Metabolomics association dashboard

Synthetic demonstration study · 120 samples · 384 curated features · 3 outcomes

Outcome

Annotation

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Significant only

Synthetic data. Every number on this page comes from a seeded simulation in omicsdash.simulate. There's no real study, subject or measurement behind it, and you don't need any to reproduce it.

1 · Data curation

Features are kept if they're detected in at least 70% of study samples and their RSD across the pooled QC injections is 30% or less. Remaining gaps are filled with half the feature minimum, then the table is log2-transformed and median-centred per sample.

400

features in

384

features kept

dropped: sparse

dropped: QC RSD

12.3%

median QC RSD

2,434

values imputed

Median intensity against injection order, with pooled QC samples marked — Median log2 intensity by injection order. Pooled QC samples (diamonds) have analytical drift but no biological variation, so their trend line is used as the drift estimate.

2 · Feature set and annotation levels

Annotation level is how confidently a feature has been identified. Most untargeted features stay unknown, which is normal, and it's why the results below are reported by feature rather than as named metabolites. The annotation filter at the top can limit the result tables to the confidently identified ones.

Annotation level	Features	Share
Level 1: Confirmed against a standard	23	6.0%
Level 2: Putative, spectral match	55	14.3%
Level 3: Putative class	95	24.7%
Level 4: Unknown	211	54.9%

3 · Principal component analysis

A quick unsupervised check on the curated table. If samples separate by batch along an early component, acquisition is contributing more variance than biology.

PC1 against PC2, coloured by acquisition batch — Sample scores on the first two components, split by acquisition batch.

Variance explained by each principal component — Variance explained by each retained component.

4 · Daily step count

One linear model per feature: feature ~ activity_steps + age + sex + bmi, with Benjamini-Hochberg control across the 384 curated features. Estimates are log2 abundance change per standard deviation of the outcome.

features at FDR 0.05

8.5e-21

smallest p

120

samples modelled

Volcano plot of feature associations with Daily step count — Effect size against -log10 p-value. Colour only shows direction, and the dashed line marks the FDR cutoff.

Effect estimates with 95% intervals for Daily step count — Strongest associations with 95% confidence intervals.

