DGRPool

GWAS results were computed on dm3 genome.

If you want to make an independent analysis with DGRP2 or PLINK2, you can find here prepared input files for this phenotype: DGRP2 results PLINK2 results

Full results

Phenotype distribution and association to known covariates

Shapiro-Wilk test of normality (p-value=2.535e^-16)
Null Hypothesis is rejected (p<=0.05).
Interpretation: NOT NORMAL distribution of this phenotype

We tested for association of this phenotype with 6 known covariates Huang et al., 2014 using both ANOVA and Kruskal-Wallis association tests.

ANOVA test

Covariate	p-value	Significance
In_2L_t	0.01586
In_3R_P	1.066e-10

Kruskal-Wallis test

Covariate	χ²	p-value	Significance
In_3R_P	35.0073	2.5018e-08

PNG PDF

QQplot

PNG PDF

Manhattan plot

GWAS results

14921 significant hits at p-value < 0.001. The 1000 top results are displayed in the table below.

We performed a gene enrichment calculation (Fisher's exact test) of all GWAS-associated genes at p < 0.001. Genesets were taken from two database: the Gene Ontology (GO) and the FlyBase phenotypes. GO enrichment FlyBase phenotype enrichment

Variant impact HIGH MODERATE LOW MODIFIER

Show entries

Search:

