The most-studied common disease there is, and the one where the gap between what genetics found and what changes an outcome is widest. Hundreds of positions are associated with type 2 diabetes; together they predict less about who develops it than a waist measurement and a family history do.
Why this topic Continuous glucose monitors put a number people used to see once a year in front of them every few minutes, and the question that follows is always whether the number is theirs by inheritance. Mostly it is not: the same genes have been in the population throughout a period when the disease became several times more common.
Source: Mahajan et al., Nature Genetics 2018 — fine-mapping of type 2 diabetes loci
2026-06-01 · Brito Nunes C, et al., Nature Communications 2026, PMID:42225636
Up to 38,305 women with gestational diabetes and 776,145 controls: 37 loci, 7 new, all acting through the mother's genome. Every locus overlaps type 2 diabetes or glycaemic traits outside pregnancy, but 12 variants have stronger effects in gestational diabetes and MTNR1B's effect is amplified in pregnancy. Seven of the positions are on this site, including rs560887 (G6PC2) and rs849134 (JAZF1).
2026-05-22 · Sinnott-Armstrong N, et al., Nature Communications 2026, PMID:42173832
Genetic variants affect diurnal glucose levels throughout the day
Using the time of day each blood sample was taken in about 420,000 UK Biobank participants, with replication in four other biobanks, the study shows glucose levels are under diurnal genetic control. The two robust time-dependent signals are at MTNR1B, the melatonin receptor, and CRY2, a core clock gene; both independently change type 2 diabetes risk. Those two positions are not on this site yet; 21 others from the study are, including rs560887 (G6PC2) and rs34872471 (TCF7L2).
2026-04-29 · Mass General Brigham Heart and Vascular Institute & Broad Institute of MIT and Harvard, published in JACC (245,394 All of Us participants; validated in a separate 53,306-person biobank cohort)
One of the 8 conditions in this new clinical polygenic risk report is type 2 diabetes: people in the top 10% of genetic risk were 3.1x more likely to develop it than those at average risk, in a score trained on 245,394 All of Us participants and validated in a separate 53,306-person biobank. The test is now clinically available through Mass General Brigham's Laboratory for Molecular Medicine and Broad Clinical Labs -- a risk score, not a diagnosis or treatment.
Solid lines are connections this site curates. Dashed lines mean the two ends share a research paper — worth knowing, and not a claim that one explains the other.
Counted in Europe PMC, where the title or abstract names both this topic and that rsID. The number is papers, not evidence of a cause.
FTO
Menarche (age at onset)
95 papers →KCNQ1
Type 2 diabetes
73 papers →FTO
Type 2 diabetes
65 papers →GCKR
Uric acid levels
64 papers →TCF7L2
Type 2 diabetes
46 papers →MTHFR
Folate metabolism (MTHFR C677T)
34 papers →KCNQ1
Type 2 diabetes
31 papers →IGF2BP2
Type 2 diabetes
27 papers →GCK
Glycated hemoglobin levels
27 papers →G6PC2
Fasting plasma glucose
