
PPM009418 PGS001814
(portability-PLR_241.2)
PSS007734|
African Ancestry|
2,378 individuals
PGP000263 |
Privé F et al. Am J Hum Genet (2022)
Reported Trait: Nontoxic multinodular goiter Partial Correlation (partial-r): 0.0403 [0.0, 0.0806] sex, age, birth date, deprivation index, 16 PCs
PPM009419 PGS001814
(portability-PLR_241.2)
PSS008837|
African Ancestry|
3,830 individuals
PGP000263 |
Privé F et al. Am J Hum Genet (2022)
Reported Trait: Nontoxic multinodular goiter Partial Correlation (partial-r): 0.0442 [0.0125, 0.0759] sex, age, birth date, deprivation index, 16 PCs
PPM009412 PGS001814
(portability-PLR_241.2)
PSS009284|
European Ancestry|
19,043 individuals
PGP000263 |
Privé F et al. Am J Hum Genet (2022)
Reported Trait: Nontoxic multinodular goiter Partial Correlation (partial-r): 0.0277 [0.0135, 0.0419] sex, age, birth date, deprivation index, 16 PCs
PPM011050 PGS002022
(portability-ldpred2_241.2)
PSS009284|
European Ancestry|
19,043 individuals
PGP000263 |
Privé F et al. Am J Hum Genet (2022)
Reported Trait: Nontoxic multinodular goiter Partial Correlation (partial-r): 0.024 [0.0098, 0.0382] sex, age, birth date, deprivation index, 16 PCs
PPM011051 PGS002022
(portability-ldpred2_241.2)
PSS009058|
European Ancestry|
3,930 individuals
PGP000263 |
Privé F et al. Am J Hum Genet (2022)
Reported Trait: Nontoxic multinodular goiter Partial Correlation (partial-r): 0.0213 [-0.01, 0.0527] sex, age, birth date, deprivation index, 16 PCs
PPM011052 PGS002022
(portability-ldpred2_241.2)
PSS008612|
European Ancestry|
6,363 individuals
PGP000263 |
Privé F et al. Am J Hum Genet (2022)
Reported Trait: Nontoxic multinodular goiter Partial Correlation (partial-r): 0.019 [-0.0056, 0.0436] sex, age, birth date, deprivation index, 16 PCs
PPM011053 PGS002022
(portability-ldpred2_241.2)
PSS008388|
Greater Middle Eastern Ancestry|
1,140 individuals
PGP000263 |
Privé F et al. Am J Hum Genet (2022)
Reported Trait: Nontoxic multinodular goiter Partial Correlation (partial-r): 0.0214 [-0.0372, 0.0799] sex, age, birth date, deprivation index, 16 PCs
PPM011054 PGS002022
(portability-ldpred2_241.2)
PSS008166|
South Asian Ancestry|
5,927 individuals
PGP000263 |
Privé F et al. Am J Hum Genet (2022)
Reported Trait: Nontoxic multinodular goiter Partial Correlation (partial-r): 0.0677 [0.0423, 0.0931] sex, age, birth date, deprivation index, 16 PCs
PPM011055 PGS002022
(portability-ldpred2_241.2)
PSS007953|
East Asian Ancestry|
1,744 individuals
PGP000263 |
Privé F et al. Am J Hum Genet (2022)
Reported Trait: Nontoxic multinodular goiter Partial Correlation (partial-r): 0.0096 [-0.0376, 0.0568] sex, age, birth date, deprivation index, 16 PCs
PPM011056 PGS002022
(portability-ldpred2_241.2)
PSS007734|
African Ancestry|
2,378 individuals
PGP000263 |
Privé F et al. Am J Hum Genet (2022)
Reported Trait: Nontoxic multinodular goiter Partial Correlation (partial-r): 0.0282 [-0.0122, 0.0685] sex, age, birth date, deprivation index, 16 PCs
PPM011057 PGS002022
(portability-ldpred2_241.2)
