PGS Preprint: PGP000748

Publication Information (EuropePMC)
Title Global multi-ancestry genetic study elucidates genes and biological pathways associated with thyroid cancer and benign thyroid diseases
doi 10.1101/2025.05.15.25327513
Publication Date May 16, 2025
Journal medRxiv Preprint
Author(s) White SL, Brasher MS, Pattee J, Zhou W, Chapman S, Jee YH, Bell CC, Jamil TL, Barrio M, Hirbo J, Cox NJ, Straub P, Namba S, Bertucci-Richter E, Guare L, EdrisMohammed A, Morris S, Mulford AJ, Zhang H, Fennessy B, Tobin MD, Chen J, Williams AT, John C, van Heel DA, Mathur R, Finer S, Moksnes MR, Brumpton B, Åsvold BO, Peculis R, Rovite V, Konrade I, Wang Y, Crooks K, Chavan S, Fisher MJ, Rafaels N, Lin M, Shortt J, Sanders AR, Whiteman D, MacGregor S, Medland S, Thorsteinsdóttir U, Stefánsson K, Karaderi T, Egan KM, Bocklage T, McCrary HC, Riedlingeer G, Salhia B, Shriver C, Phan MD, Farlow JL, Edge S, Kaur V, Churchman M, Rounbehler RJ, Brock PL, Ringel MD, Pividori M, Schweppe R, Raeburn CD, Walters R, Chen Z, Li L, Matsuda K, Okada Y, Zoellner S, Verma A, Preuss M, Kenny E, Hendricks A, Fishbein L, Kraft P, Daly M, Neale B, The biobank at the Colorado Center for Personalized Medicine, Genes & Health Research Team, The BioBank Japan Project, Martin A, Cole JB, Haugen BR, Gignoux CR, Pozdeyev N.
Released in PGS Catalog: Jan. 19, 2026