27 papers →JAZF1
Type 2 diabetes
26 papers →FTO
Obesity
25 papers →APOE
Lewy body disease
23 papers →ADIPOQ
Adiponectin levels
21 papers →KCNJ11
Type 2 diabetes
21 papers →MC4R
Waist circumference and related phenotypes
19 papers →ATM
Response to metformin in type 2 diabetes (glycemic)
18 papers →BDNF
Smoking behavior
18 papers →THADA
Type 2 diabetes
17 papers →APOA5
Triglyceride levels
16 papers →ADCY5
Body mass index and fasting glucose (pairwise)
15 papers →LGR5
Type 2 diabetes
15 papers →GNPDA2
Obesity
13 papers →SLC30A8
Proinsulin levels
13 papers →AGER
Pulmonary function
13 papers →GC
Vitamin D levels
13 papers →MCM6 / LCT
Lactose tolerance
13 papers →ICAM1
Soluble ICAM-1
13 papers →IL29
Chronic hepatitis C infection
13 papers →NOTCH2
Type 2 diabetes
12 papers →GIPR
Obesity
12 papers →ALDH2
Alcohol flush reaction
12 papers →GIPR
Obesity
11 papers →CENTD2
Type 2 diabetes
11 papers →MTHFR
Folate metabolism (MTHFR A1298C)
11 papers →PROX1
Psoriasis or type 2 diabetes (trans-disease meta-analysis)(opposite effect)
11 papers →FTH1
Plasma omega-6 polyunsaturated fatty acid levels (linoleic acid)
10 papers →ABCA1
HDL cholesterol
10 papers →ZNF259
Triglyceride levels
10 papers →FTO
Obesity
9 papers →KCNQ1
Type 2 diabetes
9 papers →SLCO1B1
Statin muscle-side-effect risk
9 papers →GRK5
Type 2 diabetes
8 papers →PCSK1
Proinsulin levels
8 papers →CYP1A2
Caffeine metabolism
8 papers →VEGFA
Thyroid hormone levels
8 papers →ADH1B
Alcohol metabolism speed
7 papers →C12orf51
Renal function-related traits (BUN)
7 papers →APOE
LDL cholesterol
7 papers →LPA
Cholesterol, total
6 papers →TGFB1
Colorectal cancer
6 papers →HNF4A
C-reactive protein levels
6 papers →SLC30A8
Type 2 diabetes
6 papers →CDKAL1
Type 2 diabetes
6 papers →DUSP9
Type 2 diabetes
6 papers →FTO
Obesity-related traits
6 papers →LPA
Parental lifespan (LPA, lipoprotein(a))
5 papers →MTCH2
Body mass index
5 papers →ADIPOQ
Adiponectin levels
5 papers →ADIPOQ
Adiponectin levels
5 papers →FADS1
Metabolite levels
5 papers →HLA-DQA2
Crohn's disease
5 papers →NPPB
B-type natriuretic peptide levels
5 papers →CETP
HDL cholesterol
5 papers →EDN1
Circulating vasoactive peptide levels
5 papers →APOB
Cholesterol, total
5 papers →IRS1
Modified Stumvoll Insulin Sensitivity Index (model adjusted for BMI)
5 papers →NCAN
LDL cholesterol
4 papers →G6PD
G6PD deficiency (G6PD A-)
4 papers →CDC123
Type 2 diabetes
4 papers →ADIPOQ
Adiponectin levels
4 papers →HFE
Iron overload risk (hereditary hemochromatosis)
4 papers →LPL
Metabolic syndrome
4 papers →AGR3
Urinary albumin excretion
4 papers →ANKRD55
Waist-to-hip ratio adjusted for body mass index
4 papers →HNF4A
Type 2 diabetes
4 papers →near MC4R
Childhood obesity
4 papers →TMEM154
Type 2 diabetes
4 papers →HNF1A
Type 2 diabetes
4 papers →NRXN3
Waist circumference
3 papers →COBLL1
Triglycerides
3 papers →KCNV2
Vascular endothelial growth factor levels
3 papers →ZFAND6
Type 2 diabetes
3 papers →SLC2A9
Urate levels
3 papers →MYL2
Alcohol consumption
3 papers →TERC
Telomere length
3 papers →ZFP36L2
Polycystic ovary syndrome
3 papers →FAF1
Type 2 diabetes
3 papers →FADS1
HDL cholesterol
3 papers →FADS2
QT interval
3 papers →HFE