PSS008837|
African Ancestry|
3,830 individuals
PGP000263 |
Privé F et al. Am J Hum Genet (2022)
Reported Trait: Nontoxic multinodular goiter Partial Correlation (partial-r): 0.0496 [0.0179, 0.0813] sex, age, birth date, deprivation index, 16 PCs
PPM022744 PGS005261
(benign_nodular_goiter_mixed_pt)
PSS012069|
Multi-ancestry (including European)|
94,651 individuals
PGP000748 |
White SL et al. medRxiv (2025)
|Pre
Reported Trait: benign nodular gioter OR: 1.048
β: 0.047
AUROC: 0.58544
PPM022745 PGS005262
(benign_nodular_goiter_mixed_prscs)
PSS012069|
Multi-ancestry (including European)|
94,651 individuals
PGP000748 |
White SL et al. medRxiv (2025)
|Pre
Reported Trait: benign nodular gioter OR: 1.40839
β: 0.34244
AUROC: 0.59331
PPM022746 PGS005263
(benign_nodular_goiter_eur_prscs)
PSS012069|
Multi-ancestry (including European)|
94,651 individuals
PGP000748 |
White SL et al. medRxiv (2025)
|Pre
Reported Trait: benign nodular gioter OR: 1.362
β: 0.30895
AUROC: 0.58756
PPM022747 PGS005264
(graves_disease_mixed_pt)
PSS012069|
Multi-ancestry (including European)|
94,651 individuals
PGP000748 |
White SL et al. medRxiv (2025)
|Pre
Reported Trait: graves' disease OR: 1.008
β: 0.008
AUROC: 0.6587
PPM022748 PGS005265
(graves_disease_mixed_prscs)
PSS012069|
Multi-ancestry (including European)|
94,651 individuals
PGP000748 |
White SL et al. medRxiv (2025)
|Pre
Reported Trait: graves' disease OR: 1.62508
β: 0.48556
AUROC: 0.66522
PPM022749 PGS005266
(graves_disease_eur_prscs)
PSS012069|
Multi-ancestry (including European)|
94,651 individuals
PGP000748 |
White SL et al. medRxiv (2025)
|Pre
Reported Trait: graves' disease OR: 1.54333
β: 0.43394
AUROC: 0.66373
PPM022756 PGS005273
(tc_vs_bng_mixed_prscs)
PSS012069|
Multi-ancestry (including European)|
94,651 individuals
PGP000748 |
White SL et al. medRxiv (2025)
|Pre
Reported Trait: thyroid carcenoma vs benign nodular goiter OR: 1.55052
β: 0.43859
AUROC: 0.61739
PPM022757 PGS005274
(tc_vs_bng_eur_prscs)
PSS012069|
Multi-ancestry (including European)|
94,651 individuals
PGP000748 |
White SL et al. medRxiv (2025)
|Pre
Reported Trait: thyroid carcenoma vs benign nodular goiter OR: 1.49346
β: 0.4011
AUROC: 0.61349
PPM036827 PGS018645
(TPMI_240_Lassosum2)
PSS012548|
East Asian Ancestry|
17,951 individuals
PGP000835 |
Chen HH et al. Nature (2025)
Reported Trait: Simple and unspecified goiter AUROC: 0.73884 : 0.11531 sex, age, array, PCs 1-10
PPM036828 PGS018646
(TPMI_240_LDpred2)
PSS012547|
East Asian Ancestry|
17,951 individuals
PGP000835 |
Chen HH et al. Nature (2025)
Reported Trait: Simple and unspecified goiter AUROC: 0.73948 : 0.11601 sex, age, array, PCs 1-10
PPM036829 PGS018647
(TPMI_240_MegaPRS)
PSS012549|
East Asian Ancestry|
17,951 individuals
PGP000835 |
Chen HH et al. Nature (2025)
Reported Trait: Simple and unspecified goiter AUROC: 0.72951 : 0.1052 sex, age, array, PCs 1-10
PPM036830 PGS018648
(TPMI_240_PRS-CS)
PSS012550|
East Asian Ancestry|
17,951 individuals
PGP000835 |
Chen HH et al. Nature (2025)