All features

384 of 384 features shown

Feature	m/z	RT (min)	Level	Estimate	SE	p	q	FDR hit
FT0051	442.7070	11.38	L4	+0.763	0.066	8.46e-21	0.000	yes
FT0140	372.3831	7.77	L3	−0.891	0.093	2.41e-16	0.000	yes
FT0155	861.3306	4.03	L3	−0.716	0.098	4.68e-11	0.000	yes
FT0162	233.6421	4.81	L3	+0.756	0.108	1.82e-10	0.000	yes
FT0069	847.2235	11.02	L1	+0.237	0.072	1.22e-03	0.094	—
FT0192	154.8353	4.76	L4	−0.207	0.087	1.95e-02	0.916	—
FT0354	720.8262	6.81	L3	−0.174	0.075	2.13e-02	0.916	—
FT0112	811.8104	10.09	L3	+0.165	0.073	2.56e-02	0.916	—
FT0327	852.4878	8.11	L1	−0.178	0.079	2.63e-02	0.916	—
FT0362	237.2082	11.92	L2	+0.191	0.087	3.11e-02	0.916	—
FT0045	674.9471	5.65	L4	−0.172	0.079	3.21e-02	0.916	—
FT0195	174.5893	6.78	L4	+0.155	0.073	3.52e-02	0.916	—
FT0219	206.7517	8.54	L4	−0.140	0.066	3.54e-02	0.916	—
FT0048	469.0076	12.90	L2	−0.174	0.083	3.78e-02	0.916	—
FT0359	781.7312	1.58	L3	+0.181	0.086	3.81e-02	0.916	—
FT0024	808.9319	0.77	L4	−0.174	0.084	3.94e-02	0.916	—
FT0201	440.1142	8.65	L2	−0.191	0.098	5.39e-02	0.916	—
FT0101	430.2815	2.35	L4	−0.154	0.081	6.04e-02	0.916	—
FT0325	186.1313	7.11	L4	+0.133	0.070	6.23e-02	0.916	—
FT0274	182.8204	10.75	L4	−0.206	0.110	6.30e-02	0.916	—
FT0304	484.7334	7.50	L4	−0.164	0.089	6.77e-02	0.916	—
FT0373	564.3503	3.83	L1	+0.183	0.099	6.82e-02	0.916	—
FT0347	803.2962	13.81	L4	−0.159	0.088	7.28e-02	0.916	—
FT0231	746.9417	6.27	L4	−0.127	0.071	7.41e-02	0.916	—
FT0312	558.8092	7.97	L3	−0.164	0.091	7.44e-02	0.916	—
FT0021	617.4718	3.98	L4	+0.144	0.081	7.63e-02	0.916	—
FT0224	135.9008	12.46	L3	−0.126	0.072	8.38e-02	0.916	—
FT0163	782.1345	9.72	L3	−0.138	0.079	8.39e-02	0.916	—
FT0138	162.8929	11.04	L3	−0.134	0.077	8.54e-02	0.916	—
FT0035	252.6178	10.38	L4	+0.141	0.082	8.79e-02	0.916	—
FT0292	381.5769	10.64	L4	+0.166	0.098	9.42e-02	0.916	—
FT0228	493.6000	9.79	L4	−0.121	0.072	9.84e-02	0.916	—
FT0158	281.7869	5.19	L4	−0.117	0.071	1.03e-01	0.916	—
FT0243	579.1327	1.31	L3	−0.134	0.083	1.08e-01	0.916	—
FT0229	288.6107	13.95	L4	−0.158	0.097	1.08e-01	0.916	—
FT0285	161.5839	10.02	L2	+0.137	0.085	1.10e-01	0.916	—
FT0212	568.0994	3.88	L3	+0.132	0.083	1.13e-01	0.916	—
FT0378	664.6368	6.89	L4	−0.135	0.085	1.13e-01	0.916	—
FT0092	187.2490	7.11	L3	−0.135	0.085	1.15e-01	0.916	—
FT0141	147.8513	12.38	L1	−0.125	0.079	1.15e-01	0.916	—
FT0242	218.4563	3.90	L2	−0.115	0.073	1.18e-01	0.916	—
FT0010	349.2093	1.25	L4	+0.129	0.082	1.18e-01	0.916	—
FT0227	134.6963	2.60	L3	+0.113	0.072	1.19e-01	0.916	—
FT0209	555.6950	6.32	L4	−0.130	0.083	1.19e-01	0.916	—
FT0165	484.7610	9.56	L1	−0.110	0.071	1.21e-01	0.916	—
FT0321	294.1384	3.60	L4	+0.105	0.067	1.21e-01	0.916	—
FT0025	168.8954	5.31	L1	−0.136	0.087	1.22e-01	0.916	—
FT0241	148.0324	10.95	L4	−0.141	0.092	1.25e-01	0.916	—
FT0361	446.1436	10.94	L4	+0.129	0.084	1.26e-01	0.916	—
FT0384	522.9364	1.83	L4	+0.121	0.079	1.27e-01	0.916	—
FT0080	516.4414	11.76	L3	−0.140	0.092	1.31e-01	0.916	—
FT0288	694.1486	9.79	L4	−0.117	0.077	1.32e-01	0.916	—
FT0267	553.1025	4.92	L4	−0.141	0.094	1.37e-01	0.916	—
FT0107	90.1552	11.64	L2	−0.120	0.080	1.37e-01	0.916	—
FT0100	586.2711	2.24	L3	−0.152	0.102	1.38e-01	0.916	—
FT0238	233.7207	13.46	L1	−0.110	0.074	1.43e-01	0.916	—
FT0179	327.9579	12.39	L4	−0.146	0.099	1.43e-01	0.916	—
FT0255	334.5677	11.35	L4	−0.126	0.086	1.44e-01	0.916	—
FT0050	318.5374	0.74	L3	+0.122	0.085	1.53e-01	0.916	—
FT0071	285.1506	5.00	L4	−0.125	0.087	1.53e-01	0.916	—
FT0343	386.4187	5.97	L2	+0.130	0.092	1.59e-01	0.916	—
FT0226	224.0564	11.06	L1	+0.102	0.073	1.63e-01	0.916	—
FT0171	285.6148	7.79	L3	+0.126	0.090	1.64e-01	0.916	—
FT0193	735.2136	12.83	L3	+0.109	0.079	1.70e-01	0.916	—
FT0151	254.0458	12.06	L3	−0.177	0.128	1.71e-01	0.916	—
FT0363	534.5338	5.18	L4	−0.096	0.070	1.72e-01	0.916	—
FT0003	571.3236	9.88	L3	+0.105	0.077	1.78e-01	0.916	—
FT0398	401.6277	1.28	L3	−0.105	0.078	1.80e-01	0.916	—
FT0237	899.8435	8.13	L4	+0.118	0.088	1.84e-01	0.916	—
FT0033	443.5451	7.07	L3	+0.107	0.081	1.89e-01	0.916	—
FT0121	588.1189	1.42	L4	−0.117	0.089	1.91e-01	0.916	—
FT0349	797.8735	10.33	L3	+0.090	0.068	1.91e-01	0.916	—
FT0194	85.7551	8.65	L3	−0.103	0.078	1.91e-01	0.916	—
FT0278	395.4773	10.78	L3	−0.090	0.069	1.92e-01	0.916	—
FT0094	632.0061	8.80	L4	+0.092	0.070	1.93e-01	0.916	—
FT0275	703.3799	4.85	L4	−0.101	0.077	1.95e-01	0.916	—
FT0009	684.5918	3.81	L4	−0.095	0.073	1.96e-01	0.916	—
FT0282	612.3876	5.75	L3	+0.106	0.082	1.99e-01	0.916	—
FT0319	431.4137	13.50	L4	−0.124	0.096	1.99e-01	0.916	—
FT0031	734.0153	11.55	L4	−0.103	0.080	2.00e-01	0.916	—
FT0062	447.3062	6.70	L4	−0.090	0.072	2.11e-01	0.916	—
FT0266	491.6745	6.58	L2	−0.114	0.091	2.13e-01	0.916	—
FT0307	729.9719	7.83	L4	−0.091	0.073	2.17e-01	0.916	—
FT0298	690.2999	13.71	L4	−0.124	0.101	2.21e-01	0.916	—
FT0379	461.4549	8.33	L4	−0.098	0.080	2.25e-01	0.916	—
FT0159	413.7341	1.13	L1	+0.092	0.076	2.26e-01	0.916	—
FT0059	490.2034	12.26	L4	−0.097	0.081	2.29e-01	0.916	—
FT0355	817.0016	8.72	L4	−0.081	0.067	2.30e-01	0.916	—
FT0073	817.7102	2.49	L4	+0.086	0.072	2.34e-01	0.916	—
FT0287	888.6012	0.62	L2	+0.083	0.070	2.35e-01	0.916	—
FT0297	824.6516	0.90	L2	+0.090	0.075	2.35e-01	0.916	—
FT0337	784.5514	2.19	L4	+0.080	0.067	2.36e-01	0.916	—
FT0383	335.3453	8.08	L1	+0.101	0.085	2.36e-01	0.916	—
FT0184	444.8901	9.40	L4	−0.101	0.085	2.38e-01	0.916	—
FT0076	589.6119	7.20	L3	−0.091	0.077	2.41e-01	0.916	—
FT0198	664.5390	9.38	L2	+0.087	0.074	2.41e-01	0.916	—
FT0093	884.0138	9.53	L4	−0.085	0.073	2.44e-01	0.916	—
FT0063	98.6434	1.53	L3	+0.091	0.078	2.44e-01	0.916	—
FT0090	777.8121	13.18	L4	−0.093	0.081	2.50e-01	0.916	—
FT0368	594.8382	11.37	L3	−0.091	0.079	2.51e-01	0.916	—
FT0300	213.0229	9.65	L4	−0.079	0.069	2.56e-01	0.916	—
FT0207	521.4005	12.56	L4	−0.104	0.091	2.56e-01	0.916	—
FT0078	444.6555	3.86	L4	−0.104	0.091	2.56e-01	0.916	—
FT0142	234.5505	1.51	L4	−0.077	0.067	2.57e-01	0.916	—
FT0204	692.8257	9.76	L2	−0.074	0.065	2.58e-01	0.916	—
FT0296	335.1178	6.31	L4	+0.094	0.083	2.59e-01	0.916	—
FT0030	744.1837	7.86	L4	−0.100	0.088	2.60e-01	0.916	—
FT0115	660.5933	5.42	L4	−0.093	0.082	2.61e-01	0.916	—
FT0299	322.0825	13.00	L3	+0.102	0.091	2.62e-01	0.916	—
FT0169	479.1824	10.06	L4	+0.068	0.061	2.62e-01	0.916	—
FT0345	734.6019	7.46	L2	−0.107	0.097	2.73e-01	0.928	—
FT0248	751.2569	0.69	L4	−0.077	0.071	2.82e-01	0.928	—
FT0214	582.3156	10.78	L3	−0.087	0.081	2.85e-01	0.928	—
FT0043	255.5327	13.40	L4	−0.076	0.071	2.87e-01	0.928	—
FT0007	247.6378	3.87	L2	−0.080	0.075	2.91e-01	0.928	—
FT0117	207.5366	10.15	L4	−0.089	0.084	2.92e-01	0.928	—
FT0315	118.1265	11.63	L4	−0.092	0.087	2.94e-01	0.928	—
FT0225	435.5237	10.29	L4	+0.073	0.070	2.95e-01	0.928	—
FT0088	157.4189	11.60	L4	+0.086	0.082	2.97e-01	0.928	—
FT0128	228.9212	13.49	L4	+0.074	0.072	3.01e-01	0.928	—
FT0203	591.2847	9.90	L4	+0.110	0.106	3.02e-01	0.928	—
FT0153	337.0565	3.00	L2	−0.085	0.082	3.05e-01	0.928	—
FT0273	118.9817	9.10	L3	+0.081	0.079	3.06e-01	0.928	—
FT0006	890.9733	8.10	L1	−0.085	0.084	3.15e-01	0.928	—
FT0303	242.6188	7.55	L3	−0.089	0.089	3.18e-01	0.928	—
FT0066	546.3270	6.54	L4	−0.087	0.087	3.19e-01	0.928	—
FT0256	114.2204	8.56	L4	−0.079	0.080	3.23e-01	0.928	—
FT0306	470.8914	8.96	L2	−0.085	0.086	3.24e-01	0.928	—
FT0170	275.1335	13.14	L4	−0.086	0.087	3.25e-01	0.928	—
FT0036	722.6758	11.17	L3	+0.091	0.092	3.27e-01	0.928	—
FT0096	484.9523	1.65	L4	−0.079	0.081	3.29e-01	0.928	—
FT0148	718.7733	1.46	L4	+0.075	0.078	3.36e-01	0.928	—
FT0235	603.6648	3.06	L4	+0.091	0.094	3.39e-01	0.928	—
FT0135	796.1719	11.12	L4	+0.068	0.071	3.40e-01	0.928	—
FT0132	599.0003	3.93	L2	−0.080	0.084	3.43e-01	0.928	—
FT0309	163.6047	0.82	L4	+0.073	0.077	3.43e-01	0.928	—
FT0178	551.2936	3.65	L2	−0.064	0.069	3.51e-01	0.928	—
FT0176	880.6439	13.02	L4	−0.084	0.089	3.51e-01	0.928	—
FT0017	282.9677	11.14	L2	+0.072	0.078	3.53e-01	0.928	—
FT0002	94.8828	1.02	L4	−0.076	0.081	3.54e-01	0.928	—
FT0270	693.5967	4.98	L3	+0.084	0.091	3.56e-01	0.928	—
FT0205	383.6496	12.63	L4	+0.100	0.110	3.61e-01	0.928	—
FT0357	166.7788	13.56	L1	−0.080	0.087	3.62e-01	0.928	—
FT0394	375.0074	5.35	L4	−0.072	0.080	3.66e-01	0.928	—
FT0174	816.7588	3.43	L2	+0.077	0.085	3.66e-01	0.928	—
FT0377	753.3014	10.96	L2	−0.068	0.075	3.69e-01	0.928	—
FT0097	227.8261	10.24	L2	+0.064	0.072	3.76e-01	0.928	—
FT0129	671.2569	6.21	L2	−0.073	0.083	3.80e-01	0.928	—
FT0291	252.8501	12.95	L2	−0.064	0.074	3.83e-01	0.928	—
FT0018	695.5823	2.09	L3	−0.077	0.088	3.86e-01	0.928	—
FT0084	445.3236	1.29	L3	−0.068	0.079	3.86e-01	0.928	—
FT0356	278.0362	11.39	L4	+0.082	0.094	3.87e-01	0.928	—
FT0262	575.2180	13.97	L2	+0.059	0.068	3.87e-01	0.928	—
FT0164	357.7772	5.01	L4	−0.076	0.088	3.88e-01	0.928	—
FT0260	379.8192	12.22	L4	−0.076	0.088	3.90e-01	0.928	—
FT0133	166.3784	4.68	L3	−0.079	0.092	3.92e-01	0.928	—
FT0350	534.6967	2.51	L3	−0.068	0.079	3.94e-01	0.928	—
FT0329	801.4742	7.08	L1	−0.077	0.091	3.95e-01	0.928	—
FT0245	252.6667	12.33	L4	+0.062	0.073	3.98e-01	0.928	—
FT0250	898.7857	4.86	L2	−0.073	0.087	4.01e-01	0.928	—
FT0199	433.7936	13.73	L4	−0.057	0.067	4.01e-01	0.928	—
FT0376	183.9119	1.56	L4	+0.068	0.081	4.02e-01	0.928	—
FT0389	414.5686	4.81	L4	+0.064	0.077	4.03e-01	0.928	—
FT0252	391.8292	12.80	L4	+0.070	0.085	4.14e-01	0.928	—
FT0166	713.8847	2.36	L2	+0.057	0.070	4.15e-01	0.928	—
FT0077	285.4090	5.11	L4	+0.083	0.102	4.16e-01	0.928	—
FT0244	579.4165	13.50	L1	+0.081	0.100	4.17e-01	0.928	—
FT0103	537.5398	3.31	L3	−0.067	0.083	4.22e-01	0.928	—
FT0392	231.2351	9.19	L3	+0.053	0.066	4.23e-01	0.928	—
FT0333	788.0168	10.59	L4	+0.070	0.088	4.24e-01	0.928	—
FT0399	364.1066	8.12	L2	−0.070	0.088	4.27e-01	0.928	—
FT0083	555.7993	2.55	L4	−0.064	0.081	4.27e-01	0.928	—
FT0339	220.6821	8.66	L3	−0.064	0.081	4.28e-01	0.928	—
FT0000	250.5808	4.35	L4	−0.060	0.077	4.37e-01	0.928	—
FT0331	253.9728	3.25	L2	+0.082	0.105	4.39e-01	0.928	—
FT0034	339.8459	5.31	L4	+0.067	0.087	4.40e-01	0.928	—
FT0314	400.2595	3.00	L3	−0.059	0.076	4.41e-01	0.928	—
FT0015	604.8883	6.63	L4	−0.062	0.080	4.41e-01	0.928	—
FT0346	133.5398	9.39	L4	+0.061	0.079	4.42e-01	0.928	—
FT0258	884.9406	9.42	L4	−0.058	0.075	4.43e-01	0.928	—
FT0335	86.2447	9.44	L4	+0.063	0.083	4.49e-01	0.928	—
FT0011	414.6442	5.14	L2	−0.049	0.066	4.54e-01	0.928	—
FT0293	148.4507	8.25	L4	+0.062	0.082	4.54e-01	0.928	—
FT0089	523.7500	3.27	L4	+0.053	0.071	4.59e-01	0.928	—
FT0095	308.6524	2.14	L3	−0.059	0.080	4.59e-01	0.928	—
FT0265	610.0583	8.27	L2	−0.052	0.070	4.61e-01	0.928	—
FT0001	530.5026	6.30	L4	−0.049	0.066	4.62e-01	0.928	—
FT0037	161.4206	2.95	L4	+0.062	0.083	4.62e-01	0.928	—
FT0289	301.0416	13.20	L2	+0.068	0.092	4.63e-01	0.928	—
FT0072	285.0507	1.85	L4	−0.051	0.070	4.63e-01	0.928	—
FT0366	758.9060	11.21	L2	−0.071	0.098	4.68e-01	0.928	—