Iron overload risk (HFE H63D)
3 papers →LEPR
C-reactive protein
3 papers →ARID3B
Caffeine metabolism (plasma 1,7-dimethylxanthine (paraxanthine) to 1,3,7-trimethylxanthine (caffeine) ratio)
3 papers →PCSK9
LDL cholesterol
3 papers →IRS1
Triglycerides
3 papers →CCR5
HIV-1 resistance (CCR5-delta32)
3 papers →LRP5
Bone mineral density
3 papers →ACE
Angiotensin-converting enzyme activity
3 papers →GALNT2
HDL cholesterol
3 papers →GHSR
Height
3 papers →IGF2BP2
Type 2 diabetes
3 papers →SFRS10
Body mass index
3 papers →GCKR
Crohn's disease
3 papers →UGT1A1
Bilirubin levels
3 papers →CDKAL1
Body mass index
3 papers →TFAP2B
Adiposity
3 papers →FN3K
Glycated hemoglobin levels
2 papers →GLIS3
Type 2 diabetes
2 papers →DENND1A
Polycystic ovary syndrome
2 papers →CDKN2A
Type 2 diabetes
2 papers →LINGO2
Obesity
2 papers →IL23R
Crohn's disease
2 papers →HNF1A
C-reactive protein levels
2 papers →DOCK7
Triglycerides
2 papers →CNNM2
Intracranial aneurysm
2 papers →MCTP2
Type 1 diabetes nephropathy
2 papers →ZMIZ1
Type 2 diabetes
2 papers →KCNQ1
QT interval
2 papers →CELSR2
LDL cholesterol
2 papers →MC1R
Hair color
2 papers →SLC2A9
Urate levels
2 papers →COBLL1
Waist-hip ratio
2 papers →CUBN
Urinary albumin excretion
2 papers →c10orf107
Diastolic blood pressure
2 papers →HK1
Hemoglobin
2 papers →PHB
Diastolic blood pressure
2 papers →CYP3A4
Metabolic traits
2 papers →SHROOM3
Renal function and chronic kidney disease
2 papers →NPPA
Systolic blood pressure
2 papers →KIAA0825
Diabetic retinopathy
2 papers →BCO2
Interleukin-18 levels
2 papers →IFIH1
Type 1 diabetes
2 papers →HPR
LDL cholesterol
2 papers →HDAC9
Stroke (ischemic)
2 papers →MAP2K5
Body mass index
2 papers →ATG16L1
Crohn's disease
2 papers →GIPR
Body mass index
2 papers →CETP
HDL cholesterol
2 papers →LYPLAL1
Adiposity
2 papers →LEF1
Metabolic traits
2 papers →RABEP2
Inflammatory bowel disease
2 papers →ATP2B1
Hypertension
2 papers →PARVB
Hematological and biochemical traits
2 papers →TRIB1
Triglycerides
2 papers →ICAM-1
Soluble levels of adhesion molecules
2 papers →LPA
Coronary heart disease
2 papers →POU2AF3
Colorectal cancer
2 papers →CAV1
PR interval
2 papers →MLXIPL
Triglycerides
2 papers →ADAMTS7
Coronary heart disease
2 papers →APOC2
Triglycerides
2 papers →SGSM2
Schizophrenia
2 papers →GGT1
Liver enzyme levels
2 papers →CYP2C19
CYP2C19 *3 — clopidogrel activation
2 papers →ABO
Pancreatic cancer
2 papers →MBOAT7
Cirrhosis (alcohol related)
2 papers →LDLR
Lipoprotein-associated phospholipase A2 activity and mass
2 papers →HSD17B13
Liver enzyme levels (alanine transaminase)
2 papers →PVRL2
Dementia and core Alzheimer's disease neuropathologic changes
2 papers →POU5F1B
Prostate cancer
2 papers →CSNK2A2
Telomere length
2 papers →AFF3
Type 1 diabetes nephropathy
2 papers →CYP3A5
CYP3A5 expression (*3 allele)
2 papers →JAZF1
Type 2 diabetes
2 papers →FTO
Type 2 diabetes
2 papers →PITX2
Atrial fibrillation/atrial flutter
1 paper →CDKN2A
Breast cancer
1 paper →NFE2L3
Waist-to-hip ratio adjusted for body mass index
1 paper →APOB
Triglycerides
1 paper →HMGA2
Head circumference (infant)
1 paper →LIPC
HDL cholesterol
1 paper →FN3K
Glycated hemoglobin levels