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

PGS Developed By This Publication

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)
PGS005269
(hypothyroidism_eur_prscs)
PGP000748 |
White SL et al. medRxiv (2025)
|Pre
Hypothyroidism hypothyroidism 1,085,170
-
https://ftp.ebi.ac.uk/pub/databases/spot/pgs/scores/PGS005269/ScoringFiles/PGS005269.txt.gz
PGS005268
(hypothyroidism_mixed_prscs)
PGP000748 |
White SL et al. medRxiv (2025)
|Pre
Hypothyroidism hypothyroidism 1,085,173
-
https://ftp.ebi.ac.uk/pub/databases/spot/pgs/scores/PGS005268/ScoringFiles/PGS005268.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
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
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
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
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
PGS005258
(thyroid_cancer_mixed_pt)
PGP000748 |
White SL et al. medRxiv (2025)
|Pre
Thyroid carcenoma thyroid carcinoma 84
-
https://ftp.ebi.ac.uk/pub/databases/spot/pgs/scores/PGS005258/ScoringFiles/PGS005258.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
PGS005267
(hypothyroidism_mixed_pt)
PGP000748 |
White SL et al. medRxiv (2025)
|Pre
Hypothyroidism hypothyroidism 439
-
https://ftp.ebi.ac.uk/pub/databases/spot/pgs/scores/PGS005267/ScoringFiles/PGS005267.txt.gz
PGS005270
(lymphocytic_thyroiditis_mixed_pt)
PGP000748 |
White SL et al. medRxiv (2025)
|Pre
Lymphocytic thyroiditis Hashimoto's thyroiditis 55
-
https://ftp.ebi.ac.uk/pub/databases/spot/pgs/scores/PGS005270/ScoringFiles/PGS005270.txt.gz
PGS005259
(thyroid_cancer_mixed_prscs)
PGP000748 |
White SL et al. medRxiv (2025)
|Pre
Thyroid carcenoma thyroid carcinoma 1,085,173
-
https://ftp.ebi.ac.uk/pub/databases/spot/pgs/scores/PGS005259/ScoringFiles/PGS005259.txt.gz
PGS005260
(thyroid_cancer_eur_prscs)
PGP000748 |
White SL et al. medRxiv (2025)
|Pre
Thyroid carcenoma thyroid carcinoma 1,085,170
-
https://ftp.ebi.ac.uk/pub/databases/spot/pgs/scores/PGS005260/ScoringFiles/PGS005260.txt.gz
PGS005272
(lymphocytic_thyroiditis_eur_prscs)
PGP000748 |
White SL et al. medRxiv (2025)
|Pre
Lymphocytic thyroiditis Hashimoto's thyroiditis 1,085,142
-
https://ftp.ebi.ac.uk/pub/databases/spot/pgs/scores/PGS005272/ScoringFiles/PGS005272.txt.gz
PGS005273
(tc_vs_bng_mixed_prscs)
PGP000748 |
White SL et al. medRxiv (2025)
|Pre
Thyroid carcenoma vs benign nodular goiter benign,
thyroid carcinoma,
nodular goiter
1,085,164
-
https://ftp.ebi.ac.uk/pub/databases/spot/pgs/scores/PGS005273/ScoringFiles/PGS005273.txt.gz
PGS005271
(lymphocytic_thyroiditis_mixed_prscs)
PGP000748 |
White SL et al. medRxiv (2025)
|Pre
Lymphocytic thyroiditis Hashimoto's thyroiditis 1,085,156
-
https://ftp.ebi.ac.uk/pub/databases/spot/pgs/scores/PGS005271/ScoringFiles/PGS005271.txt.gz
PGS005274
(tc_vs_bng_eur_prscs)
PGP000748 |
White SL et al. medRxiv (2025)
|Pre
Thyroid carcenoma vs benign nodular goiter benign,
thyroid carcinoma,
nodular goiter
1,084,965
-
https://ftp.ebi.ac.uk/pub/databases/spot/pgs/scores/PGS005274/ScoringFiles/PGS005274.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
PPM022741 PGS005258
(thyroid_cancer_mixed_pt)
PSS012069|
Multi-ancestry (including European)|
94,651 individuals
PGP000748 |
White SL et al. medRxiv (2025)
|Pre
Reported Trait: thyroid carcenoma OR: 1.02
β: 0.016
AUROC: 0.68616
PPM022742 PGS005259
(thyroid_cancer_mixed_prscs)
PSS012069|
Multi-ancestry (including European)|
94,651 individuals
PGP000748 |
White SL et al. medRxiv (2025)
|Pre
Reported Trait: thyroid carcenoma OR: 2.03689
β: 0.71142
AUROC: 0.69525
PPM022743 PGS005260
(thyroid_cancer_eur_prscs)
PSS012069|
Multi-ancestry (including European)|
94,651 individuals
PGP000748 |
White SL et al. medRxiv (2025)
|Pre
Reported Trait: thyroid carcenoma OR: 1.96019
β: 0.67304
AUROC: 0.68452
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
PPM022750 PGS005267
(hypothyroidism_mixed_pt)
PSS012069|
Multi-ancestry (including European)|
94,651 individuals
PGP000748 |
White SL et al. medRxiv (2025)
|Pre
Reported Trait: hypothyroidism OR: 1.142
β: 0.133
AUROC: 0.64
PPM022751 PGS005268
(hypothyroidism_mixed_prscs)
PSS012069|
Multi-ancestry (including European)|
94,651 individuals
PGP000748 |
White SL et al. medRxiv (2025)
|Pre
Reported Trait: hypothyroidism OR: 1.65809
β: 0.50567
AUROC: 0.63892
PPM022752 PGS005269
(hypothyroidism_eur_prscs)
PSS012069|
Multi-ancestry (including European)|
94,651 individuals
PGP000748 |
White SL et al. medRxiv (2025)
|Pre
Reported Trait: hypothyroidism OR: 1.6521
β: 0.50205
AUROC: 0.63863
PPM022753 PGS005270
(lymphocytic_thyroiditis_mixed_pt)
PSS012069|
Multi-ancestry (including European)|
94,651 individuals
PGP000748 |
White SL et al. medRxiv (2025)
|Pre
Reported Trait: lymphocytic thyroiditis OR: 1.037
β: 0.037
AUROC: 0.63868
PPM022754 PGS005271
(lymphocytic_thyroiditis_mixed_prscs)
PSS012069|
Multi-ancestry (including European)|
94,651 individuals
PGP000748 |
White SL et al. medRxiv (2025)
|Pre
Reported Trait: lymphocytic thyroiditis OR: 1.54908
β: 0.43766
AUROC: 0.62973
PPM022755 PGS005272
(lymphocytic_thyroiditis_eur_prscs)
PSS012069|
Multi-ancestry (including European)|
94,651 individuals
PGP000748 |
White SL et al. medRxiv (2025)
|Pre
Reported Trait: lymphocytic thyroiditis OR: 1.41698
β: 0.34853
AUROC: 0.60542
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

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
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