FT0218	658.2657	5.34	L2	+0.064	0.088	4.69e-01	0.928	—
FT0188	218.4074	12.33	L4	+0.054	0.075	4.71e-01	0.928	—
FT0286	849.4042	10.23	L1	+0.094	0.131	4.75e-01	0.928	—
FT0317	329.1161	13.18	L4	+0.068	0.096	4.78e-01	0.928	—
FT0234	778.9593	9.94	L4	+0.053	0.075	4.78e-01	0.928	—
FT0109	324.7984	4.62	L3	−0.055	0.078	4.79e-01	0.928	—
FT0143	495.5951	1.70	L4	+0.058	0.083	4.82e-01	0.928	—
FT0032	219.3586	9.17	L4	−0.055	0.078	4.83e-01	0.928	—
FT0197	800.1022	13.90	L4	−0.057	0.082	4.85e-01	0.928	—
FT0055	594.3469	13.76	L2	+0.057	0.082	4.87e-01	0.928	—
FT0342	294.9321	13.21	L4	+0.056	0.082	4.97e-01	0.928	—
FT0213	385.5789	7.31	L3	+0.047	0.070	5.08e-01	0.928	—
FT0239	838.2604	11.15	L3	−0.059	0.089	5.09e-01	0.928	—
FT0196	586.1874	7.59	L4	−0.060	0.091	5.10e-01	0.928	—
FT0324	543.7981	3.65	L3	−0.049	0.074	5.11e-01	0.928	—
FT0280	97.4873	11.31	L3	+0.058	0.088	5.13e-01	0.928	—
FT0381	782.6062	3.37	L1	+0.052	0.079	5.14e-01	0.928	—
FT0039	347.5895	1.67	L3	+0.059	0.090	5.15e-01	0.928	—
FT0098	345.0480	11.03	L2	−0.061	0.093	5.15e-01	0.928	—
FT0057	403.7644	7.54	L4	−0.051	0.081	5.29e-01	0.928	—
FT0020	199.4006	13.98	L4	−0.056	0.089	5.29e-01	0.928	—
FT0338	334.1739	1.03	L3	+0.044	0.070	5.29e-01	0.928	—
FT0054	364.7452	5.04	L4	−0.040	0.064	5.37e-01	0.928	—
FT0114	599.7679	5.15	L3	−0.050	0.080	5.38e-01	0.928	—
FT0208	527.9620	1.80	L3	+0.048	0.078	5.41e-01	0.928	—
FT0313	738.6039	3.10	L4	+0.052	0.084	5.42e-01	0.928	—
FT0026	544.8606	6.92	L4	−0.063	0.104	5.44e-01	0.928	—
FT0185	210.7220	5.43	L2	−0.044	0.073	5.50e-01	0.928	—
FT0085	733.9357	8.79	L4	−0.051	0.086	5.52e-01	0.928	—
FT0113	330.4567	8.82	L4	+0.050	0.084	5.54e-01	0.928	—
FT0065	580.2458	6.36	L4	−0.057	0.098	5.58e-01	0.928	—
FT0019	440.0504	11.94	L4	−0.050	0.086	5.60e-01	0.928	—
FT0075	723.2452	7.14	L4	−0.044	0.076	5.60e-01	0.928	—
FT0249	457.8433	7.08	L4	−0.051	0.088	5.63e-01	0.928	—
FT0060	545.6615	1.19	L3	+0.048	0.083	5.64e-01	0.928	—
FT0276	501.2957	13.50	L4	+0.042	0.073	5.66e-01	0.928	—
FT0120	428.8473	10.32	L2	−0.045	0.078	5.69e-01	0.928	—
FT0004	328.9933	13.80	L3	+0.052	0.091	5.72e-01	0.928	—
FT0246	490.7136	9.99	L1	+0.048	0.085	5.73e-01	0.928	—
FT0156	797.3843	4.99	L4	−0.045	0.082	5.82e-01	0.928	—
FT0341	886.9715	4.95	L2	−0.043	0.078	5.83e-01	0.928	—
FT0116	265.5080	7.33	L4	+0.043	0.081	5.93e-01	0.928	—
FT0108	218.4107	3.65	L2	−0.039	0.073	5.94e-01	0.928	—
FT0049	204.8598	13.78	L4	−0.047	0.090	5.97e-01	0.928	—
FT0200	544.4069	2.45	L4	+0.048	0.091	6.00e-01	0.928	—
FT0271	630.4470	5.47	L4	+0.040	0.077	6.01e-01	0.928	—
FT0125	257.3623	4.91	L3	−0.042	0.081	6.03e-01	0.928	—
FT0374	878.0761	4.84	L4	+0.046	0.089	6.03e-01	0.928	—
FT0268	437.4848	10.18	L4	+0.050	0.097	6.05e-01	0.928	—
FT0369	418.7349	1.74	L3	+0.037	0.072	6.07e-01	0.928	—
FT0281	789.5392	7.86	L1	−0.040	0.077	6.09e-01	0.928	—
FT0202	836.8139	2.28	L4	−0.040	0.078	6.10e-01	0.928	—
FT0068	817.2967	1.93	L4	−0.028	0.055	6.11e-01	0.928	—
FT0177	181.4624	7.68	L4	+0.030	0.060	6.11e-01	0.928	—
FT0136	765.6525	5.73	L4	+0.040	0.079	6.12e-01	0.928	—
FT0157	774.4316	4.64	L3	+0.038	0.076	6.14e-01	0.928	—
FT0247	151.2710	3.86	L4	+0.039	0.078	6.17e-01	0.928	—
FT0328	689.7521	1.01	L3	−0.043	0.085	6.18e-01	0.928	—
FT0221	826.3507	9.40	L2	+0.037	0.076	6.24e-01	0.928	—
FT0175	393.9817	13.04	L2	−0.034	0.070	6.24e-01	0.928	—
FT0013	602.1112	12.87	L3	+0.038	0.079	6.27e-01	0.928	—
FT0044	801.3460	1.42	L4	+0.042	0.086	6.29e-01	0.928	—
FT0372	373.8261	13.75	L4	−0.034	0.070	6.32e-01	0.928	—
FT0261	131.1325	8.55	L4	−0.043	0.090	6.34e-01	0.928	—
FT0316	406.2678	10.33	L3	+0.036	0.077	6.40e-01	0.928	—
FT0102	439.7820	9.77	L4	−0.033	0.072	6.43e-01	0.928	—
FT0038	236.0893	6.89	L3	−0.035	0.075	6.45e-01	0.928	—
FT0040	337.6095	1.20	L3	−0.042	0.091	6.49e-01	0.928	—
FT0301	274.4931	7.93	L4	+0.036	0.080	6.52e-01	0.928	—
FT0127	175.3511	4.43	L4	+0.030	0.065	6.53e-01	0.928	—
FT0137	610.0826	3.90	L4	−0.033	0.074	6.53e-01	0.928	—
FT0081	133.2384	9.65	L4	+0.038	0.084	6.54e-01	0.928	—
FT0232	396.7641	5.60	L4	+0.046	0.104	6.55e-01	0.928	—
FT0056	528.7541	11.41	L4	+0.037	0.084	6.58e-01	0.928	—
FT0364	221.2234	2.37	L3	+0.035	0.079	6.59e-01	0.928	—
FT0190	757.7711	5.76	L4	+0.031	0.071	6.60e-01	0.928	—
FT0295	164.6425	2.12	L3	+0.037	0.084	6.62e-01	0.928	—
FT0269	659.9947	5.37	L2	+0.037	0.084	6.62e-01	0.928	—
FT0393	833.4613	1.69	L4	+0.033	0.077	6.64e-01	0.928	—
FT0118	132.0056	11.64	L4	+0.040	0.093	6.65e-01	0.928	—
FT0390	579.8011	9.91	L4	+0.029	0.066	6.66e-01	0.928	—
FT0380	151.1690	2.30	L4	−0.040	0.093	6.69e-01	0.928	—
FT0348	655.2889	10.63	L4	+0.032	0.074	6.69e-01	0.928	—
FT0022	317.5134	10.19	L3	−0.033	0.078	6.72e-01	0.928	—
FT0047	517.3652	10.30	L2	−0.047	0.112	6.73e-01	0.928	—
FT0074	401.6484	11.48	L4	+0.038	0.090	6.76e-01	0.928	—
FT0220	232.8457	2.34	L4	+0.030	0.073	6.78e-01	0.928	—
FT0189	582.0301	6.71	L4	−0.028	0.068	6.81e-01	0.928	—
FT0012	87.5879	3.36	L4	−0.036	0.088	6.82e-01	0.928	—
FT0086	615.8800	6.10	L4	−0.032	0.079	6.83e-01	0.928	—
FT0216	446.6101	13.87	L3	−0.033	0.081	6.84e-01	0.928	—
FT0277	396.7153	4.76	L2	−0.031	0.077	6.85e-01	0.928	—
FT0283	749.0985	3.68	L3	−0.033	0.082	6.90e-01	0.928	—
FT0215	598.6290	6.30	L3	+0.043	0.107	6.91e-01	0.928	—
FT0099	381.1789	3.24	L4	+0.025	0.065	6.94e-01	0.928	—
FT0367	392.3938	6.10	L4	−0.035	0.090	6.95e-01	0.928	—
FT0124	657.1179	7.59	L3	−0.029	0.074	6.96e-01	0.928	—
FT0311	185.3852	5.47	L3	+0.028	0.074	7.09e-01	0.940	—
FT0082	881.2101	12.14	L4	−0.034	0.092	7.14e-01	0.940	—
FT0353	282.2641	10.29	L2	−0.033	0.090	7.15e-01	0.940	—
FT0110	353.9114	8.75	L4	+0.025	0.068	7.16e-01	0.940	—
FT0016	771.8810	7.49	L4	−0.026	0.072	7.18e-01	0.940	—
FT0370	207.6313	10.34	L4	−0.032	0.090	7.20e-01	0.940	—
FT0382	567.3723	11.59	L3	−0.028	0.079	7.22e-01	0.940	—
FT0053	463.3816	13.69	L4	−0.031	0.089	7.27e-01	0.943	—
FT0029	689.2679	7.57	L4	−0.027	0.078	7.32e-01	0.947	—
FT0172	780.8866	13.34	L1	+0.032	0.094	7.35e-01	0.947	—
FT0028	101.3070	10.54	L4	−0.025	0.077	7.44e-01	0.956	—
FT0111	789.5902	2.19	L4	+0.030	0.095	7.50e-01	0.959	—
FT0152	458.3798	11.37	L4	+0.035	0.112	7.53e-01	0.959	—
FT0340	832.9614	10.46	L4	+0.026	0.082	7.56e-01	0.959	—
FT0052	774.8726	8.43	L1	−0.024	0.076	7.56e-01	0.959	—
FT0144	832.5383	10.27	L3	−0.030	0.099	7.63e-01	0.963	—
FT0223	336.0618	6.34	L4	+0.025	0.086	7.68e-01	0.966	—
FT0263	687.5645	1.91	L3	−0.021	0.075	7.74e-01	0.966	—
FT0236	326.3576	0.77	L4	−0.024	0.084	7.78e-01	0.966	—
FT0087	275.9021	6.61	L4	+0.017	0.060	7.80e-01	0.966	—
FT0014	429.8807	5.84	L4	−0.016	0.060	7.83e-01	0.966	—
FT0386	658.0025	4.81	L4	−0.022	0.078	7.84e-01	0.966	—
FT0387	359.0494	9.96	L4	−0.026	0.099	7.91e-01	0.966	—
FT0181	169.9937	1.20	L4	−0.025	0.097	7.95e-01	0.966	—
FT0134	806.7753	4.32	L2	−0.022	0.084	7.97e-01	0.966	—
FT0058	212.8551	10.22	L4	+0.019	0.076	8.01e-01	0.966	—
FT0259	153.5498	5.31	L2	+0.023	0.093	8.01e-01	0.966	—
FT0322	176.4235	6.68	L4	−0.021	0.087	8.04e-01	0.966	—
FT0145	351.4026	1.79	L3	+0.018	0.074	8.06e-01	0.966	—
FT0008	503.0359	9.08	L3	+0.023	0.092	8.07e-01	0.966	—
FT0168	152.3012	12.13	L4	−0.020	0.083	8.07e-01	0.966	—
FT0023	574.9172	1.70	L4	+0.020	0.082	8.11e-01	0.966	—
FT0397	294.0596	10.81	L3	+0.019	0.081	8.13e-01	0.966	—
FT0375	878.4948	7.32	L4	−0.021	0.090	8.16e-01	0.966	—
FT0105	400.4361	12.04	L3	−0.021	0.090	8.16e-01	0.966	—
FT0222	774.4264	11.96	L2	+0.017	0.075	8.21e-01	0.966	—
FT0230	665.8743	7.07	L2	+0.018	0.078	8.22e-01	0.966	—
FT0351	667.0043	9.56	L4	−0.021	0.091	8.22e-01	0.966	—
FT0149	503.0564	10.33	L2	−0.018	0.079	8.23e-01	0.966	—
FT0160	407.4016	1.76	L3	+0.021	0.094	8.27e-01	0.968	—
FT0217	203.0563	0.84	L3	+0.018	0.084	8.35e-01	0.973	—
FT0027	727.6928	5.99	L3	+0.017	0.083	8.37e-01	0.973	—
FT0360	566.5008	13.76	L1	+0.017	0.082	8.41e-01	0.973	—
FT0167	570.9387	11.92	L3	+0.014	0.070	8.41e-01	0.973	—
FT0318	650.8361	10.41	L4	−0.018	0.091	8.45e-01	0.974	—
FT0130	629.5016	4.58	L4	−0.014	0.073	8.50e-01	0.974	—
FT0173	633.1333	13.39	L2	−0.016	0.087	8.50e-01	0.974	—
FT0257	85.1875	11.54	L4	−0.017	0.096	8.60e-01	0.976	—
FT0233	656.9593	8.72	L4	−0.017	0.097	8.62e-01	0.976	—
FT0371	707.7610	7.34	L3	+0.015	0.088	8.69e-01	0.976	—
FT0183	775.3751	3.83	L3	−0.012	0.075	8.70e-01	0.976	—
FT0385	346.0292	7.60	L4	+0.014	0.087	8.75e-01	0.976	—
FT0391	817.0986	3.80	L4	+0.010	0.070	8.81e-01	0.976	—
FT0330	260.6630	9.90	L4	+0.011	0.072	8.81e-01	0.976	—
FT0358	545.9876	9.14	L4	−0.012	0.081	8.83e-01	0.976	—
FT0119	730.0745	13.28	L2	−0.015	0.101	8.84e-01	0.976	—
FT0147	132.6808	10.69	L4	−0.010	0.071	8.84e-01	0.976	—
FT0254	281.3164	8.31	L4	−0.019	0.131	8.85e-01	0.976	—
FT0344	340.0469	10.17	L4	−0.010	0.069	8.86e-01	0.976	—
FT0240	343.4369	5.18	L1	+0.011	0.082	8.90e-01	0.976	—
FT0104	762.0528	10.40	L4	−0.013	0.096	8.92e-01	0.976	—
FT0079	471.3040	11.01	L3	−0.014	0.100	8.93e-01	0.976	—
FT0352	497.6888	3.03	L1	+0.011	0.081	8.93e-01	0.976	—
FT0294	831.0038	4.82	L4	−0.012	0.096	8.99e-01	0.977	—
FT0320	761.8926	12.22	L4	−0.009	0.072	8.99e-01	0.977	—
FT0302	705.0015	8.54	L4	−0.011	0.087	9.04e-01	0.977	—
FT0290	316.2129	13.62	L2	−0.009	0.080	9.10e-01	0.977	—
FT0336	557.6863	9.54	L4	+0.009	0.080	9.11e-01	0.977	—
FT0126	385.1205	13.34	L4	−0.008	0.072	9.13e-01	0.977	—
FT0187	699.7455	11.31	L4	−0.008	0.078	9.13e-01	0.977	—
FT0310	642.9074	13.69	L4	+0.009	0.082	9.13e-01	0.977	—
FT0308	652.5591	2.71	L3	+0.007	0.067	9.19e-01	0.977	—
FT0395	524.4963	4.99	L4	−0.006	0.068	9.25e-01	0.977	—
FT0139	828.4167	11.80	L4	−0.009	0.100	9.27e-01	0.977	—
FT0161	604.2774	10.13	L4	−0.008	0.098	9.32e-01	0.977	—
FT0042	142.9958	11.83	L3	−0.007	0.086	9.34e-01	0.977	—
FT0180	800.6479	3.84	L3	−0.005	0.063	9.35e-01	0.977	—
FT0067	148.3089	11.20	L3	+0.007	0.091	9.37e-01	0.977	—
FT0272	305.2126	12.53	L3	−0.007	0.092	9.42e-01	0.977	—
FT0332	254.9811	12.05	L4	+0.008	0.122	9.46e-01	0.977	—
FT0396	156.1249	11.41	L3	+0.006	0.089	9.46e-01	0.977	—
FT0150	647.1105	9.21	L3	+0.006	0.082	9.46e-01	0.977	—
FT0146	108.2920	10.94	L4	+0.005	0.077	9.47e-01	0.977	—
FT0334	241.6980	4.14	L4	+0.005	0.084	9.49e-01	0.977	—
FT0064	245.1883	4.92	L4	+0.005	0.082	9.51e-01	0.977	—
FT0191	800.2074	9.37	L4	−0.006	0.091	9.52e-01	0.977	—
FT0264	129.5580	4.49	L4	+0.005	0.093	9.61e-01	0.983	—
FT0211	240.3125	6.09	L2	−0.004	0.079	9.63e-01	0.983	—
FT0323	553.8230	0.81	L4	−0.004	0.095	9.70e-01	0.988	—
FT0284	470.5785	12.21	L4	−0.002	0.075	9.74e-01	0.989	—
FT0041	298.8801	12.62	L3	+0.002	0.083	9.79e-01	0.990	—
FT0122	811.1391	0.61	L3	+0.002	0.088	9.79e-01	0.990	—
FT0005	377.6569	10.46	L4	+0.001	0.077	9.85e-01	0.991	—
FT0326	225.8436	4.31	L4	−0.001	0.083	9.86e-01	0.991	—
FT0186	345.0829	6.93	L4	−0.001	0.102	9.91e-01	0.994	—
FT0210	449.9247	10.19	L4	−0.000	0.075	9.98e-01	0.998	—