Chromosome	Position	ID	Reference	Variant	p-value	FDR_BH	Transcript annotation	Binding site annotation
2L	2263303	2L_2263303_SNP [dm3] 2L_2263303_SNP [dm6]	G	A	0	0	UPSTREAM CG4270 DOWNSTREAM CG34049 INTERGENIC
2L	2263671	2L_2263671_SNP [dm3] 2L_2263671_SNP [dm6]	C	A	0	0	SYNONYMOUS_CODING CG4270 DOWNSTREAM CG34049
2L	4705805	2L_4705805_SNP [dm3] 2L_4705805_SNP [dm6]	G	A	0	0	SYNONYMOUS_CODING CG34351
2L	4705835	2L_4705835_SNP [dm3] 2L_4705835_SNP [dm6]	G	A	0	0	INTRON CG34351
2L	5309474	2L_5309474_SNP [dm3] 2L_5309474_SNP [dm6]	G	A	0	0	SYNONYMOUS_CODING vri	TF binding site BDTNP1_TFBS_Med BDTNP1_TFBS_sna mE1_TFBS_cad mE1_TFBS_chinmo mE1_TFBS_HSA
2L	6072224	2L_6072224_SNP [dm3] 2L_6072224_SNP [dm6]	C	G	0	0	UTR_5_PRIME Kr-h2 INTRON Kr-h2	TF binding site BDTNP1_TFBS_sna mE1_TFBS_HSA mE1_TFBS_sens
2L	826687	2L_826687_SNP [dm3] 2L_826687_SNP [dm6]	C	G	0	0	UPSTREAM CG3862 INTRON dock	TF binding site BDTNP1_TFBS_da BDTNP1_TFBS_dl BDTNP1_TFBS_Med BDTNP1_TFBS_prd BDTNP1_TFBS_twi mE1_TFBS_D mE1_TFBS_HSA mE1_TFBS_Trl
2L	827229	2L_827229_SNP [dm3] 2L_827229_SNP [dm6]	G	A	0	0	INTRON dock	TF binding site BDTNP1_TFBS_da BDTNP1_TFBS_dl BDTNP1_TFBS_Med BDTNP1_TFBS_twi mE1_TFBS_eve mE1_TFBS_HSA mE1_TFBS_sens mE1_TFBS_Trl
2L	827445	2L_827445_SNP [dm3] 2L_827445_SNP [dm6]	A	T	0	0	INTRON dock	TF binding site BDTNP1_TFBS_dl mE1_TFBS_eve mE1_TFBS_HSA mE1_TFBS_Trl
2L	9939953	2L_9939953_SNP [dm3] 2L_9939953_SNP [dm6]	C	G	0	0	SYNONYMOUS_CODING CG4619 DOWNSTREAM CG5853	TF binding site mE1_TFBS_sens
2L	9939959	2L_9939959_SNP [dm3] 2L_9939959_SNP [dm6]	C	T	0	0	SYNONYMOUS_CODING CG4619 DOWNSTREAM CG5853	TF binding site mE1_TFBS_sens
2L	9940004	2L_9940004_SNP [dm3] 2L_9940004_SNP [dm6]	G	A	0	0	SYNONYMOUS_CODING CG4619 DOWNSTREAM CG5853	TF binding site mE1_TFBS_sens
2R	12296183	2R_12296183_SNP [dm3] 2R_16408678_SNP [dm6]	C	T	0	0	INTRON Sema-2b
2R	12805870	2R_12805870_SNP [dm3] 2R_16918365_SNP [dm6]	T	G	0	0	INTERGENIC
2R	12806467	2R_12806467_SNP [dm3] 2R_16918962_SNP [dm6]	T	A	0	0	INTERGENIC
2R	12825818	2R_12825818_SNP [dm3] 2R_16938313_SNP [dm6]	C	A	0	0	UPSTREAM CG43789 DOWNSTREAM CG43788 INTRON Pkc53E
2R	15408690	2R_15408690_SNP [dm3] 2R_19521185_SNP [dm6]	A	T	0	0	UTR_3_PRIME sm
2R	16289285	2R_16289285_SNP [dm3] 2R_20401780_SNP [dm6]	G	C	0	0	INTERGENIC
2R	4120855	2R_4120855_SNP [dm3] 2R_8233350_SNP [dm6]	C	T	0	0	INTERGENIC	regulatory region REDfly_CRMs TF binding site BDTNP1_TFBS_bcd BDTNP1_TFBS_da BDTNP1_TFBS_dl BDTNP1_TFBS_gt BDTNP1_TFBS_hb BDTNP1_TFBS_Med BDTNP1_TFBS_twi BDTNP1_TFBS_z mE1_TFBS_cad mE1_TFBS_HSA mE1_TFBS_run
2R	4120927	2R_4120927_SNP [dm3] 2R_8233422_SNP [dm6]	T	A	0	0	INTERGENIC	regulatory region REDfly_CRMs TF binding site BDTNP1_TFBS_bcd BDTNP1_TFBS_da BDTNP1_TFBS_dl BDTNP1_TFBS_gt BDTNP1_TFBS_hb BDTNP1_TFBS_Med BDTNP1_TFBS_twi BDTNP1_TFBS_z mE1_TFBS_cad mE1_TFBS_HSA mE1_TFBS_run