Reported Trait: Simple and unspecified goiter AUROC: 0.73667 : 0.11346 sex, age, array, PCs 1-10
PPM036831 PGS018649
(TPMI_240_SBayesR)
PSS012551|
East Asian Ancestry|
17,951 individuals
PGP000835 |
Chen HH et al. Nature (2025)
Reported Trait: Simple and unspecified goiter AUROC: 0.73854 : 0.11544 sex, age, array, PCs 1-10
PPM036837 PGS018655
(TPMI_241.1_Lassosum2)
PSS012553|
East Asian Ancestry|
17,269 individuals
PGP000835 |
Chen HH et al. Nature (2025)
Reported Trait: Nontoxic uninodular goiter AUROC: 0.71869 : 0.01744 sex, age, array, PCs 1-10
PPM036838 PGS018656
(TPMI_241.1_LDpred2)
PSS012552|
East Asian Ancestry|
17,269 individuals
PGP000835 |
Chen HH et al. Nature (2025)
Reported Trait: Nontoxic uninodular goiter AUROC: 0.71953 : 0.01769 sex, age, array, PCs 1-10
PPM036839 PGS018657
(TPMI_241.1_MegaPRS)
PSS012554|
East Asian Ancestry|
17,269 individuals
PGP000835 |
Chen HH et al. Nature (2025)
Reported Trait: Nontoxic uninodular goiter AUROC: 0.71549 : 0.01662 sex, age, array, PCs 1-10
PPM036840 PGS018658
(TPMI_241.1_PRS-CS)
PSS012555|
East Asian Ancestry|
17,269 individuals
PGP000835 |
Chen HH et al. Nature (2025)
Reported Trait: Nontoxic uninodular goiter AUROC: 0.71517 : 0.01683 sex, age, array, PCs 1-10
PPM036841 PGS018659
(TPMI_241.1_SBayesR)
PSS012556|
East Asian Ancestry|
17,269 individuals
PGP000835 |
Chen HH et al. Nature (2025)
Reported Trait: Nontoxic uninodular goiter AUROC: 0.7192 : 0.01711 sex, age, array, PCs 1-10
PPM036842 PGS018660
(TPMI_241.2_Lassosum2)
PSS012558|
East Asian Ancestry|
17,326 individuals
PGP000835 |
Chen HH et al. Nature (2025)
Reported Trait: Nontoxic multinodular goiter AUROC: 0.70696 : 0.02085 sex, age, array, PCs 1-10
PPM036843 PGS018661
(TPMI_241.2_LDpred2)
PSS012557|
East Asian Ancestry|
17,326 individuals
PGP000835 |
Chen HH et al. Nature (2025)
Reported Trait: Nontoxic multinodular goiter AUROC: 0.7074 : 0.0212 sex, age, array, PCs 1-10
PPM036844 PGS018662
(TPMI_241.2_MegaPRS)
PSS012559|
East Asian Ancestry|
17,326 individuals
PGP000835 |
Chen HH et al. Nature (2025)
Reported Trait: Nontoxic multinodular goiter AUROC: 0.69943 : 0.01753 sex, age, array, PCs 1-10
PPM036845 PGS018663
(TPMI_241.2_PRS-CS)
PSS012560|
East Asian Ancestry|
17,326 individuals
PGP000835 |
Chen HH et al. Nature (2025)
Reported Trait: Nontoxic multinodular goiter AUROC: 0.70611 : 0.02061 sex, age, array, PCs 1-10
PPM036846 PGS018664
(TPMI_241.2_SBayesR)
PSS012561|
East Asian Ancestry|
17,326 individuals
PGP000835 |
Chen HH et al. Nature (2025)
Reported Trait: Nontoxic multinodular goiter AUROC: 0.70752 : 0.02113 sex, age, array, PCs 1-10
PPM036853 PGS018671
(TPMI_242.1_Lassosum2)
PSS012568|
East Asian Ancestry|
17,305 individuals
PGP000835 |
Chen HH et al. Nature (2025)
Reported Trait: Graves disease AUROC: 0.74792 : 0.03286 sex, age, array, PCs 1-10
PPM036854 PGS018672
(TPMI_242.1_LDpred2)
PSS012567|
East Asian Ancestry|
17,305 individuals
PGP000835 |
Chen HH et al. Nature (2025)
Reported Trait: Graves disease AUROC: 0.75387 : 0.03447 sex, age, array, PCs 1-10