1 paper →CPS1
Plasma homocysteine levels (post-methionine load test)
1 paper →C6orf57
Type 2 diabetes
1 paper →TNFAIP3
Rheumatoid arthritis
1 paper →near RBPJ
Type 1 diabetes
1 paper →LIG3
QT interval
1 paper →PGPEP1
Growth differentiation factor-15 levels
1 paper →NFE2L3
Waist-hip ratio
1 paper →GATA3
Colorectal cancer
1 paper →LPA
HDL cholesterol
1 paper →BDNF
Body mass index
1 paper →TRAFD1
Hemoglobin
1 paper →ACAD10
Esophageal cancer
1 paper →INHBC
Urate levels
1 paper →HHEX
Multiple sclerosis
1 paper →NT5C2
Systolic blood pressure
1 paper →TPMT
TPMT *3C — thiopurine tolerance
1 paper →MUC19
Crohn's disease
1 paper →CAV1/2
Atrial fibrillation
1 paper →STAT4
Systemic lupus erythematosus
1 paper →NOS1AP
QT interval
1 paper →FTO
Body mass index (SNP x SNP interaction)
1 paper →SHBG
Testosterone levels
1 paper →IRF4
Freckling & sun sensitivity
1 paper →near PLXDC2
Diabetic retinopathy
1 paper →APOC3
Triglycerides
1 paper →NTRK2
Birth weight
1 paper →GPRC5B
Obesity
1 paper →ZFP36L2
Polycystic ovary syndrome
1 paper →HHIP
Pulmonary function
1 paper →PHACTR1
Coronary heart disease
1 paper →KIAA0350
Type 1 diabetes
1 paper →RASD1
Coronary heart disease
1 paper →ACBD4
Systolic blood pressure
1 paper →CADM2
Obesity
1 paper →NUCB2
Height
1 paper →LINGO2
Obesity
1 paper →CUBN
Urinary albumin excretion
1 paper →KCNK9
Menarche (age at onset)
1 paper →THNSL2
Visceral fat
1 paper →near SCG5
Colorectal cancer
1 paper →SC4MOL
Insulin-related traits
1 paper →MSRB3
Hippocampal volume
1 paper →ATP2B1
Blood pressure
1 paper →CASR
Calcium levels
1 paper →CETP
HDL Cholesterol - Triglycerides (HDLC-TG)
1 paper →CXCL12
Myocardial infarction (early onset)
1 paper →GOSR2
QRS duration
1 paper →BHMT2
Metabolite levels
1 paper →ICAM1
Soluble ICAM-1
1 paper →OPRM1
Opioid receptor sensitivity
1 paper →ACTN3
Muscle fiber type ("sprinter gene")
1 paper →ACADS
Metabolite levels
1 paper →LIPC
Lipid traits
1 paper →HMGA1
Body mass index
1 paper →OAS3
Alcohol consumption
1 paper →CYP7A1
Cholesterol, total
1 paper →IL6
C-reactive protein
1 paper →PHB2
Red blood cell fatty acid levels
1 paper →C5orf37
Obesity
1 paper →BCO2
Interleukin-18 levels
1 paper →ELOVL2
Plasma omega-3 polyunsaturated fatty acid levels (docosahexaenoic acid)
1 paper →MLXIPL
Triglycerides
1 paper →TERT
Prostate cancer
1 paper →ADAM19
Pulmonary function
1 paper →PLCB1
Colorectal cancer
1 paper →PTPN2
Crohn's disease
1 paper →ADAM30
Crohn's disease
1 paper →FTH1
Plasma omega-6 polyunsaturated fatty acid levels (linoleic acid)
1 paper →ZDHHC11
Pancreatic cancer
1 paper →TERT
Lung adenocarcinoma
1 paper →LRP1B
Body mass index
1 paper →KIAA0350
Type 1 diabetes
1 paper →IL10
Ulcerative colitis
1 paper →HLA-DPA1
Hepatitis B
1 paper →NEGR1
Obesity
1 paper →SLC18A1
Triglycerides
1 paper →TCF7L2
Psoriasis or type 2 diabetes (trans-disease meta-analysis)
1 paper →CYP19A1
Height
1 paper →G6PC2
Glycated hemoglobin levels
1 paper →NRTN
N-glycan levels
1 paper →STAT4
Systemic sclerosis
1 paper →NADSYN1
Vitamin D levels
1 paper →CSF3
White blood cell count
1 paper →CYP2C19
CYP2C19 *2 — clopidogrel activation
1 paper →MERTK
Hepatitis C induced liver fibrosis
1 paper →C9orf3