2R	8135377	2R_8135377_SNP [dm3] 2R_12247872_SNP [dm6]	G	A	0	0	UPSTREAM CR44315 INTERGENIC	transposable element FlyBase
2R	8135410	2R_8135410_SNP [dm3] 2R_12247905_SNP [dm6]	G	A	0	0	UPSTREAM CR44315 INTERGENIC	transposable element FlyBase
2R	8351745	2R_8351745_SNP [dm3] 2R_12464240_SNP [dm6]	A	G	0	0	INTRON Lac
3L	16015769	3L_16015769_SNP [dm3] 3L_16022669_SNP [dm6]	A	G	0	0	UPSTREAM Notum INTERGENIC	TF binding site BDTNP1_TFBS_da BDTNP1_TFBS_dl BDTNP1_TFBS_hb BDTNP1_TFBS_Med mE1_TFBS_cad mE1_TFBS_HSA
3L	16655338	3L_16655338_SNP [dm3] 3L_16662238_SNP [dm6]	G	A	0	0	UPSTREAM Baldspot DOWNSTREAM Galphaf INTERGENIC	TF binding site BDTNP1_TFBS_dl mE1_TFBS_bab1 mE1_TFBS_HSA
3L	19025316	3L_19025316_SNP [dm3] 3L_19032216_SNP [dm6]	A	T	0	0	INTRON nkd	TF binding site BDTNP1_TFBS_da BDTNP1_TFBS_dl BDTNP1_TFBS_Med BDTNP1_TFBS_slp1 BDTNP1_TFBS_twi mE1_TFBS_cad mE1_TFBS_D mE1_TFBS_HSA
3L	5011150	3L_5011150_SNP [dm3] 3L_5011150_SNP [dm6]	C	T	0	0	DOWNSTREAM CG12027 INTRON Con	TF binding site BDTNP1_TFBS_da BDTNP1_TFBS_dl BDTNP1_TFBS_twi mE1_TFBS_HSA
3L	8243241	3L_8243241_SNP [dm3] 3L_8250141_SNP [dm6]	A	G	0	0	INTRON Dscam4
3L	9248319	3L_9248319_SNP [dm3] 3L_9255219_SNP [dm6]	A	C	0	0	INTRON GluRIB
3R	12047706	3R_12047706_SNP [dm3] 3R_16221984_SNP [dm6]	T	C	0	0	INTERGENIC	TF binding site BDTNP1_TFBS_dl BDTNP1_TFBS_Med BDTNP1_TFBS_twi mE1_TFBS_HSA
3R	12047720	3R_12047720_SNP [dm3] 3R_16221998_SNP [dm6]	T	A	0	0	INTERGENIC	TF binding site BDTNP1_TFBS_dl BDTNP1_TFBS_Med BDTNP1_TFBS_twi mE1_TFBS_HSA
3R	12563167	3R_12563167_SNP [dm3] 3R_16737445_SNP [dm6]	G	T	0	0	INTERGENIC	regulatory region REDfly_CRMs
3R	12715000	3R_12715000_SNP [dm3] 3R_16889278_SNP [dm6]	G	A	0	0	INTRON iab-8
3R	12715095	3R_12715095_SNP [dm3] 3R_16889373_SNP [dm6]	A	G	0	0	INTRON iab-8
3R	14270293	3R_14270293_SNP [dm3] 3R_18444571_SNP [dm6]	T	G	0	0	INTRON fru
3R	15718635	3R_15718635_SNP [dm3] 3R_19892913_SNP [dm6]	G	A	0	0	SYNONYMOUS_CODING CG4733	TF binding site mE1_TFBS_cad
3R	15873261	3R_15873261_SNP [dm3] 3R_20047539_SNP [dm6]	C	G	0	0	SPLICE_SITE_REGION Indy-2 & 1 other INTRON CG17193 & 2 others
3R	15881772	3R_15881772_SNP [dm3] 3R_20056050_SNP [dm6]	C	G	0	0	UTR_5_PRIME CG17193 DOWNSTREAM CG4390
3R	15881808	3R_15881808_SNP [dm3] 3R_20056086_SNP [dm6]	T	G	0	0	UTR_5_PRIME CG17193 DOWNSTREAM CG4390
3R	16899785	3R_16899785_SNP [dm3] 3R_21074063_SNP [dm6]	T	A	0	0	SYNONYMOUS_CODING dmrt93B UPSTREAM r-l
3R	17741951	3R_17741951_SNP [dm3] 3R_21916229_SNP [dm6]	T	C	0	0	DOWNSTREAM CG17843 INTERGENIC
3R	19997107	3R_19997107_SNP [dm3] 3R_24171385_SNP [dm6]	A	G	0	0	INTERGENIC