5 · Sleep efficiency (%)

One linear model per feature: feature ~ sleep_efficiency + age + sex + bmi, with Benjamini-Hochberg control across the 384 curated features. Estimates are log2 abundance change per standard deviation of the outcome.

features at FDR 0.05

2.1e-14

smallest p

120

samples modelled

Volcano plot of feature associations with Sleep efficiency (%) — Effect size against -log10 p-value. Colour only shows direction, and the dashed line marks the FDR cutoff.

Effect estimates with 95% intervals for Sleep efficiency (%) — Strongest associations with 95% confidence intervals.

All features

384 of 384 features shown

Feature	m/z	RT (min)	Level	Estimate	SE	p	q	FDR hit
FT0205	383.6496	12.63	L4	−0.755	0.086	2.10e-14	0.000	yes
FT0235	603.6648	3.06	L4	−0.593	0.078	1.05e-11	0.000	yes
FT0160	407.4016	1.76	L3	+0.474	0.084	1.40e-07	0.000	yes
FT0047	517.3652	10.30	L2	+0.511	0.103	2.46e-06	0.000	yes
FT0147	132.6808	10.69	L4	−0.253	0.068	3.37e-04	0.026	yes
FT0210	449.9247	10.19	L4	−0.255	0.072	5.71e-04	0.037	yes
FT0067	148.3089	11.20	L3	−0.280	0.088	1.93e-03	0.106	—
FT0369	418.7349	1.74	L3	−0.202	0.071	4.96e-03	0.238	—
FT0265	610.0583	8.27	L2	−0.193	0.069	5.70e-03	0.243	—
FT0033	443.5451	7.07	L3	−0.216	0.080	7.69e-03	0.295	—
FT0248	751.2569	0.69	L4	−0.181	0.071	1.16e-02	0.349	—
FT0349	797.8735	10.33	L3	−0.172	0.068	1.21e-02	0.349	—
FT0237	899.8435	8.13	L4	−0.220	0.088	1.34e-02	0.349	—
FT0291	252.8501	12.95	L2	+0.183	0.073	1.34e-02	0.349	—
FT0097	227.8261	10.24	L2	−0.180	0.072	1.36e-02	0.349	—
FT0108	218.4107	3.65	L2	+0.175	0.072	1.72e-02	0.407	—
FT0079	471.3040	11.01	L3	−0.238	0.099	1.80e-02	0.407	—
FT0392	231.2351	9.19	L3	−0.148	0.066	2.68e-02	0.459	—
FT0394	375.0074	5.35	L4	−0.176	0.080	2.92e-02	0.459	—
FT0359	781.7312	1.58	L3	−0.192	0.087	2.93e-02	0.459	—
FT0244	579.4165	13.50	L1	+0.220	0.100	2.95e-02	0.459	—
FT0085	733.9357	8.79	L4	+0.188	0.085	3.02e-02	0.459	—
FT0218	658.2657	5.34	L2	−0.191	0.087	3.05e-02	0.459	—
FT0283	749.0985	3.68	L3	−0.178	0.081	3.07e-02	0.459	—
FT0196	586.1874	7.59	L4	+0.198	0.090	3.09e-02	0.459	—
FT0227	134.6963	2.60	L3	−0.158	0.072	3.10e-02	0.459	—
FT0306	470.8914	8.96	L2	−0.182	0.086	3.62e-02	0.515	—
FT0193	735.2136	12.83	L3	−0.166	0.079	3.80e-02	0.521	—
FT0353	282.2641	10.29	L2	+0.183	0.090	4.42e-02	0.584	—
FT0221	826.3507	9.40	L2	−0.152	0.075	4.66e-02	0.584	—
FT0020	199.4006	13.98	L4	−0.179	0.089	4.72e-02	0.584	—
FT0201	440.1142	8.65	L2	−0.196	0.099	5.12e-02	0.597	—
FT0098	345.0480	11.03	L2	+0.184	0.093	5.13e-02	0.597	—
FT0322	176.4235	6.68	L4	−0.166	0.086	5.75e-02	0.650	—
FT0004	328.9933	13.80	L3	−0.170	0.091	6.42e-02	0.705	—
FT0190	757.7711	5.76	L4	−0.131	0.071	6.64e-02	0.709	—
FT0156	797.3843	4.99	L4	+0.151	0.082	6.86e-02	0.712	—
FT0297	824.6516	0.90	L2	−0.136	0.076	7.47e-02	0.755	—
FT0005	377.6569	10.46	L4	−0.137	0.077	7.92e-02	0.759	—
FT0226	224.0564	11.06	L1	−0.129	0.074	8.26e-02	0.759	—
FT0295	164.6425	2.12	L3	−0.147	0.084	8.38e-02	0.759	—
FT0142	234.5505	1.51	L4	+0.118	0.068	8.55e-02	0.759	—
FT0013	602.1112	12.87	L3	−0.134	0.079	9.23e-02	0.759	—
FT0361	446.1436	10.94	L4	+0.142	0.085	9.50e-02	0.759	—
FT0051	442.7070	11.38	L4	−0.164	0.098	9.55e-02	0.759	—
FT0122	811.1391	0.61	L3	−0.147	0.088	9.62e-02	0.759	—
FT0282	612.3876	5.75	L3	−0.138	0.082	9.78e-02	0.759	—
FT0391	817.0986	3.80	L4	−0.116	0.070	9.85e-02	0.759	—
FT0015	604.8883	6.63	L4	+0.134	0.080	9.86e-02	0.759	—
FT0376	183.9119	1.56	L4	−0.134	0.082	1.03e-01	0.759	—
FT0393	833.4613	1.69	L4	−0.125	0.077	1.07e-01	0.759	—
FT0003	571.3236	9.88	L3	+0.127	0.078	1.08e-01	0.759	—
FT0166	713.8847	2.36	L2	+0.114	0.071	1.09e-01	0.759	—
FT0143	495.5951	1.70	L4	−0.134	0.083	1.09e-01	0.759	—
FT0338	334.1739	1.03	L3	−0.113	0.070	1.10e-01	0.759	—
FT0135	796.1719	11.12	L4	−0.114	0.071	1.11e-01	0.759	—
FT0230	665.8743	7.07	L2	+0.124	0.078	1.14e-01	0.759	—
FT0290	316.2129	13.62	L2	−0.127	0.080	1.15e-01	0.759	—
FT0315	118.1265	11.63	L4	−0.137	0.088	1.21e-01	0.777	—
FT0140	372.3831	7.77	L3	+0.195	0.125	1.21e-01	0.777	—
FT0050	318.5374	0.74	L3	−0.133	0.086	1.23e-01	0.777	—
FT0039	347.5895	1.67	L3	−0.140	0.091	1.27e-01	0.783	—
FT0395	524.4963	4.99	L4	+0.104	0.068	1.28e-01	0.783	—
FT0080	516.4414	11.76	L3	−0.141	0.093	1.32e-01	0.795	—
FT0057	403.7644	7.54	L4	−0.122	0.082	1.37e-01	0.797	—
FT0286	849.4042	10.23	L1	+0.198	0.132	1.37e-01	0.797	—
FT0065	580.2458	6.36	L4	+0.146	0.098	1.39e-01	0.797	—
FT0133	166.3784	4.68	L3	+0.137	0.093	1.44e-01	0.805	—
FT0288	694.1486	9.79	L4	+0.115	0.079	1.45e-01	0.805	—
FT0314	400.2595	3.00	L3	+0.110	0.077	1.57e-01	0.819	—
FT0236	326.3576	0.77	L4	−0.120	0.084	1.57e-01	0.819	—
FT0023	574.9172	1.70	L4	−0.117	0.082	1.59e-01	0.819	—
FT0049	204.8598	13.78	L4	−0.127	0.090	1.61e-01	0.819	—
FT0016	771.8810	7.49	L4	−0.102	0.072	1.62e-01	0.819	—
FT0224	135.9008	12.46	L3	−0.102	0.073	1.68e-01	0.819	—
FT0372	373.8261	13.75	L4	−0.098	0.071	1.68e-01	0.819	—
FT0185	210.7220	5.43	L2	−0.100	0.074	1.76e-01	0.819	—
FT0304	484.7334	7.50	L4	+0.123	0.091	1.76e-01	0.819	—
FT0075	723.2452	7.14	L4	+0.104	0.076	1.78e-01	0.819	—
FT0336	557.6863	9.54	L4	+0.109	0.081	1.80e-01	0.819	—
FT0302	705.0015	8.54	L4	+0.118	0.088	1.82e-01	0.819	—
FT0256	114.2204	8.56	L4	−0.108	0.081	1.83e-01	0.819	—
FT0001	530.5026	6.30	L4	−0.090	0.067	1.83e-01	0.819	—
FT0150	647.1105	9.21	L3	+0.111	0.083	1.83e-01	0.819	—
FT0343	386.4187	5.97	L2	−0.124	0.093	1.86e-01	0.819	—
FT0038	236.0893	6.89	L3	+0.100	0.075	1.88e-01	0.819	—
FT0136	765.6525	5.73	L4	−0.105	0.080	1.93e-01	0.819	—
FT0238	233.7207	13.46	L1	−0.098	0.075	1.94e-01	0.819	—
FT0308	652.5591	2.71	L3	−0.088	0.067	1.96e-01	0.819	—
FT0171	285.6148	7.79	L3	+0.119	0.092	1.96e-01	0.819	—
FT0347	803.2962	13.81	L4	+0.115	0.090	2.03e-01	0.819	—
FT0052	774.8726	8.43	L1	+0.098	0.077	2.05e-01	0.819	—
FT0191	800.2074	9.37	L4	+0.117	0.092	2.06e-01	0.819	—
FT0188	218.4074	12.33	L4	−0.096	0.076	2.08e-01	0.819	—
FT0141	147.8513	12.38	L1	+0.101	0.080	2.12e-01	0.819	—
FT0321	294.1384	3.60	L4	+0.086	0.068	2.13e-01	0.819	—
FT0276	501.2957	13.50	L4	+0.092	0.073	2.13e-01	0.819	—
FT0257	85.1875	11.54	L4	+0.120	0.096	2.16e-01	0.819	—
FT0055	594.3469	13.76	L2	−0.103	0.082	2.16e-01	0.819	—
FT0173	633.1333	13.39	L2	−0.108	0.088	2.19e-01	0.819	—
FT0299	322.0825	13.00	L3	−0.113	0.092	2.21e-01	0.819	—
FT0354	720.8262	6.81	L3	−0.094	0.077	2.24e-01	0.819	—
FT0255	334.5677	11.35	L4	+0.105	0.087	2.29e-01	0.819	—
FT0107	90.1552	11.64	L2	+0.098	0.081	2.29e-01	0.819	—
FT0146	108.2920	10.94	L4	+0.093	0.077	2.33e-01	0.819	—
FT0103	537.5398	3.31	L3	−0.100	0.084	2.38e-01	0.819	—
FT0181	169.9937	1.20	L4	−0.116	0.098	2.38e-01	0.819	—
FT0294	831.0038	4.82	L4	+0.115	0.097	2.40e-01	0.819	—
FT0119	730.0745	13.28	L2	+0.119	0.102	2.44e-01	0.819	—
FT0269	659.9947	5.37	L2	−0.099	0.085	2.48e-01	0.819	—
FT0352	497.6888	3.03	L1	−0.094	0.081	2.48e-01	0.819	—
FT0355	817.0016	8.72	L4	−0.079	0.068	2.48e-01	0.819	—
FT0077	285.4090	5.11	L4	+0.119	0.103	2.50e-01	0.819	—
FT0186	345.0829	6.93	L4	−0.119	0.103	2.50e-01	0.819	—
FT0076	589.6119	7.20	L3	+0.090	0.078	2.52e-01	0.819	—
FT0068	817.2967	1.93	L4	+0.064	0.055	2.53e-01	0.819	—
FT0168	152.3012	12.13	L4	+0.096	0.083	2.54e-01	0.819	—
FT0035	252.6178	10.38	L4	−0.096	0.084	2.55e-01	0.819	—
FT0092	187.2490	7.11	L3	+0.099	0.086	2.56e-01	0.819	—
FT0357	166.7788	13.56	L1	−0.100	0.088	2.58e-01	0.819	—
FT0341	886.9715	4.95	L2	−0.090	0.079	2.58e-01	0.819	—
FT0024	808.9319	0.77	L4	−0.096	0.086	2.66e-01	0.826	—
FT0390	579.8011	9.91	L4	+0.074	0.067	2.68e-01	0.826	—
FT0229	288.6107	13.95	L4	+0.110	0.099	2.69e-01	0.826	—
FT0293	148.4507	8.25	L4	−0.092	0.083	2.73e-01	0.826	—
FT0348	655.2889	10.63	L4	−0.082	0.075	2.76e-01	0.826	—
FT0194	85.7551	8.65	L3	−0.087	0.079	2.77e-01	0.826	—
FT0095	308.6524	2.14	L3	+0.088	0.080	2.79e-01	0.826	—
FT0101	430.2815	2.35	L4	−0.090	0.083	2.79e-01	0.826	—
FT0126	385.1205	13.34	L4	−0.078	0.072	2.80e-01	0.826	—
FT0158	281.7869	5.19	L4	+0.077	0.073	2.89e-01	0.830	—
FT0187	699.7455	11.31	L4	−0.083	0.078	2.92e-01	0.830	—
FT0027	727.6928	5.99	L3	−0.089	0.084	2.94e-01	0.830	—
FT0081	133.2384	9.65	L4	+0.089	0.085	2.96e-01	0.830	—
FT0104	762.0528	10.40	L4	−0.102	0.097	2.98e-01	0.830	—
FT0009	684.5918	3.81	L4	+0.078	0.075	2.99e-01	0.830	—
FT0346	133.5398	9.39	L4	−0.083	0.080	3.03e-01	0.830	—
FT0368	594.8382	11.37	L3	+0.082	0.080	3.03e-01	0.830	—
FT0337	784.5514	2.19	L4	−0.070	0.068	3.03e-01	0.830	—
FT0053	463.3816	13.69	L4	−0.093	0.090	3.04e-01	0.830	—
FT0208	527.9620	1.80	L3	−0.081	0.078	3.05e-01	0.830	—
FT0028	101.3070	10.54	L4	−0.079	0.077	3.09e-01	0.830	—
FT0197	800.1022	13.90	L4	−0.084	0.083	3.11e-01	0.830	—
FT0313	738.6039	3.10	L4	+0.086	0.085	3.13e-01	0.830	—
FT0117	207.5366	10.15	L4	−0.086	0.085	3.14e-01	0.830	—
FT0037	161.4206	2.95	L4	+0.085	0.084	3.16e-01	0.830	—
FT0167	570.9387	11.92	L3	+0.070	0.071	3.22e-01	0.841	—
FT0258	884.9406	9.42	L4	+0.075	0.076	3.25e-01	0.842	—
FT0246	490.7136	9.99	L1	−0.085	0.086	3.27e-01	0.842	—
FT0325	186.1313	7.11	L4	−0.070	0.072	3.33e-01	0.850	—
FT0371	707.7610	7.34	L3	−0.086	0.089	3.34e-01	0.850	—
FT0121	588.1189	1.42	L4	−0.087	0.091	3.39e-01	0.850	—
FT0045	674.9471	5.65	L4	+0.077	0.082	3.46e-01	0.850	—
FT0127	175.3511	4.43	L4	+0.062	0.066	3.47e-01	0.850	—
FT0220	232.8457	2.34	L4	−0.069	0.074	3.48e-01	0.850	—
FT0264	129.5580	4.49	L4	−0.088	0.094	3.49e-01	0.850	—
FT0317	329.1161	13.18	L4	−0.091	0.097	3.51e-01	0.850	—
FT0054	364.7452	5.04	L4	+0.061	0.065	3.54e-01	0.850	—
FT0064	245.1883	4.92	L4	−0.077	0.083	3.55e-01	0.850	—
FT0090	777.8121	13.18	L4	−0.076	0.082	3.56e-01	0.850	—
FT0011	414.6442	5.14	L2	−0.062	0.067	3.56e-01	0.850	—
FT0118	132.0056	11.64	L4	−0.083	0.094	3.78e-01	0.874	—
FT0105	400.4361	12.04	L3	+0.080	0.091	3.78e-01	0.874	—
FT0113	330.4567	8.82	L4	+0.075	0.085	3.79e-01	0.874	—
FT0263	687.5645	1.91	L3	−0.066	0.075	3.81e-01	0.874	—
FT0387	359.0494	9.96	L4	+0.088	0.100	3.81e-01	0.874	—
FT0032	219.3586	9.17	L4	−0.068	0.079	3.91e-01	0.874	—
FT0149	503.0564	10.33	L2	−0.068	0.080	3.95e-01	0.874	—
FT0328	689.7521	1.01	L3	−0.074	0.086	3.95e-01	0.874	—
FT0234	778.9593	9.94	L4	−0.065	0.076	3.96e-01	0.874	—
FT0310	642.9074	13.69	L4	−0.070	0.083	3.96e-01	0.874	—
FT0289	301.0416	13.20	L2	−0.080	0.094	3.97e-01	0.874	—
FT0331	253.9728	3.25	L2	+0.089	0.106	4.03e-01	0.874	—
FT0271	630.4470	5.47	L4	−0.065	0.078	4.04e-01	0.874	—
FT0366	758.9060	11.21	L2	+0.083	0.099	4.06e-01	0.874	—
FT0073	817.7102	2.49	L4	+0.060	0.073	4.09e-01	0.874	—
FT0242	218.4563	3.90	L2	+0.062	0.075	4.10e-01	0.874	—
FT0072	285.0507	1.85	L4	−0.058	0.071	4.14e-01	0.874	—
FT0396	156.1249	11.41	L3	+0.073	0.090	4.16e-01	0.874	—
FT0219	206.7517	8.54	L4	−0.055	0.068	4.19e-01	0.874	—
FT0089	523.7500	3.27	L4	−0.058	0.072	4.26e-01	0.874	—
FT0380	151.1690	2.30	L4	−0.075	0.094	4.26e-01	0.874	—
FT0319	431.4137	13.50	L4	−0.078	0.098	4.31e-01	0.874	—
FT0120	428.8473	10.32	L2	+0.062	0.079	4.32e-01	0.874	—
FT0225	435.5237	10.29	L4	−0.055	0.071	4.37e-01	0.874	—