PPM036855 PGS018673
(TPMI_242.1_MegaPRS)
PSS012569|
East Asian Ancestry|
17,305 individuals
PGP000835 |
Chen HH et al. Nature (2025)
Reported Trait: Graves disease AUROC: 0.75062 : 0.03216 sex, age, array, PCs 1-10
PPM036856 PGS018674
(TPMI_242.1_PRS-CS)
PSS012570|
East Asian Ancestry|
17,305 individuals
PGP000835 |
Chen HH et al. Nature (2025)
Reported Trait: Graves disease AUROC: 0.74562 : 0.03194 sex, age, array, PCs 1-10
PPM036857 PGS018675
(TPMI_242.1_PRSmix+)
PSS012571|
East Asian Ancestry|
17,305 individuals
PGP000835 |
Chen HH et al. Nature (2025)
Reported Trait: Graves disease AUROC: 0.75988 : 0.03585 sex, age, array, PCs 1-10
PPM036858 PGS018676
(TPMI_242.1_SBayesR)
PSS012572|
East Asian Ancestry|
17,305 individuals
PGP000835 |
Chen HH et al. Nature (2025)
Reported Trait: Graves disease AUROC: 0.74098 : 0.03008 sex, age, array, PCs 1-10

Evaluated Samples

PGS Sample Set ID
(PSS)
Phenotype Definitions and Methods Participant Follow-up Time Sample Numbers Age of Study Participants Sample Ancestry Additional Ancestry Description Cohort(s) Additional Sample/Cohort Information
PSS008388 1,140 individuals Greater Middle Eastern (Middle Eastern, North African or Persian) Iran (Middle East) UKB
PSS009284 19,043 individuals European UK (+ Ireland) UKB
PSS012547 240,E01.0, E01.2, E04.0
[
  • 871 cases
  • , 17,080 controls
]
,
48.41 % Male samples
East Asian
(Han Chinese)
TPMI
PSS012548 240,E01.0, E01.2, E04.0
[
  • 871 cases
  • , 17,080 controls
]
,
48.41 % Male samples
East Asian
(Han Chinese)
TPMI
PSS012549 240,E01.0, E01.2, E04.0
[
  • 871 cases
  • , 17,080 controls
]
,
48.41 % Male samples
East Asian
(Han Chinese)
TPMI
PSS012550 240,E01.0, E01.2, E04.0
[
  • 871 cases
  • , 17,080 controls
]
,
48.41 % Male samples
East Asian
(Han Chinese)
TPMI
PSS012551 240,E01.0, E01.2, E04.0
[
  • 871 cases
  • , 17,080 controls
]
,
48.41 % Male samples
East Asian
(Han Chinese)
TPMI
PSS012552 241.0,E04.1
[
  • 189 cases
  • , 17,080 controls
]
,
49.59 % Male samples
East Asian
(Han Chinese)
TPMI
PSS012553 241.0,E04.1
[
  • 189 cases
  • , 17,080 controls
]
,
49.59 % Male samples
East Asian
(Han Chinese)
TPMI
PSS012554 241.0,E04.1
[
  • 189 cases
  • , 17,080 controls
]
,
49.59 % Male samples
East Asian
(Han Chinese)
TPMI
PSS012555 241.0,E04.1
[
  • 189 cases
  • , 17,080 controls
]
,
49.59 % Male samples
East Asian
(Han Chinese)
TPMI
PSS012556 241.0,E04.1
[
  • 189 cases
  • , 17,080 controls
]
,
49.59 % Male samples
East Asian
(Han Chinese)
TPMI
PSS012557 241.1,E01.1, E04.2
[
  • 246 cases
  • , 17,080 controls
]
,
49.46 % Male samples
East Asian
(Han Chinese)
TPMI
PSS012558 241.1,E01.1, E04.2
[
  • 246 cases
  • , 17,080 controls
]
,
49.46 % Male samples
East Asian
(Han Chinese)
TPMI
PSS012559 241.1,E01.1, E04.2
[
  • 246 cases
  • , 17,080 controls
]
,
49.46 % Male samples
East Asian
(Han Chinese)
TPMI
PSS012560 241.1,E01.1, E04.2
[
  • 246 cases
  • , 17,080 controls
]
,
49.46 % Male samples
East Asian
(Han Chinese)
TPMI