3R	19997245	3R_19997245_SNP [dm3] 3R_24171523_SNP [dm6]	G	A	0	0	INTERGENIC
3R	19997253	3R_19997253_SNP [dm3] 3R_24171531_SNP [dm6]	T	C	0	0	INTERGENIC
3R	21110752	3R_21110752_SNP [dm3] 3R_25285030_SNP [dm6]	T	A	0	0	SYNONYMOUS_CODING CG31300 UPSTREAM CG31104
3R	22521293	3R_22521293_SNP [dm3] 3R_26695571_SNP [dm6]	G	T	0	0	INTERGENIC
3R	23315696	3R_23315696_DEL [dm3] 3R_27489974_DEL [dm6]	GCA	T	0	0	DOWNSTREAM Gr98a INTERGENIC
3R	24909768	3R_24909768_SNP [dm3] 3R_29084046_SNP [dm6]	T	A	0	0	INTRON CG11873	TF binding site BDTNP1_TFBS_da BDTNP1_TFBS_dl BDTNP1_TFBS_twi mE1_TFBS_HSA mE1_TFBS_sens mE1_TFBS_Trl
3R	26192824	3R_26192824_SNP [dm3] 3R_30367102_SNP [dm6]	A	G	0	0	UTR_3_PRIME hdc
3R	5050730	3R_5050730_SNP [dm3] 3R_9225008_SNP [dm6]	C	A	0	0	INTRON pum
3R	7520555	3R_7520555_SNP [dm3] 3R_11694833_SNP [dm6]	A	T	0	0	UPSTREAM Fer3 INTERGENIC	TF binding site BDTNP1_TFBS_da BDTNP1_TFBS_dl BDTNP1_TFBS_twi mE1_TFBS_bab1 mE1_TFBS_HSA
X	18724627	X_18724627_SNP [dm3] X_18830594_SNP [dm6]	C	T	0	0	UTR_5_PRIME CG7101 DOWNSTREAM CG42450	TF binding site mE1_TFBS_cad
X	9459640	X_9459640_SNP [dm3] X_9565607_SNP [dm6]	C	T	0	0	SYNONYMOUS_CODING Cubn
X	9900980	X_9900980_SNP [dm3] X_10006947_SNP [dm6]	G	C	0	0	DOWNSTREAM CG32694 INTERGENIC
3R	6069500	3R_6069500_SNP [dm3] 3R_10243778_SNP [dm6]	A	G	1.001e^-46	3.312e^-42	NON_SYNONYMOUS_CODING CG42795
3R	6069515	3R_6069515_SNP [dm3] 3R_10243793_SNP [dm6]	A	C	1.001e^-46	3.312e^-42	NON_SYNONYMOUS_CODING CG42795
2R	15886460	2R_15886460_SNP [dm3] 2R_19998955_SNP [dm6]	G	T	2.051e^-36	6.671e^-32	INTERGENIC
2L	2363118	2L_2363118_SNP [dm3] 2L_2363118_SNP [dm6]	A	G	1.317e^-24	4.210e^-20	UPSTREAM Rab5 INTRON Rab5	TF binding site BDTNP1_TFBS_dl BDTNP1_TFBS_twi mE1_TFBS_HSA mE1_TFBS_Trl
3R	23494787	3R_23494787_SNP [dm3] 3R_27669065_SNP [dm6]	C	G	2.425e^-23	7.492e^-19	SYNONYMOUS_CODING unc80	TF binding site mE1_TFBS_cad mE1_TFBS_chinmo
3R	26493167	3R_26493167_SNP [dm3] 3R_30667445_SNP [dm6]	C	T	2.425e^-23	7.492e^-19	INTERGENIC	TF binding site mE1_TFBS_cad mE1_TFBS_HSA mE1_TFBS_inv
3R	11131231	3R_11131231_SNP [dm3] 3R_15305509_SNP [dm6]	G	A	1.222e^-22	3.714e^-18	SYNONYMOUS_CODING Tm1 DOWNSTREAM Tm1 INTRON Tm1	TF binding site BDTNP1_TFBS_sna BDTNP1_TFBS_twi mE1_TFBS_HSA
3R	10120005	3R_10120005_INS [dm3] 3R_14294283_INS [dm6]	A	AA	6.492e^-22	1.941e^-17	INTRON CG12207
2L	5172718	2L_5172718_SNP [dm3] 2L_5172718_SNP [dm6]	T	C	5.117e^-21	1.506e^-16	NON_SYNONYMOUS_CODING Msp300 INTRON Msp300	TF binding site mE1_TFBS_sens
2R	13024181	2R_13024181_SNP [dm3] 2R_17136676_SNP [dm6]	T	C	6.215e^-19	8.861e^-15	NON_SYNONYMOUS_CODING Gbp UPSTREAM CG11395 DOWNSTREAM CR44391	TF binding site mE1_TFBS_HSA mE1_TFBS_sens