FT0114	599.7679	5.15	L3	+0.063	0.081	4.39e-01	0.874	—
FT0273	118.9817	9.10	L3	+0.062	0.081	4.41e-01	0.874	—
FT0094	632.0061	8.80	L4	+0.055	0.072	4.43e-01	0.874	—
FT0198	664.5390	9.38	L2	−0.058	0.076	4.47e-01	0.874	—
FT0214	582.3156	10.78	L3	+0.062	0.082	4.49e-01	0.874	—
FT0292	381.5769	10.64	L4	−0.076	0.101	4.49e-01	0.874	—
FT0059	490.2034	12.26	L4	+0.062	0.082	4.49e-01	0.874	—
FT0384	522.9364	1.83	L4	+0.061	0.081	4.50e-01	0.874	—
FT0129	671.2569	6.21	L2	−0.064	0.084	4.51e-01	0.874	—
FT0044	801.3460	1.42	L4	+0.065	0.087	4.55e-01	0.874	—
FT0232	396.7641	5.60	L4	+0.079	0.105	4.55e-01	0.874	—
FT0358	545.9876	9.14	L4	+0.062	0.082	4.57e-01	0.874	—
FT0100	586.2711	2.24	L3	−0.077	0.104	4.60e-01	0.874	—
FT0060	545.6615	1.19	L3	−0.062	0.084	4.61e-01	0.874	—
FT0223	336.0618	6.34	L4	+0.064	0.087	4.64e-01	0.874	—
FT0363	534.5338	5.18	L4	−0.052	0.071	4.66e-01	0.874	—
FT0298	690.2999	13.71	L4	+0.075	0.103	4.67e-01	0.874	—
FT0176	880.6439	13.02	L4	+0.066	0.091	4.68e-01	0.874	—
FT0036	722.6758	11.17	L3	+0.068	0.094	4.68e-01	0.874	—
FT0285	161.5839	10.02	L2	+0.063	0.087	4.68e-01	0.874	—
FT0386	658.0025	4.81	L4	+0.057	0.079	4.71e-01	0.874	—
FT0029	689.2679	7.57	L4	−0.057	0.079	4.71e-01	0.874	—
FT0062	447.3062	6.70	L4	−0.053	0.073	4.74e-01	0.876	—
FT0278	395.4773	10.78	L3	+0.050	0.070	4.81e-01	0.883	—
FT0102	439.7820	9.77	L4	+0.051	0.073	4.83e-01	0.884	—
FT0216	446.6101	13.87	L3	−0.057	0.082	4.87e-01	0.886	—
FT0370	207.6313	10.34	L4	+0.064	0.091	4.89e-01	0.886	—
FT0287	888.6012	0.62	L2	−0.049	0.071	4.93e-01	0.888	—
FT0212	568.0994	3.88	L3	+0.057	0.085	5.01e-01	0.898	—
FT0329	801.4742	7.08	L1	−0.062	0.092	5.03e-01	0.898	—
FT0239	838.2604	11.15	L3	−0.060	0.090	5.05e-01	0.898	—
FT0342	294.9321	13.21	L4	−0.055	0.083	5.08e-01	0.900	—
FT0311	185.3852	5.47	L3	−0.049	0.075	5.18e-01	0.910	—
FT0162	233.6421	4.81	L3	−0.084	0.130	5.19e-01	0.910	—
FT0087	275.9021	6.61	L4	+0.039	0.061	5.22e-01	0.912	—
FT0270	693.5967	4.98	L3	−0.058	0.092	5.30e-01	0.922	—
FT0379	461.4549	8.33	L4	−0.051	0.082	5.34e-01	0.924	—
FT0222	774.4264	11.96	L2	+0.047	0.076	5.37e-01	0.925	—
FT0145	351.4026	1.79	L3	−0.046	0.075	5.45e-01	0.928	—
FT0109	324.7984	4.62	L3	+0.048	0.079	5.46e-01	0.928	—
FT0022	317.5134	10.19	L3	+0.048	0.079	5.46e-01	0.928	—
FT0014	429.8807	5.84	L4	−0.036	0.061	5.49e-01	0.929	—
FT0099	381.1789	3.24	L4	−0.039	0.065	5.53e-01	0.931	—
FT0124	657.1179	7.59	L3	−0.044	0.075	5.57e-01	0.932	—
FT0345	734.6019	7.46	L2	−0.058	0.099	5.58e-01	0.932	—
FT0327	852.4878	8.11	L1	−0.048	0.082	5.61e-01	0.932	—
FT0153	337.0565	3.00	L2	−0.047	0.084	5.76e-01	0.940	—
FT0364	221.2234	2.37	L3	−0.045	0.080	5.80e-01	0.940	—
FT0010	349.2093	1.25	L4	+0.046	0.084	5.80e-01	0.940	—
FT0334	241.6980	4.14	L4	−0.047	0.085	5.86e-01	0.940	—
FT0275	703.3799	4.85	L4	+0.043	0.079	5.87e-01	0.940	—
FT0228	493.6000	9.79	L4	−0.040	0.074	5.87e-01	0.940	—
FT0169	479.1824	10.06	L4	−0.033	0.062	5.90e-01	0.940	—
FT0399	364.1066	8.12	L2	+0.048	0.090	5.92e-01	0.940	—
FT0233	656.9593	8.72	L4	−0.053	0.099	5.94e-01	0.940	—
FT0339	220.6821	8.66	L3	+0.044	0.082	5.95e-01	0.940	—
FT0316	406.2678	10.33	L3	−0.041	0.078	5.97e-01	0.940	—
FT0069	847.2235	11.02	L1	−0.040	0.076	5.97e-01	0.940	—
FT0373	564.3503	3.83	L1	−0.054	0.102	5.99e-01	0.940	—
FT0209	555.6950	6.32	L4	−0.044	0.084	6.02e-01	0.940	—
FT0383	335.3453	8.08	L1	−0.045	0.086	6.04e-01	0.940	—
FT0139	828.4167	11.80	L4	−0.053	0.101	6.05e-01	0.940	—
FT0261	131.1325	8.55	L4	+0.047	0.092	6.10e-01	0.940	—
FT0088	157.4189	11.60	L4	+0.043	0.084	6.12e-01	0.940	—
FT0031	734.0153	11.55	L4	+0.041	0.081	6.12e-01	0.940	—
FT0330	260.6630	9.90	L4	+0.036	0.073	6.20e-01	0.946	—
FT0042	142.9958	11.83	L3	−0.042	0.087	6.26e-01	0.946	—
FT0204	692.8257	9.76	L2	+0.032	0.066	6.27e-01	0.946	—
FT0326	225.8436	4.31	L4	+0.041	0.084	6.29e-01	0.946	—
FT0170	275.1335	13.14	L4	+0.042	0.088	6.36e-01	0.946	—
FT0398	401.6277	1.28	L3	−0.038	0.080	6.38e-01	0.946	—
FT0183	775.3751	3.83	L3	+0.036	0.076	6.38e-01	0.946	—
FT0301	274.4931	7.93	L4	+0.038	0.081	6.38e-01	0.946	—
FT0179	327.9579	12.39	L4	+0.048	0.101	6.39e-01	0.946	—
FT0175	393.9817	13.04	L2	−0.033	0.071	6.41e-01	0.946	—
FT0008	503.0359	9.08	L3	−0.043	0.094	6.47e-01	0.951	—
FT0217	203.0563	0.84	L3	+0.039	0.085	6.51e-01	0.953	—
FT0397	294.0596	10.81	L3	−0.037	0.082	6.55e-01	0.956	—
FT0200	544.4069	2.45	L4	+0.041	0.092	6.60e-01	0.957	—
FT0180	800.6479	3.84	L3	+0.028	0.064	6.60e-01	0.957	—
FT0163	782.1345	9.72	L3	+0.035	0.081	6.67e-01	0.960	—
FT0000	250.5808	4.35	L4	+0.033	0.078	6.69e-01	0.960	—
FT0247	151.2710	3.86	L4	+0.033	0.079	6.72e-01	0.960	—
FT0184	444.8901	9.40	L4	−0.037	0.087	6.73e-01	0.960	—
FT0071	285.1506	5.00	L4	+0.037	0.089	6.77e-01	0.963	—
FT0260	379.8192	12.22	L4	−0.037	0.089	6.79e-01	0.963	—
FT0243	579.1327	1.31	L3	+0.034	0.085	6.89e-01	0.970	—
FT0340	832.9614	10.46	L4	−0.033	0.084	6.93e-01	0.970	—
FT0277	396.7153	4.76	L2	+0.031	0.078	6.96e-01	0.970	—
FT0199	433.7936	13.73	L4	−0.027	0.068	6.97e-01	0.970	—
FT0138	162.8929	11.04	L3	−0.031	0.079	7.00e-01	0.970	—
FT0323	553.8230	0.81	L4	−0.037	0.096	7.00e-01	0.970	—
FT0267	553.1025	4.92	L4	+0.037	0.096	7.03e-01	0.970	—
FT0086	615.8800	6.10	L4	+0.030	0.080	7.10e-01	0.978	—
FT0034	339.8459	5.31	L4	−0.031	0.088	7.25e-01	0.990	—
FT0252	391.8292	12.80	L4	−0.030	0.087	7.27e-01	0.990	—
FT0178	551.2936	3.65	L2	+0.024	0.070	7.34e-01	0.990	—
FT0074	401.6484	11.48	L4	−0.031	0.091	7.35e-01	0.990	—
FT0155	861.3306	4.03	L3	−0.041	0.121	7.36e-01	0.990	—
FT0006	890.9733	8.10	L1	+0.029	0.085	7.38e-01	0.990	—
FT0280	97.4873	11.31	L3	−0.030	0.090	7.38e-01	0.990	—
FT0195	174.5893	6.78	L4	−0.025	0.075	7.45e-01	0.992	—
FT0110	353.9114	8.75	L4	−0.022	0.069	7.48e-01	0.992	—
FT0128	228.9212	13.49	L4	−0.023	0.073	7.50e-01	0.992	—
FT0318	650.8361	10.41	L4	+0.029	0.092	7.52e-01	0.992	—
FT0382	567.3723	11.59	L3	+0.025	0.080	7.53e-01	0.992	—
FT0307	729.9719	7.83	L4	+0.023	0.075	7.54e-01	0.992	—
FT0066	546.3270	6.54	L4	+0.027	0.088	7.57e-01	0.992	—
FT0048	469.0076	12.90	L2	+0.026	0.086	7.65e-01	0.992	—
FT0174	816.7588	3.43	L2	−0.025	0.086	7.70e-01	0.992	—
FT0351	667.0043	9.56	L4	+0.027	0.092	7.74e-01	0.992	—
FT0362	237.2082	11.92	L2	+0.026	0.090	7.76e-01	0.992	—
FT0259	153.5498	5.31	L2	−0.027	0.094	7.76e-01	0.992	—
FT0082	881.2101	12.14	L4	−0.027	0.093	7.77e-01	0.992	—
FT0296	335.1178	6.31	L4	+0.024	0.085	7.78e-01	0.992	—
FT0159	413.7341	1.13	L1	−0.022	0.077	7.78e-01	0.992	—
FT0116	265.5080	7.33	L4	−0.023	0.082	7.82e-01	0.994	—
FT0132	599.0003	3.93	L2	+0.023	0.086	7.91e-01	0.996	—
FT0130	629.5016	4.58	L4	+0.018	0.074	8.05e-01	0.996	—
FT0063	98.6434	1.53	L3	−0.019	0.079	8.08e-01	0.996	—
FT0324	543.7981	3.65	L3	+0.018	0.075	8.11e-01	0.996	—
FT0192	154.8353	4.76	L4	+0.022	0.091	8.13e-01	0.996	—
FT0025	168.8954	5.31	L1	+0.021	0.089	8.13e-01	0.996	—
FT0360	566.5008	13.76	L1	−0.020	0.083	8.14e-01	0.996	—
FT0344	340.0469	10.17	L4	−0.017	0.070	8.14e-01	0.996	—
FT0084	445.3236	1.29	L3	−0.018	0.080	8.19e-01	0.996	—
FT0231	746.9417	6.27	L4	−0.016	0.073	8.21e-01	0.996	—
FT0240	343.4369	5.18	L1	−0.019	0.083	8.21e-01	0.996	—
FT0056	528.7541	11.41	L4	+0.019	0.086	8.27e-01	0.996	—
FT0320	761.8926	12.22	L4	+0.016	0.073	8.28e-01	0.996	—
FT0148	718.7733	1.46	L4	−0.017	0.079	8.31e-01	0.996	—
FT0012	87.5879	3.36	L4	−0.019	0.089	8.33e-01	0.996	—
FT0151	254.0458	12.06	L3	−0.027	0.131	8.38e-01	0.996	—
FT0144	832.5383	10.27	L3	−0.020	0.101	8.40e-01	0.996	—
FT0375	878.4948	7.32	L4	−0.018	0.091	8.42e-01	0.996	—
FT0300	213.0229	9.65	L4	−0.014	0.070	8.44e-01	0.996	—
FT0241	148.0324	10.95	L4	−0.018	0.094	8.44e-01	0.996	—
FT0018	695.5823	2.09	L3	+0.018	0.090	8.45e-01	0.996	—
FT0189	582.0301	6.71	L4	+0.013	0.069	8.46e-01	0.996	—
FT0266	491.6745	6.58	L2	−0.018	0.093	8.48e-01	0.996	—
FT0172	780.8866	13.34	L1	+0.018	0.095	8.52e-01	0.996	—
FT0381	782.6062	3.37	L1	−0.015	0.080	8.56e-01	0.996	—
FT0389	414.5686	4.81	L4	−0.014	0.078	8.56e-01	0.996	—
FT0378	664.6368	6.89	L4	−0.015	0.087	8.62e-01	0.996	—
FT0207	521.4005	12.56	L4	−0.016	0.093	8.63e-01	0.996	—
FT0043	255.5327	13.40	L4	−0.012	0.072	8.73e-01	0.996	—
FT0111	789.5902	2.19	L4	−0.015	0.096	8.75e-01	0.996	—
FT0211	240.3125	6.09	L2	+0.013	0.080	8.76e-01	0.996	—
FT0203	591.2847	9.90	L4	−0.017	0.108	8.77e-01	0.996	—
FT0374	878.0761	4.84	L4	+0.014	0.090	8.78e-01	0.996	—
FT0041	298.8801	12.62	L3	+0.012	0.084	8.86e-01	0.996	—
FT0112	811.8104	10.09	L3	−0.011	0.076	8.87e-01	0.996	—
FT0245	252.6667	12.33	L4	−0.011	0.074	8.87e-01	0.996	—
FT0284	470.5785	12.21	L4	−0.011	0.076	8.89e-01	0.996	—
FT0125	257.3623	4.91	L3	−0.011	0.082	8.91e-01	0.996	—
FT0030	744.1837	7.86	L4	−0.011	0.090	9.00e-01	0.996	—
FT0096	484.9523	1.65	L4	+0.010	0.082	9.04e-01	0.996	—
FT0213	385.5789	7.31	L3	+0.008	0.071	9.06e-01	0.996	—
FT0093	884.0138	9.53	L4	+0.008	0.074	9.10e-01	0.996	—
FT0249	457.8433	7.08	L4	−0.010	0.089	9.11e-01	0.996	—
FT0021	617.4718	3.98	L4	−0.009	0.083	9.12e-01	0.996	—
FT0157	774.4316	4.64	L3	+0.008	0.077	9.15e-01	0.996	—
FT0335	86.2447	9.44	L4	−0.009	0.084	9.18e-01	0.996	—
FT0281	789.5392	7.86	L1	+0.008	0.078	9.19e-01	0.996	—
FT0007	247.6378	3.87	L2	+0.008	0.077	9.19e-01	0.996	—
FT0303	242.6188	7.55	L3	+0.009	0.091	9.20e-01	0.996	—
FT0215	598.6290	6.30	L3	−0.011	0.108	9.20e-01	0.996	—
FT0165	484.7610	9.56	L1	+0.006	0.072	9.33e-01	0.996	—
FT0268	437.4848	10.18	L4	−0.008	0.098	9.38e-01	0.996	—
FT0262	575.2180	13.97	L2	−0.005	0.069	9.41e-01	0.996	—
FT0026	544.8606	6.92	L4	+0.008	0.106	9.42e-01	0.996	—
FT0137	610.0826	3.90	L4	+0.005	0.075	9.46e-01	0.996	—
FT0356	278.0362	11.39	L4	−0.006	0.095	9.47e-01	0.996	—
FT0385	346.0292	7.60	L4	+0.006	0.088	9.48e-01	0.996	—
FT0058	212.8551	10.22	L4	+0.004	0.077	9.54e-01	0.996	—
FT0367	392.3938	6.10	L4	−0.005	0.091	9.56e-01	0.996	—
FT0274	182.8204	10.75	L4	+0.006	0.113	9.57e-01	0.996	—
FT0309	163.6047	0.82	L4	−0.004	0.078	9.57e-01	0.996	—
FT0083	555.7993	2.55	L4	−0.004	0.082	9.65e-01	0.996	—
FT0078	444.6555	3.86	L4	−0.004	0.093	9.69e-01	0.996	—
FT0040	337.6095	1.20	L3	−0.003	0.092	9.70e-01	0.996	—
FT0202	836.8139	2.28	L4	+0.003	0.079	9.70e-01	0.996	—
FT0177	181.4624	7.68	L4	−0.002	0.061	9.70e-01	0.996	—
FT0250	898.7857	4.86	L2	−0.003	0.089	9.73e-01	0.996	—
FT0134	806.7753	4.32	L2	−0.003	0.085	9.73e-01	0.996	—
FT0017	282.9677	11.14	L2	+0.003	0.079	9.74e-01	0.996	—
FT0377	753.3014	10.96	L2	−0.003	0.076	9.74e-01	0.996	—
FT0152	458.3798	11.37	L4	−0.003	0.114	9.77e-01	0.996	—
FT0115	660.5933	5.42	L4	−0.002	0.084	9.78e-01	0.996	—
FT0002	94.8828	1.02	L4	−0.002	0.083	9.79e-01	0.996	—
FT0254	281.3164	8.31	L4	+0.003	0.133	9.80e-01	0.996	—
FT0350	534.6967	2.51	L3	−0.002	0.080	9.83e-01	0.996	—
FT0161	604.2774	10.13	L4	−0.002	0.099	9.85e-01	0.996	—
FT0272	305.2126	12.53	L3	−0.002	0.093	9.87e-01	0.996	—
FT0312	558.8092	7.97	L3	−0.001	0.094	9.89e-01	0.996	—
FT0164	357.7772	5.01	L4	−0.001	0.089	9.89e-01	0.996	—
FT0019	440.0504	11.94	L4	−0.001	0.087	9.92e-01	0.996	—
FT0333	788.0168	10.59	L4	+0.001	0.089	9.94e-01	0.996	—
FT0332	254.9811	12.05	L4	−0.000	0.123	9.97e-01	0.997	—