PSS004560
[
  • 84 cases
  • , 6,413 controls
]
African unspecified UKB
PSS004561
[
  • 32 cases
  • , 1,672 controls
]
East Asian UKB
PSS004562
[
  • 249 cases
  • , 24,656 controls
]
European non-white British ancestry UKB
PSS004563
[
  • 81 cases
  • , 7,750 controls
]
South Asian UKB
PSS004564
[
  • 548 cases
  • , 66,877 controls
]
European white British ancestry UKB Testing cohort (heldout set)
PSS012561 241.1,E01.1, E04.2
[
  • 246 cases
  • , 17,080 controls
]
,
49.46 % Male samples
East Asian
(Han Chinese)
TPMI
PSS012567 242.0,E05.0
[
  • 225 cases
  • , 17,080 controls
]
,
49.58 % Male samples
East Asian
(Han Chinese)
TPMI
PSS012568 242.0,E05.0
[
  • 225 cases
  • , 17,080 controls
]
,
49.58 % Male samples
East Asian
(Han Chinese)
TPMI
PSS012569 242.0,E05.0
[
  • 225 cases
  • , 17,080 controls
]
,
49.58 % Male samples
East Asian
(Han Chinese)
TPMI
PSS012570 242.0,E05.0
[
  • 225 cases
  • , 17,080 controls
]
,
49.58 % Male samples
East Asian
(Han Chinese)
TPMI
PSS009058 3,930 individuals European Poland (NE Europe) UKB
PSS012571 242.0,E05.0
[
  • 225 cases
  • , 17,080 controls
]
,
49.58 % Male samples
East Asian
(Han Chinese)
TPMI
PSS012572 242.0,E05.0
[
  • 225 cases
  • , 17,080 controls
]
,
49.58 % Male samples
East Asian
(Han Chinese)
TPMI
PSS008166 5,927 individuals South Asian India (South Asia) UKB
PSS008837 3,830 individuals African unspecified Nigeria (West Africa) UKB
PSS007953 1,744 individuals East Asian China (East Asia) UKB
PSS008612 6,363 individuals European Italy (South Europe) UKB
PSS007734 2,378 individuals African American or Afro-Caribbean Carribean UKB
PSS012069 Cases - ICD-9-CM codes: 193, V10.87, ICD-10-CM billing codes: C73, Z85.850, ICD-9 codes: 193, V10.87, ICD-10 codes: C73, SNOMED: 92767001 Carcinoma in situ of thyroid gland, 363478007 Malignant tumor of thyroid gland, 255028004 Follicular thyroid carcinoma, 423158009 Hurthle cell carcinoma of thyroid, 772992009 Primary differentiated carcinoma of thyroid gland. Controls - ICD-9-CM codes: 241 Nontoxic nodular goiter, 241.0 Nontoxic uninodular goiter, 241.1 Nontoxic multinodular goiter, 241.9 Unspecified nontoxic nodular goiter ICD-10-CM billing codes: E01.1 Iodine-deficiency related multinodular (endemic) goiter, E04.1 Nontoxic single thyroid nodule, E04.2 Nontoxic multinodular goiter, E04.8 Other specified nontoxic goiter, E04.9 Nontoxic goiter, unspecified, ICD-9-CM codes: 241 Nontoxic nodular goiter, 241.0 Nontoxic uninodular goiter, 241.1 Nontoxic multinodular goiter, 241.9 Unspecified nontoxic nodular goiter, ICD-10 codes: E01.1 Iodine-deficiency related multinodular (endemic) goiter, E04.1 Nontoxic single thyroid nodule, E04.2 Nontoxic multinodular goiter, E04.8 Other specified nontoxic goiter, E04.9 Nontoxic goiter, unspecified, SNOMED: 419153005 Nodular goiter, 190236006 Non-toxic nodular goiter, 66392007 Substernal goiter, 60968001 Adenomatous goiter 94,651 individuals African American or Afro-Caribbean, Hispanic or Latin American, European CCPM