2R	13743694	2R_13743694_SNP [dm3] 2R_17856189_SNP [dm6]	T	A	6.215e^-19	8.861e^-15	UTR_5_PRIME olf186-F INTRON olf186-F	TF binding site mE1_TFBS_Trl
2R	16909485	2R_16909485_SNP [dm3] 2R_21021980_SNP [dm6]	G	C	6.215e^-19	8.861e^-15	SYNONYMOUS_CODING RIC-3 INTRON RIC-3
2R	19546113	2R_19546113_SNP [dm3] 2R_23658590_SNP [dm6]	A	G	6.215e^-19	8.861e^-15	UPSTREAM Pde8 INTRON Pde8	TF binding site BDTNP1_TFBS_dl mE1_TFBS_Trl
2R	19546203	2R_19546203_SNP [dm3] 2R_23658680_SNP [dm6]	T	A	6.215e^-19	8.861e^-15	UPSTREAM Pde8 INTRON Pde8	TF binding site BDTNP1_TFBS_dl mE1_TFBS_Trl
2R	19547841	2R_19547841_INS [dm3] 2R_23660318_INS [dm6]	G	GGTG	6.215e^-19	8.861e^-15	UPSTREAM Pde8 INTRON Pde8	TF binding site BDTNP1_TFBS_dl BDTNP1_TFBS_twi
2R	19547846	2R_19547846_SNP [dm3] 2R_23660323_SNP [dm6]	C	T	6.215e^-19	8.861e^-15	UPSTREAM Pde8 INTRON Pde8	TF binding site BDTNP1_TFBS_dl BDTNP1_TFBS_twi
2R	5024339	2R_5024339_SNP [dm3] 2R_9136834_SNP [dm6]	C	T	6.215e^-19	8.861e^-15	INTRON alc	TF binding site BDTNP1_TFBS_dl mE1_TFBS_cad
2R	5049031	2R_5049031_SNP [dm3] 2R_9161526_SNP [dm6]	A	G	6.215e^-19	8.861e^-15	UPSTREAM CG8008 DOWNSTREAM CG8046 EXON CR44283	TF binding site mE1_TFBS_HSA mE1_TFBS_sens
2R	5050726	2R_5050726_SNP [dm3] 2R_9163221_SNP [dm6]	G	A	6.215e^-19	8.861e^-15	SYNONYMOUS_CODING CG8046	TF binding site mE1_TFBS_HSA mE1_TFBS_sens
3L	16078957	3L_16078957_SNP [dm3] 3L_16085857_SNP [dm6]	C	A	6.215e^-19	8.861e^-15	UTR_3_PRIME Taspase1 DOWNSTREAM Taspase1 & 1 other
3L	16086777	3L_16086777_SNP [dm3] 3L_16093677_SNP [dm6]	C	T	6.215e^-19	8.861e^-15	INTRON ClC-c
3L	16090674	3L_16090674_SNP [dm3] 3L_16097574_SNP [dm6]	A	T	6.215e^-19	8.861e^-15	UPSTREAM ms_3_72Dt & 1 other INTERGENIC	TF binding site mE1_TFBS_cad
3L	16090728	3L_16090728_SNP [dm3] 3L_16097628_SNP [dm6]	T	C	6.215e^-19	8.861e^-15	UPSTREAM ms_3_72Dt & 1 other INTERGENIC	TF binding site mE1_TFBS_cad
3L	16090944	3L_16090944_SNP [dm3] 3L_16097844_SNP [dm6]	G	T	6.215e^-19	8.861e^-15	UTR_5_PRIME ms_3_72Dt UPSTREAM CG13074
3L	16091882	3L_16091882_SNP [dm3] 3L_16098782_SNP [dm6]	G	A	6.215e^-19	8.861e^-15	SYNONYMOUS_CODING ms_3_72Dt	TF binding site mE1_TFBS_cad mE1_TFBS_chinmo
3L	16093354	3L_16093354_SNP [dm3] 3L_16100254_SNP [dm6]	T	C	6.215e^-19	8.861e^-15	UPSTREAM CG5414 DOWNSTREAM ms_3_72Dt INTERGENIC
3L	16096186	3L_16096186_SNP [dm3] 3L_16103086_SNP [dm6]	G	A	6.215e^-19	8.861e^-15	NON_SYNONYMOUS_CODING CG5414 DOWNSTREAM IntS9	TF binding site mE1_TFBS_HSA mE1_TFBS_sens
3L	16100933	3L_16100933_SNP [dm3] 3L_16107833_SNP [dm6]	C	T	6.215e^-19	8.861e^-15	UTR_3_PRIME Zn72D INTRON Zn72D
3L	16107583	3L_16107583_SNP [dm3] 3L_16114483_SNP [dm6]	C	T	6.215e^-19	8.861e^-15	SYNONYMOUS_CODING Taf4	TF binding site BDTNP1_TFBS_da BDTNP1_TFBS_hb BDTNP1_TFBS_Med BDTNP1_TFBS_sna BDTNP1_TFBS_twi mE1_TFBS_HSA mE1_TFBS_sens