6 · Resting heart rate (bpm)

One linear model per feature: feature ~ resting_hr + age + sex + bmi, with Benjamini-Hochberg control across the 384 curated features. Estimates are log2 abundance change per standard deviation of the outcome.

features at FDR 0.05

3.1e-19

smallest p

120

samples modelled

Volcano plot of feature associations with Resting heart rate (bpm) — Effect size against -log10 p-value. Colour only shows direction, and the dashed line marks the FDR cutoff.

Effect estimates with 95% intervals for Resting heart rate (bpm) — Strongest associations with 95% confidence intervals.

All features

384 of 384 features shown

Feature	m/z	RT (min)	Level	Estimate	SE	p	q	FDR hit
FT0254	281.3164	8.31	L4	−1.028	0.095	3.13e-19	0.000	yes
FT0332	254.9811	12.05	L4	−0.878	0.095	1.36e-15	0.000	yes
FT0286	849.4042	10.23	L1	−0.874	0.109	8.32e-13	0.000	yes
FT0151	254.0458	12.06	L3	+0.701	0.117	2.18e-08	0.000	yes
FT0158	281.7869	5.19	L4	+0.272	0.070	1.56e-04	0.012	yes
FT0209	555.6950	6.32	L4	−0.237	0.083	5.18e-03	0.332	—
FT0210	449.9247	10.19	L4	+0.188	0.075	1.34e-02	0.596	—
FT0166	713.8847	2.36	L2	−0.175	0.071	1.45e-02	0.596	—
FT0034	339.8459	5.31	L4	+0.215	0.087	1.51e-02	0.596	—
FT0097	227.8261	10.24	L2	+0.179	0.073	1.55e-02	0.596	—
FT0372	373.8261	13.75	L4	+0.156	0.071	2.93e-02	0.859	—
FT0010	349.2093	1.25	L4	−0.183	0.084	3.05e-02	0.859	—
FT0356	278.0362	11.39	L4	+0.205	0.095	3.30e-02	0.859	—
FT0345	734.6019	7.46	L2	−0.212	0.099	3.33e-02	0.859	—
FT0294	831.0038	4.82	L4	−0.209	0.097	3.36e-02	0.859	—
FT0111	789.5902	2.19	L4	−0.199	0.096	4.14e-02	0.897	—
FT0065	580.2458	6.36	L4	+0.204	0.099	4.23e-02	0.897	—
FT0234	778.9593	9.94	L4	+0.156	0.076	4.37e-02	0.897	—
FT0181	169.9937	1.20	L4	+0.199	0.098	4.47e-02	0.897	—
FT0073	817.7102	2.49	L4	−0.147	0.073	4.67e-02	0.897	—
FT0202	836.8139	2.28	L4	−0.153	0.080	5.70e-02	0.962	—
FT0075	723.2452	7.14	L4	−0.148	0.077	5.73e-02	0.962	—
FT0347	803.2962	13.81	L4	+0.173	0.090	5.86e-02	0.962	—
FT0304	484.7334	7.50	L4	+0.172	0.092	6.32e-02	0.962	—
FT0386	658.0025	4.81	L4	−0.146	0.080	6.86e-02	0.962	—
FT0200	544.4069	2.45	L4	+0.170	0.093	6.88e-02	0.962	—
FT0169	479.1824	10.06	L4	+0.111	0.062	7.49e-02	0.962	—
FT0162	233.6421	4.81	L3	−0.235	0.131	7.53e-02	0.962	—
FT0302	705.0015	8.54	L4	+0.158	0.089	7.88e-02	0.962	—
FT0054	364.7452	5.04	L4	+0.114	0.066	8.35e-02	0.962	—
FT0284	470.5785	12.21	L4	+0.132	0.076	8.73e-02	0.962	—
FT0256	114.2204	8.56	L4	+0.140	0.082	8.96e-02	0.962	—
FT0086	615.8800	6.10	L4	−0.138	0.081	9.00e-02	0.962	—
FT0239	838.2604	11.15	L3	+0.155	0.090	9.02e-02	0.962	—
FT0369	418.7349	1.74	L3	+0.125	0.073	9.24e-02	0.962	—
FT0266	491.6745	6.58	L2	−0.159	0.094	9.30e-02	0.962	—
FT0227	134.6963	2.60	L3	−0.126	0.074	9.34e-02	0.962	—
FT0366	758.9060	11.21	L2	+0.166	0.100	9.90e-02	0.962	—
FT0310	642.9074	13.69	L4	+0.137	0.083	1.04e-01	0.962	—
FT0138	162.8929	11.04	L3	−0.131	0.080	1.05e-01	0.962	—
FT0021	617.4718	3.98	L4	+0.135	0.083	1.07e-01	0.962	—
FT0179	327.9579	12.39	L4	+0.162	0.102	1.15e-01	0.962	—
FT0377	753.3014	10.96	L2	−0.121	0.077	1.18e-01	0.962	—
FT0011	414.6442	5.14	L2	+0.104	0.067	1.25e-01	0.962	—
FT0188	218.4074	12.33	L4	−0.118	0.077	1.27e-01	0.962	—
FT0119	730.0745	13.28	L2	−0.158	0.103	1.28e-01	0.962	—
FT0360	566.5008	13.76	L1	−0.128	0.084	1.30e-01	0.962	—
FT0027	727.6928	5.99	L3	−0.130	0.085	1.31e-01	0.962	—
FT0214	582.3156	10.78	L3	+0.126	0.083	1.31e-01	0.962	—
FT0392	231.2351	9.19	L3	−0.103	0.068	1.32e-01	0.962	—
FT0292	381.5769	10.64	L4	+0.153	0.102	1.35e-01	0.962	—
FT0164	357.7772	5.01	L4	+0.135	0.090	1.36e-01	0.962	—
FT0387	359.0494	9.96	L4	+0.152	0.101	1.36e-01	0.962	—
FT0148	718.7733	1.46	L4	+0.119	0.080	1.39e-01	0.962	—
FT0052	774.8726	8.43	L1	+0.116	0.078	1.40e-01	0.962	—
FT0142	234.5505	1.51	L4	−0.103	0.069	1.40e-01	0.962	—
FT0221	826.3507	9.40	L2	−0.109	0.077	1.60e-01	0.995	—
FT0207	521.4005	12.56	L4	−0.132	0.094	1.65e-01	0.995	—
FT0030	744.1837	7.86	L4	+0.125	0.091	1.69e-01	0.995	—
FT0216	446.6101	13.87	L3	+0.114	0.083	1.74e-01	0.995	—
FT0272	305.2126	12.53	L3	−0.128	0.094	1.78e-01	0.995	—
FT0208	527.9620	1.80	L3	+0.107	0.080	1.82e-01	0.995	—
FT0058	212.8551	10.22	L4	−0.104	0.078	1.84e-01	0.995	—
FT0082	881.2101	12.14	L4	+0.123	0.094	1.92e-01	0.995	—
FT0290	316.2129	13.62	L2	−0.107	0.082	1.93e-01	0.995	—
FT0298	690.2999	13.71	L4	−0.135	0.104	1.94e-01	0.995	—
FT0078	444.6555	3.86	L4	+0.122	0.094	1.96e-01	0.995	—
FT0226	224.0564	11.06	L1	−0.096	0.075	2.05e-01	0.995	—
FT0351	667.0043	9.56	L4	−0.117	0.093	2.11e-01	0.995	—
FT0231	746.9417	6.27	L4	+0.092	0.073	2.11e-01	0.995	—
FT0085	733.9357	8.79	L4	−0.109	0.088	2.18e-01	0.995	—
FT0088	157.4189	11.60	L4	−0.104	0.084	2.19e-01	0.995	—
FT0139	828.4167	11.80	L4	+0.126	0.103	2.21e-01	0.995	—
FT0120	428.8473	10.32	L2	+0.097	0.080	2.31e-01	0.995	—
FT0224	135.9008	12.46	L3	−0.090	0.075	2.31e-01	0.995	—
FT0155	861.3306	4.03	L3	+0.145	0.122	2.38e-01	0.995	—
FT0129	671.2569	6.21	L2	−0.099	0.085	2.48e-01	0.995	—
FT0328	689.7521	1.01	L3	+0.101	0.088	2.49e-01	0.995	—
FT0389	414.5686	4.81	L4	−0.090	0.079	2.54e-01	0.995	—
FT0093	884.0138	9.53	L4	+0.086	0.075	2.56e-01	0.995	—
FT0264	129.5580	4.49	L4	+0.108	0.095	2.58e-01	0.995	—
FT0108	218.4107	3.65	L2	+0.084	0.075	2.65e-01	0.995	—
FT0128	228.9212	13.49	L4	+0.082	0.074	2.71e-01	0.995	—
FT0212	568.0994	3.88	L3	−0.095	0.086	2.72e-01	0.995	—
FT0062	447.3062	6.70	L4	+0.082	0.074	2.72e-01	0.995	—
FT0183	775.3751	3.83	L3	−0.085	0.077	2.73e-01	0.995	—
FT0019	440.0504	11.94	L4	−0.097	0.088	2.76e-01	0.995	—
FT0190	757.7711	5.76	L4	+0.078	0.073	2.83e-01	0.995	—
FT0260	379.8192	12.22	L4	+0.096	0.090	2.91e-01	0.995	—
FT0168	152.3012	12.13	L4	−0.089	0.085	2.95e-01	0.995	—
FT0159	413.7341	1.13	L1	−0.082	0.078	2.99e-01	0.995	—
FT0059	490.2034	12.26	L4	−0.087	0.083	2.99e-01	0.995	—
FT0380	151.1690	2.30	L4	+0.099	0.095	3.03e-01	0.995	—
FT0283	749.0985	3.68	L3	+0.086	0.084	3.07e-01	0.995	—
FT0080	516.4414	11.76	L3	+0.098	0.095	3.08e-01	0.995	—
FT0017	282.9677	11.14	L2	+0.081	0.080	3.10e-01	0.995	—
FT0274	182.8204	10.75	L4	+0.116	0.114	3.11e-01	0.995	—
FT0265	610.0583	8.27	L2	−0.073	0.072	3.12e-01	0.995	—
FT0038	236.0893	6.89	L3	+0.078	0.077	3.13e-01	0.995	—
FT0031	734.0153	11.55	L4	+0.083	0.082	3.15e-01	0.995	—
FT0069	847.2235	11.02	L1	−0.077	0.077	3.18e-01	0.995	—
FT0273	118.9817	9.10	L3	+0.081	0.082	3.23e-01	0.995	—
FT0192	154.8353	4.76	L4	+0.090	0.092	3.28e-01	0.995	—
FT0115	660.5933	5.42	L4	+0.083	0.085	3.29e-01	0.995	—
FT0087	275.9021	6.61	L4	+0.060	0.062	3.34e-01	0.995	—
FT0362	237.2082	11.92	L2	−0.089	0.092	3.36e-01	0.995	—
FT0084	445.3236	1.29	L3	−0.077	0.081	3.41e-01	0.995	—
FT0329	801.4742	7.08	L1	−0.088	0.093	3.49e-01	0.995	—
FT0137	610.0826	3.90	L4	+0.071	0.076	3.50e-01	0.995	—
FT0036	722.6758	11.17	L3	−0.089	0.095	3.51e-01	0.995	—
FT0113	330.4567	8.82	L4	+0.080	0.086	3.54e-01	0.995	—
FT0177	181.4624	7.68	L4	−0.057	0.061	3.55e-01	0.995	—
FT0117	207.5366	10.15	L4	+0.079	0.087	3.61e-01	0.995	—
FT0098	345.0480	11.03	L2	+0.088	0.096	3.62e-01	0.995	—
FT0317	329.1161	13.18	L4	−0.090	0.099	3.65e-01	0.995	—
FT0321	294.1384	3.60	L4	−0.063	0.070	3.68e-01	0.995	—
FT0288	694.1486	9.79	L4	+0.072	0.080	3.70e-01	0.995	—
FT0359	781.7312	1.58	L3	−0.081	0.090	3.72e-01	0.995	—
FT0201	440.1142	8.65	L2	+0.091	0.102	3.75e-01	0.995	—
FT0124	657.1179	7.59	L3	+0.067	0.076	3.76e-01	0.995	—
FT0055	594.3469	13.76	L2	−0.075	0.084	3.78e-01	0.995	—
FT0150	647.1105	9.21	L3	−0.074	0.085	3.88e-01	0.995	—
FT0023	574.9172	1.70	L4	−0.073	0.084	3.88e-01	0.995	—
FT0277	396.7153	4.76	L2	+0.068	0.079	3.89e-01	0.995	—