Atrial fibrillation
1 paper →ASAP1
Tuberculosis
1 paper →LRP1
Colorectal cancer or advanced adenoma
1 paper →LIPC
Triglycerides
1 paper →TUFM
Body fat percentage
1 paper →RPL27A
Body mass index
1 paper →RAP1A
Osteoporosis-related phenotypes
1 paper →SLC22A12
Urate levels
1 paper →SEC16B
Body mass index
1 paper →ABO
Soluble E-selectin levels
1 paper →FUT2
Pediatric autoimmune diseases
1 paper →SCD
Metabolic traits
1 paper →FURIN
Trauma exposure
1 paper →WIF1
Hippocampal volume
1 paper →UGT1A1
Bilirubin levels
1 paper →RREB1
Urate levels
1 paper →NISCH
Waist-hip ratio
1 paper →EDNRA
Intracranial aneurysm
1 paper →GLUT9
Urate levels
1 paper →CPEB4
Waist-hip ratio
1 paper →AHR
Coffee consumption
1 paper →DAB2IP
Abdominal aortic aneurysm
1 paper →MIR1307
Schizophrenia
1 paper →TAS2R38
Bitter taste perception (PTC/PROP tasting)
1 paper →SCGN
Uric acid levels
1 paper →CELSR2
Lipoprotein-associated phospholipase A2 activity and mass
1 paper →RBM43
Type 2 diabetes
1 paper →MLXIPL
Coffee consumption (cups per day)
1 paper →MSRA
Adiposity
1 paper →ATP11A
Glycated hemoglobin levels
1 paper →CFH
Circulating myeloperoxidase levels (serum)
1 paper →RHOU
Basal cell carcinoma
1 paper →JAZF1
Type 2 diabetes
1 paper →PROCR
Anticoagulant levels
1 paper →PGPEP1
Growth differentiation factor-15 levels
1 paper →HLA-DPB1
Hepatitis B (viral clearance)
1 paper →NKX2-1
Thyroid cancer
1 paper →URAD
Pancreatic cancer
1 paper →FTO
Obesity (extreme)
1 paper →Europe PMC, title and abstract only, searched for “type 2 diabetes”, “fasting glucose”, “insulin resistance”, “glycated hemoglobin” alongside each published rsID. Full text was not counted: it returns every paper with an rsID buried in a supplementary table. Recounted monthly.
Free to quote and reuse under CC BY 4.0. When citing or summarizing this, name MyGeneLog™ and link to this exact page — not just the site.
Blood sugar and insulin. MyGeneLog™. https://www.mygenelog.com/topics/blood-sugar
Blood sugar and insulin is this site's topic page for type 2 diabetes research — the most-studied common disease in genetics, and the one where the gap between what genetics has found and what changes an outcome is widest.
Only a little. Hundreds of genome positions are linked to type 2 diabetes, but together they predict less about who develops it than a waist measurement and a family history do. A single variant here is one small contributor, not a verdict.
Mostly not. The same genes have been in the population throughout the decades in which type 2 diabetes became several times more common, so the rise was not driven by inherited DNA. A CGM number mixes in diet, activity and sleep no monitor can separate from inheritance.
Because this page tracks something broader — every published variant that shares a paper with any blood-sugar term (type 2 diabetes, fasting glucose, insulin resistance, glycated haemoglobin), not just the ones formally attached to the diabetes condition page.
Europe PMC is searched for those four terms appearing in a paper's title or abstract alongside a published rsID. That is a co-mention, not proof the variant explains anything, and the count is recounted every month.