3L	17597624	3L_17597624_SNP [dm3] 3L_17604524_SNP [dm6]	G	C	6.215e^-19	8.861e^-15	INTRON Eip74EF
3L	17597951	3L_17597951_SNP [dm3] 3L_17604851_SNP [dm6]	T	G	6.215e^-19	8.861e^-15	INTRON Eip74EF
3L	4023804	3L_4023804_SNP [dm3] 3L_4023804_SNP [dm6]	T	C	6.215e^-19	8.861e^-15	SYNONYMOUS_CODING CG11594 DOWNSTREAM Mul1	TF binding site mE1_TFBS_chinmo
3L	4292703	3L_4292703_SNP [dm3] 3L_4292703_SNP [dm6]	G	A	6.215e^-19	8.861e^-15	NON_SYNONYMOUS_CODING CG1319 UPSTREAM CG15012	TF binding site BDTNP1_TFBS_dl BDTNP1_TFBS_Med mE1_TFBS_D mE1_TFBS_disco mE1_TFBS_HSA mE1_TFBS_sens
3L	7385161	3L_7385161_SNP [dm3] 3L_7392061_SNP [dm6]	A	T	6.215e^-19	8.861e^-15	INTRON CG8563
3L	7385165	3L_7385165_SNP [dm3] 3L_7392065_SNP [dm6]	C	G	6.215e^-19	8.861e^-15	INTRON CG8563
3L	7385168	3L_7385168_SNP [dm3] 3L_7392068_SNP [dm6]	G	A	6.215e^-19	8.861e^-15	INTRON CG8563
3L	7385183	3L_7385183_SNP [dm3] 3L_7392083_SNP [dm6]	C	T	6.215e^-19	8.861e^-15	INTRON CG8563
3R	11044734	3R_11044734_SNP [dm3] 3R_15219012_SNP [dm6]	C	A	6.215e^-19	8.861e^-15	UPSTREAM CG12241 & 1 other INTERGENIC	TF binding site BDTNP1_TFBS_dl BDTNP1_TFBS_hb BDTNP1_TFBS_Med BDTNP1_TFBS_twi mE1_TFBS_cad mE1_TFBS_HSA mE1_TFBS_Ubx
3R	11044749	3R_11044749_SNP [dm3] 3R_15219027_SNP [dm6]	G	A	6.215e^-19	8.861e^-15	UPSTREAM CG12241 & 1 other INTERGENIC	insulator Insulator_Class_I.mE01 TF binding site BDTNP1_TFBS_dl BDTNP1_TFBS_hb BDTNP1_TFBS_Med BDTNP1_TFBS_twi mE1_TFBS_cad mE1_TFBS_HSA mE1_TFBS_Ubx
3R	11044864	3R_11044864_SNP [dm3] 3R_15219142_SNP [dm6]	A	C	6.215e^-19	8.861e^-15	UPSTREAM CG12241 & 1 other INTERGENIC	TF binding site BDTNP1_TFBS_dl BDTNP1_TFBS_hb BDTNP1_TFBS_Med BDTNP1_TFBS_twi mE1_TFBS_cad mE1_TFBS_HSA mE1_TFBS_Ubx
3R	12563077	3R_12563077_SNP [dm3] 3R_16737355_SNP [dm6]	C	T	6.215e^-19	8.861e^-15	INTERGENIC	regulatory region REDfly_CRMs
3R	12563105	3R_12563105_SNP [dm3] 3R_16737383_SNP [dm6]	C	T	6.215e^-19	8.861e^-15	INTERGENIC	regulatory region REDfly_CRMs
3R	13583915	3R_13583915_SNP [dm3] 3R_17758193_SNP [dm6]	G	A	6.215e^-19	8.861e^-15	INTRON TyrR
3R	15872378	3R_15872378_SNP [dm3] 3R_20046656_SNP [dm6]	A	C	6.215e^-19	8.861e^-15	DOWNSTREAM Indy-2 INTRON CG17193 & 2 others
3R	15872389	3R_15872389_SNP [dm3] 3R_20046667_SNP [dm6]	C	A	6.215e^-19	8.861e^-15	INTRON CG17193 & 2 others
3R	15872404	3R_15872404_SNP [dm3] 3R_20046682_SNP [dm6]	G	T	6.215e^-19	8.861e^-15	INTRON CG17193 & 2 others

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By genomic position
Variant impact
Gene name

Microbiota_OTU026 phenotype

Phenotype distribution and association to known covariates

QQplot

Manhattan plot

GWAS results