FT0104	762.0528	10.40	L4	−0.085	0.099	3.93e-01	0.995	—
FT0285	161.5839	10.02	L2	−0.075	0.088	3.94e-01	0.995	—
FT0146	108.2920	10.94	L4	+0.067	0.079	3.95e-01	0.995	—
FT0306	470.8914	8.96	L2	+0.075	0.089	3.99e-01	0.995	—
FT0327	852.4878	8.11	L1	−0.069	0.083	4.05e-01	0.995	—
FT0244	579.4165	13.50	L1	+0.085	0.103	4.12e-01	0.995	—
FT0295	164.6425	2.12	L3	+0.071	0.087	4.13e-01	0.995	—
FT0013	602.1112	12.87	L3	−0.067	0.081	4.14e-01	0.995	—
FT0204	692.8257	9.76	L2	−0.055	0.067	4.14e-01	0.995	—
FT0257	85.1875	11.54	L4	+0.080	0.098	4.17e-01	0.995	—
FT0367	392.3938	6.10	L4	−0.075	0.092	4.19e-01	0.995	—
FT0219	206.7517	8.54	L4	+0.056	0.069	4.20e-01	0.995	—
FT0134	806.7753	4.32	L2	−0.070	0.087	4.23e-01	0.995	—
FT0152	458.3798	11.37	L4	+0.092	0.115	4.25e-01	0.995	—
FT0049	204.8598	13.78	L4	−0.074	0.092	4.27e-01	0.995	—
FT0320	761.8926	12.22	L4	−0.059	0.074	4.28e-01	0.995	—
FT0165	484.7610	9.56	L1	+0.058	0.073	4.29e-01	0.995	—
FT0079	471.3040	11.01	L3	−0.082	0.103	4.30e-01	0.995	—
FT0361	446.1436	10.94	L4	−0.069	0.087	4.30e-01	0.995	—
FT0068	817.2967	1.93	L4	+0.045	0.056	4.31e-01	0.995	—
FT0246	490.7136	9.99	L1	+0.069	0.088	4.32e-01	0.995	—
FT0004	328.9933	13.80	L3	−0.074	0.094	4.34e-01	0.995	—
FT0395	524.4963	4.99	L4	+0.055	0.070	4.35e-01	0.995	—
FT0066	546.3270	6.54	L4	−0.070	0.090	4.38e-01	0.995	—
FT0060	545.6615	1.19	L3	−0.066	0.085	4.45e-01	0.995	—
FT0217	203.0563	0.84	L3	+0.066	0.087	4.49e-01	0.995	—
FT0167	570.9387	11.92	L3	−0.055	0.072	4.50e-01	0.995	—
FT0363	534.5338	5.18	L4	−0.055	0.073	4.52e-01	0.995	—
FT0018	695.5823	2.09	L3	−0.068	0.091	4.58e-01	0.995	—
FT0173	633.1333	13.39	L2	−0.066	0.089	4.62e-01	0.995	—
FT0252	391.8292	12.80	L4	+0.065	0.088	4.62e-01	0.995	—
FT0342	294.9321	13.21	L4	−0.062	0.084	4.63e-01	0.995	—
FT0259	153.5498	5.31	L2	+0.069	0.095	4.67e-01	0.995	—
FT0371	707.7610	7.34	L3	−0.066	0.090	4.68e-01	0.995	—
FT0220	232.8457	2.34	L4	−0.054	0.075	4.69e-01	0.995	—
FT0225	435.5237	10.29	L4	+0.052	0.072	4.69e-01	0.995	—
FT0184	444.8901	9.40	L4	−0.064	0.088	4.70e-01	0.995	—
FT0161	604.2774	10.13	L4	−0.073	0.100	4.70e-01	0.995	—
FT0222	774.4264	11.96	L2	+0.056	0.077	4.71e-01	0.995	—
FT0008	503.0359	9.08	L3	+0.069	0.095	4.71e-01	0.995	—
FT0035	252.6178	10.38	L4	+0.061	0.085	4.77e-01	0.995	—
FT0116	265.5080	7.33	L4	+0.059	0.083	4.79e-01	0.995	—
FT0135	796.1719	11.12	L4	−0.051	0.073	4.84e-01	0.995	—
FT0258	884.9406	9.42	L4	−0.054	0.077	4.87e-01	0.995	—
FT0096	484.9523	1.65	L4	+0.058	0.083	4.89e-01	0.995	—
FT0268	437.4848	10.18	L4	+0.069	0.100	4.91e-01	0.995	—
FT0143	495.5951	1.70	L4	−0.059	0.085	4.92e-01	0.995	—
FT0383	335.3453	8.08	L1	+0.059	0.088	5.04e-01	0.995	—
FT0313	738.6039	3.10	L4	+0.058	0.087	5.04e-01	0.995	—
FT0160	407.4016	1.76	L3	+0.065	0.097	5.04e-01	0.995	—
FT0314	400.2595	3.00	L3	+0.052	0.079	5.07e-01	0.995	—
FT0241	148.0324	10.95	L4	+0.063	0.095	5.07e-01	0.995	—
FT0033	443.5451	7.07	L3	−0.055	0.084	5.10e-01	0.995	—
FT0303	242.6188	7.55	L3	+0.061	0.092	5.11e-01	0.995	—
FT0322	176.4235	6.68	L4	−0.059	0.089	5.12e-01	0.995	—
FT0316	406.2678	10.33	L3	+0.052	0.079	5.12e-01	0.995	—
FT0293	148.4507	8.25	L4	+0.055	0.085	5.16e-01	0.995	—
FT0348	655.2889	10.63	L4	−0.050	0.076	5.16e-01	0.995	—
FT0203	591.2847	9.90	L4	−0.071	0.109	5.19e-01	0.995	—
FT0174	816.7588	3.43	L2	+0.055	0.087	5.29e-01	0.995	—
FT0056	528.7541	11.41	L4	+0.055	0.087	5.30e-01	0.995	—
FT0281	789.5392	7.86	L1	−0.050	0.080	5.32e-01	0.995	—
FT0067	148.3089	11.20	L3	+0.058	0.093	5.36e-01	0.995	—
FT0355	817.0016	8.72	L4	−0.043	0.070	5.38e-01	0.995	—
FT0381	782.6062	3.37	L1	−0.050	0.082	5.38e-01	0.995	—
FT0393	833.4613	1.69	L4	+0.048	0.079	5.44e-01	0.995	—
FT0211	240.3125	6.09	L2	−0.049	0.081	5.44e-01	0.995	—
FT0394	375.0074	5.35	L4	−0.050	0.082	5.45e-01	0.995	—
FT0076	589.6119	7.20	L3	+0.048	0.080	5.51e-01	0.995	—
FT0189	582.0301	6.71	L4	+0.042	0.070	5.54e-01	0.995	—
FT0185	210.7220	5.43	L2	+0.044	0.075	5.56e-01	0.995	—
FT0050	318.5374	0.74	L3	+0.052	0.088	5.59e-01	0.995	—
FT0384	522.9364	1.83	L4	−0.048	0.082	5.59e-01	0.995	—
FT0368	594.8382	11.37	L3	−0.047	0.081	5.63e-01	0.995	—
FT0323	553.8230	0.81	L4	−0.057	0.098	5.63e-01	0.995	—
FT0006	890.9733	8.10	L1	−0.050	0.087	5.63e-01	0.995	—
FT0350	534.6967	2.51	L3	−0.047	0.082	5.64e-01	0.995	—
FT0171	285.6148	7.79	L3	−0.053	0.094	5.72e-01	0.995	—
FT0196	586.1874	7.59	L4	+0.053	0.094	5.74e-01	0.995	—
FT0301	274.4931	7.93	L4	+0.046	0.083	5.78e-01	0.995	—
FT0063	98.6434	1.53	L3	−0.045	0.081	5.80e-01	0.995	—
FT0337	784.5514	2.19	L4	−0.038	0.070	5.81e-01	0.995	—
FT0269	659.9947	5.37	L2	−0.048	0.087	5.82e-01	0.995	—
FT0199	433.7936	13.73	L4	+0.038	0.069	5.82e-01	0.995	—
FT0014	429.8807	5.84	L4	+0.034	0.062	5.83e-01	0.995	—
FT0330	260.6630	9.90	L4	−0.041	0.074	5.84e-01	0.995	—
FT0232	396.7641	5.60	L4	−0.059	0.107	5.85e-01	0.995	—
FT0002	94.8828	1.02	L4	−0.046	0.084	5.85e-01	0.995	—
FT0233	656.9593	8.72	L4	+0.054	0.100	5.89e-01	0.995	—
FT0218	658.2657	5.34	L2	−0.049	0.091	5.89e-01	0.995	—
FT0378	664.6368	6.89	L4	+0.048	0.088	5.90e-01	0.995	—
FT0275	703.3799	4.85	L4	+0.043	0.080	5.90e-01	0.995	—
FT0291	252.8501	12.95	L2	+0.041	0.076	5.91e-01	0.995	—
FT0198	664.5390	9.38	L2	−0.041	0.077	5.95e-01	0.995	—
FT0180	800.6479	3.84	L3	−0.035	0.065	5.96e-01	0.995	—
FT0107	90.1552	11.64	L2	−0.044	0.083	5.98e-01	0.995	—
FT0373	564.3503	3.83	L1	+0.055	0.104	6.01e-01	0.995	—
FT0028	101.3070	10.54	L4	−0.041	0.079	6.06e-01	0.995	—
FT0112	811.8104	10.09	L3	+0.040	0.077	6.08e-01	0.995	—
FT0333	788.0168	10.59	L4	−0.046	0.091	6.12e-01	0.995	—
FT0083	555.7993	2.55	L4	+0.042	0.083	6.14e-01	0.995	—
FT0039	347.5895	1.67	L3	−0.047	0.093	6.14e-01	0.995	—
FT0100	586.2711	2.24	L3	−0.053	0.106	6.15e-01	0.995	—
FT0300	213.0229	9.65	L4	+0.035	0.072	6.22e-01	0.995	—
FT0398	401.6277	1.28	L3	+0.040	0.081	6.24e-01	0.995	—
FT0396	156.1249	11.41	L3	+0.045	0.092	6.26e-01	0.995	—
FT0385	346.0292	7.60	L4	+0.044	0.089	6.26e-01	0.995	—
FT0307	729.9719	7.83	L4	−0.037	0.076	6.29e-01	0.995	—
FT0048	469.0076	12.90	L2	+0.042	0.087	6.31e-01	0.995	—
FT0326	225.8436	4.31	L4	+0.041	0.086	6.32e-01	0.995	—
FT0024	808.9319	0.77	L4	−0.042	0.088	6.32e-01	0.995	—
FT0242	218.4563	3.90	L2	+0.036	0.076	6.36e-01	0.995	—
FT0051	442.7070	11.38	L4	−0.048	0.100	6.36e-01	0.995	—
FT0391	817.0986	3.80	L4	−0.034	0.072	6.37e-01	0.995	—
FT0053	463.3816	13.69	L4	+0.043	0.092	6.41e-01	0.995	—
FT0262	575.2180	13.97	L2	+0.033	0.070	6.42e-01	0.995	—
FT0243	579.1327	1.31	L3	+0.040	0.086	6.44e-01	0.995	—
FT0382	567.3723	11.59	L3	−0.037	0.081	6.52e-01	0.995	—
FT0280	97.4873	11.31	L3	+0.041	0.091	6.53e-01	0.995	—
FT0005	377.6569	10.46	L4	+0.036	0.080	6.54e-01	0.995	—
FT0186	345.0829	6.93	L4	−0.047	0.105	6.55e-01	0.995	—
FT0029	689.2679	7.57	L4	+0.036	0.080	6.57e-01	0.995	—
FT0270	693.5967	4.98	L3	−0.040	0.094	6.69e-01	0.995	—
FT0156	797.3843	4.99	L4	−0.036	0.085	6.70e-01	0.995	—
FT0240	343.4369	5.18	L1	+0.036	0.084	6.70e-01	0.995	—
FT0319	431.4137	13.50	L4	−0.043	0.100	6.71e-01	0.995	—
FT0012	87.5879	3.36	L4	−0.038	0.091	6.73e-01	0.995	—
FT0334	241.6980	4.14	L4	−0.037	0.087	6.74e-01	0.995	—
FT0324	543.7981	3.65	L3	−0.032	0.077	6.78e-01	0.995	—
FT0047	517.3652	10.30	L2	−0.048	0.115	6.78e-01	0.995	—
FT0095	308.6524	2.14	L3	+0.034	0.082	6.80e-01	0.995	—
FT0325	186.1313	7.11	L4	−0.030	0.074	6.81e-01	0.995	—
FT0121	588.1189	1.42	L4	+0.037	0.093	6.88e-01	0.995	—
FT0007	247.6378	3.87	L2	+0.031	0.078	6.91e-01	0.995	—
FT0122	811.1391	0.61	L3	−0.036	0.090	6.92e-01	0.995	—
FT0157	774.4316	4.64	L3	−0.031	0.078	6.93e-01	0.995	—
FT0278	395.4773	10.78	L3	+0.028	0.071	6.96e-01	0.995	—
FT0001	530.5026	6.30	L4	−0.027	0.069	6.97e-01	0.995	—
FT0289	301.0416	13.20	L2	+0.037	0.095	6.98e-01	0.995	—
FT0215	598.6290	6.30	L3	+0.042	0.110	7.03e-01	0.995	—
FT0057	403.7644	7.54	L4	+0.032	0.084	7.04e-01	0.995	—
FT0315	118.1265	11.63	L4	+0.034	0.090	7.07e-01	0.995	—
FT0250	898.7857	4.86	L2	+0.034	0.090	7.10e-01	0.995	—
FT0015	604.8883	6.63	L4	−0.030	0.083	7.17e-01	0.995	—
FT0037	161.4206	2.95	L4	−0.030	0.086	7.25e-01	0.995	—
FT0339	220.6821	8.66	L3	−0.029	0.084	7.30e-01	0.995	—
FT0099	381.1789	3.24	L4	+0.023	0.067	7.30e-01	0.995	—
FT0127	175.3511	4.43	L4	+0.023	0.067	7.33e-01	0.995	—
FT0353	282.2641	10.29	L2	−0.032	0.093	7.35e-01	0.995	—
FT0072	285.0507	1.85	L4	+0.024	0.072	7.40e-01	0.995	—
FT0141	147.8513	12.38	L1	+0.027	0.082	7.43e-01	0.995	—
FT0223	336.0618	6.34	L4	−0.028	0.088	7.49e-01	0.995	—
FT0397	294.0596	10.81	L3	−0.027	0.084	7.51e-01	0.995	—
FT0172	780.8866	13.34	L1	+0.030	0.097	7.60e-01	0.995	—
FT0170	275.1335	13.14	L4	−0.027	0.090	7.61e-01	0.995	—
FT0237	899.8435	8.13	L4	−0.027	0.091	7.65e-01	0.995	—
FT0213	385.5789	7.31	L3	+0.021	0.073	7.68e-01	0.995	—
FT0336	557.6863	9.54	L4	+0.024	0.083	7.76e-01	0.995	—
FT0140	372.3831	7.77	L3	−0.037	0.128	7.76e-01	0.995	—
FT0318	650.8361	10.41	L4	+0.027	0.094	7.77e-01	0.995	—
FT0194	85.7551	8.65	L3	−0.023	0.081	7.77e-01	0.995	—
FT0149	503.0564	10.33	L2	+0.023	0.082	7.78e-01	0.995	—
FT0125	257.3623	4.91	L3	−0.023	0.083	7.80e-01	0.995	—
FT0045	674.9471	5.65	L4	+0.023	0.083	7.85e-01	0.995	—
FT0390	579.8011	9.91	L4	+0.018	0.068	7.87e-01	0.995	—
FT0003	571.3236	9.88	L3	+0.022	0.080	7.88e-01	0.995	—
FT0145	351.4026	1.79	L3	+0.021	0.077	7.89e-01	0.995	—
FT0094	632.0061	8.80	L4	−0.019	0.073	7.90e-01	0.995	—
FT0376	183.9119	1.56	L4	−0.022	0.084	7.95e-01	0.995	—
FT0197	800.1022	13.90	L4	−0.022	0.084	7.96e-01	0.995	—
FT0026	544.8606	6.92	L4	−0.028	0.108	7.97e-01	0.995	—
FT0312	558.8092	7.97	L3	−0.024	0.095	8.01e-01	0.995	—
FT0022	317.5134	10.19	L3	−0.020	0.081	8.02e-01	0.995	—
FT0114	599.7679	5.15	L3	−0.020	0.083	8.06e-01	0.995	—
FT0370	207.6313	10.34	L4	+0.023	0.093	8.07e-01	0.995	—
FT0296	335.1178	6.31	L4	+0.021	0.086	8.12e-01	0.995	—
FT0228	493.6000	9.79	L4	−0.018	0.076	8.15e-01	0.995	—
FT0077	285.4090	5.11	L4	−0.024	0.105	8.18e-01	0.995	—
FT0105	400.4361	12.04	L3	+0.021	0.092	8.20e-01	0.995	—
FT0271	630.4470	5.47	L4	+0.018	0.079	8.21e-01	0.995	—
FT0016	771.8810	7.49	L4	+0.017	0.074	8.24e-01	0.995	—
FT0109	324.7984	4.62	L3	+0.018	0.080	8.27e-01	0.995	—
FT0081	133.2384	9.65	L4	+0.019	0.087	8.32e-01	0.995	—
FT0193	735.2136	12.83	L3	−0.017	0.082	8.36e-01	0.995	—
FT0341	886.9715	4.95	L2	−0.017	0.081	8.37e-01	0.995	—
FT0126	385.1205	13.34	L4	−0.015	0.074	8.43e-01	0.995	—
FT0191	800.2074	9.37	L4	−0.018	0.094	8.46e-01	0.995	—
FT0130	629.5016	4.58	L4	−0.015	0.076	8.48e-01	0.995	—
FT0133	166.3784	4.68	L3	+0.018	0.096	8.49e-01	0.995	—
FT0238	233.7207	13.46	L1	−0.015	0.077	8.50e-01	0.995	—
FT0346	133.5398	9.39	L4	+0.015	0.082	8.51e-01	0.995	—
FT0343	386.4187	5.97	L2	−0.018	0.095	8.53e-01	0.995	—
FT0354	720.8262	6.81	L3	+0.014	0.079	8.58e-01	0.995	—
FT0025	168.8954	5.31	L1	−0.016	0.091	8.61e-01	0.995	—
FT0276	501.2957	13.50	L4	−0.013	0.075	8.61e-01	0.995	—
FT0020	199.4006	13.98	L4	+0.016	0.092	8.62e-01	0.995	—
FT0249	457.8433	7.08	L4	−0.015	0.091	8.65e-01	0.995	—
FT0331	253.9728	3.25	L2	+0.018	0.108	8.66e-01	0.995	—
FT0147	132.6808	10.69	L4	+0.012	0.074	8.66e-01	0.995	—
FT0042	142.9958	11.83	L3	−0.015	0.088	8.70e-01	0.995	—
FT0205	383.6496	12.63	L4	+0.018	0.113	8.71e-01	0.995	—
FT0089	523.7500	3.27	L4	+0.012	0.074	8.73e-01	0.995	—
FT0230	665.8743	7.07	L2	−0.012	0.080	8.77e-01	0.995	—
FT0282	612.3876	5.75	L3	+0.013	0.085	8.77e-01	0.995	—
FT0178	551.2936	3.65	L2	−0.011	0.071	8.80e-01	0.995	—
FT0118	132.0056	11.64	L4	+0.014	0.096	8.83e-01	0.995	—
FT0000	250.5808	4.35	L4	−0.012	0.079	8.84e-01	0.995	—
FT0338	334.1739	1.03	L3	+0.011	0.072	8.84e-01	0.995	—
FT0344	340.0469	10.17	L4	+0.010	0.072	8.86e-01	0.995	—
FT0335	86.2447	9.44	L4	+0.012	0.086	8.87e-01	0.995	—
FT0340	832.9614	10.46	L4	+0.012	0.085	8.88e-01	0.995	—
FT0375	878.4948	7.32	L4	−0.013	0.093	8.88e-01	0.995	—
FT0229	288.6107	13.95	L4	−0.014	0.102	8.89e-01	0.995	—
FT0311	185.3852	5.47	L3	−0.011	0.076	8.89e-01	0.995	—
FT0163	782.1345	9.72	L3	−0.011	0.083	8.94e-01	0.995	—
FT0308	652.5591	2.71	L3	−0.009	0.069	9.00e-01	0.995	—
FT0153	337.0565	3.00	L2	−0.010	0.085	9.03e-01	0.995	—
FT0309	163.6047	0.82	L4	−0.010	0.079	9.04e-01	0.995	—
FT0263	687.5645	1.91	L3	+0.009	0.077	9.04e-01	0.995	—
FT0032	219.3586	9.17	L4	+0.010	0.081	9.04e-01	0.995	—
FT0364	221.2234	2.37	L3	−0.010	0.082	9.05e-01	0.995	—
FT0349	797.8735	10.33	L3	−0.008	0.071	9.09e-01	0.995	—
FT0044	801.3460	1.42	L4	−0.010	0.088	9.09e-01	0.995	—
FT0092	187.2490	7.11	L3	+0.010	0.088	9.13e-01	0.995	—
FT0261	131.1325	8.55	L4	−0.010	0.093	9.16e-01	0.995	—
FT0132	599.0003	3.93	L2	−0.009	0.087	9.16e-01	0.995	—
FT0255	334.5677	11.35	L4	−0.009	0.089	9.18e-01	0.995	—
FT0175	393.9817	13.04	L2	+0.007	0.072	9.18e-01	0.995	—
FT0195	174.5893	6.78	L4	−0.008	0.077	9.20e-01	0.995	—
FT0136	765.6525	5.73	L4	+0.008	0.082	9.22e-01	0.995	—
FT0040	337.6095	1.20	L3	+0.009	0.094	9.24e-01	0.995	—
FT0297	824.6516	0.90	L2	+0.007	0.078	9.24e-01	0.995	—
FT0144	832.5383	10.27	L3	−0.009	0.102	9.31e-01	0.995	—
FT0101	430.2815	2.35	L4	−0.007	0.085	9.32e-01	0.995	—
FT0187	699.7455	11.31	L4	+0.007	0.080	9.35e-01	0.995	—
FT0236	326.3576	0.77	L4	−0.007	0.087	9.36e-01	0.995	—
FT0074	401.6484	11.48	L4	+0.007	0.093	9.39e-01	0.995	—
FT0102	439.7820	9.77	L4	−0.006	0.074	9.40e-01	0.995	—
FT0090	777.8121	13.18	L4	+0.006	0.083	9.47e-01	0.995	—
FT0245	252.6667	12.33	L4	+0.005	0.076	9.50e-01	0.995	—
FT0287	888.6012	0.62	L2	−0.004	0.073	9.53e-01	0.995	—
FT0267	553.1025	4.92	L4	+0.005	0.098	9.57e-01	0.995	—
FT0009	684.5918	3.81	L4	−0.004	0.076	9.62e-01	0.995	—
FT0379	461.4549	8.33	L4	+0.004	0.084	9.62e-01	0.995	—
FT0399	364.1066	8.12	L2	+0.004	0.091	9.65e-01	0.995	—
FT0358	545.9876	9.14	L4	+0.004	0.084	9.66e-01	0.995	—
FT0235	603.6648	3.06	L4	+0.004	0.098	9.68e-01	0.995	—
FT0064	245.1883	4.92	L4	−0.003	0.085	9.69e-01	0.995	—
FT0247	151.2710	3.86	L4	+0.002	0.080	9.76e-01	0.995	—
FT0103	537.5398	3.31	L3	+0.002	0.086	9.82e-01	0.995	—
FT0176	880.6439	13.02	L4	+0.002	0.093	9.84e-01	0.995	—
FT0374	878.0761	4.84	L4	+0.002	0.092	9.84e-01	0.995	—
FT0357	166.7788	13.56	L1	−0.002	0.090	9.86e-01	0.995	—
FT0110	353.9114	8.75	L4	+0.001	0.070	9.87e-01	0.995	—
FT0041	298.8801	12.62	L3	+0.001	0.085	9.88e-01	0.995	—
FT0352	497.6888	3.03	L1	+0.001	0.083	9.89e-01	0.995	—
FT0071	285.1506	5.00	L4	+0.001	0.090	9.90e-01	0.995	—
FT0248	751.2569	0.69	L4	+0.001	0.074	9.90e-01	0.995	—
FT0299	322.0825	13.00	L3	+0.001	0.094	9.93e-01	0.995	—
FT0043	255.5327	13.40	L4	+0.000	0.073	9.97e-01	0.997	—

Appendix · Planted effects

These are the associations the simulator wrote into the data, listed so the results can be checked against them. The pipeline should recover these and not much else.

Feature	Outcome	True effect	Result
FT0155	Daily step count	-0.611	recovered
FT0047	Sleep efficiency (%)	+0.565	recovered
FT0286	Resting heart rate (bpm)	-0.745	recovered
FT0051	Daily step count	+0.797	recovered
FT0205	Sleep efficiency (%)	-0.887	recovered
FT0254	Resting heart rate (bpm)	-1.015	recovered
FT0162	Daily step count	+0.833	recovered
FT0160	Sleep efficiency (%)	+0.509	recovered
FT0332	Resting heart rate (bpm)	-1.024	recovered
FT0140	Daily step count	-0.843	recovered
FT0235	Sleep efficiency (%)	-0.633	recovered
FT0151	Resting heart rate (bpm)	+0.716	recovered