CompaRNA - on-line benchmarks of RNA structure prediction methods

Laboratory of Structural Bioinformatics @ Adam Mickiewicz University in Poznan

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Overview

Metric	TurboFold(20)		NanoFolder
MCC	0.729	>	0.152
Average MCC ± 95% Confidence Intervals	0.732 ± 0.026	>	0.151 ± 0.030
Sensitivity	0.674	>	0.174
Positive Predictive Value	0.789	>	0.135
Total TP	3518	>	910
Total TN	2961820	>	2959560
Total FP	1204	<	5926
Total FP CONTRA	141	<	786
Total FP INCONS	800	<	5023
Total FP COMP	263	>	117
Total FN	1699	<	4307
P-value	3.56938820447e-08

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Performance plots

Comparison of performance of TurboFold(20) and NanoFolder. Positive Predictive Value (PPV) is plotted against sensitivity. Each dot represents a single test of each method. See tables below for raw data (individual counts for TurboFold(20) and NanoFolder).
Average Matthews Correlation Coefficients (MCC) with 95% confidence intervals (CIs) were plotted for different RNA families, for which at least 3 members were present in the benchmarking dataset. 'n' denotes the number of MCCs used to calculate the average and CI. See tables below for raw data (individual counts for TurboFold(20) and NanoFolder).
Comparison of average Matthews Correlation Coefficients (MCCs) for TurboFold(20) and NanoFolder. The whiskers correspond to 95% confidence intervals (CIs). 'n' denotes the number of MCCs used to calculate average MCCs and CIs. See tables below for raw data (individual counts for TurboFold(20) and NanoFolder).

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Performance of TurboFold(20) - scored higher in this pairwise comparison

1. Total counts & total scores for TurboFold(20)

Total Base Pair Counts
Total TP	3518
Total TN	2961820
Total FP	1204
Total FP CONTRA	141
Total FP INCONS	800
Total FP COMP	263
Total FN	1699

Total Scores
MCC	0.729
Average MCC ± 95% Confidence Intervals	0.732 ± 0.026
Sensitivity	0.674
Positive Predictive Value	0.789
Nr of predictions	51

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2. Individual counts for TurboFold(20) [ download as .csv ]

RNA Chain	Rfam family	MCC	SENS	PPV	TP	TN	FP	FP CONTRA	FP INCONS	FP COMP	FN
ASE_00083	RNaseP_bact_a links to Rfam database...	0.83	0.77	0.89	85	62386	12	0	10	2	25
ASE_00185	RNaseP_bact_a links to Rfam database...	0.77	0.72	0.84	92	73426	23	1	17	5	36
ASE_00190	RNaseP_bact_b links to Rfam database...	0.64	0.52	0.78	47	45391	16	1	12	3	43
ASE_00221	RNaseP_bact_a links to Rfam database...	0.76	0.68	0.85	79	64527	19	1	13	5	38
ASE_00228	RNaseP_bact_a links to Rfam database...	0.80	0.76	0.84	65	46894	17	3	9	5	21
ASE_00229	RNaseP_bact_a links to Rfam database...	0.76	0.74	0.78	64	42404	20	5	13	2	23
ASE_00231	RNaseP_bact_a links to Rfam database...	0.81	0.78	0.84	75	47806	15	4	10	1	21
ASE_00234	RNaseP_bact_a links to Rfam database...	0.67	0.58	0.77	75	75369	25	2	20	3	54
ASE_00238	RNaseP_bact_a links to Rfam database...	0.71	0.65	0.78	74	64166	24	4	17	3	40
ASE_00248	RNaseP_bact_a links to Rfam database...	0.71	0.65	0.77	74	62385	26	0	22	4	40
ASE_00254	RNaseP_bact_a links to Rfam database...	0.83	0.78	0.88	64	36783	16	3	6	7	18
ASE_00255	RNaseP_bact_a links to Rfam database...	0.72	0.65	0.79	85	74583	25	2	21	2	45
ASE_00257	RNaseP_bact_a links to Rfam database...	0.78	0.73	0.84	71	50955	19	1	13	5	26
ASE_00267	RNaseP_bact_a links to Rfam database...	0.75	0.68	0.83	60	45078	22	0	12	10	28
ASE_00270	RNaseP_bact_a links to Rfam database...	0.74	0.69	0.79	88	72279	28	2	21	5	40
ASE_00274	RNaseP_bact_a links to Rfam database...	0.66	0.56	0.77	58	55536	21	3	14	4	45
ASE_00277	RNaseP_bact_a links to Rfam database...	0.71	0.62	0.81	56	48136	15	1	12	2	35
ASE_00279	RNaseP_bact_a links to Rfam database...	0.79	0.73	0.85	74	53214	17	2	11	4	27
ASE_00285	RNaseP_bact_a links to Rfam database...	0.76	0.69	0.84	84	68906	23	2	14	7	38
ASE_00287	RNaseP_bact_a links to Rfam database...	0.78	0.72	0.84	74	54858	19	2	12	5	29
ASE_00294	RNaseP_bact_a links to Rfam database...	0.82	0.74	0.91	127	114342	18	1	11	6	44
ASE_00298	RNaseP_bact_a links to Rfam database...	0.55	0.49	0.63	55	67441	34	1	31	2	58
ASE_00318	RNaseP_bact_b links to Rfam database...	0.76	0.70	0.83	83	80100	24	5	12	7	35
ASE_00335	RNaseP_bact_b links to Rfam database...	0.78	0.72	0.83	84	75365	26	5	12	9	32
ASE_00340	RNaseP_bact_a links to Rfam database...	0.76	0.74	0.79	63	45976	24	4	13	7	22
ASE_00367	RNaseP_bact_a links to Rfam database...	0.73	0.69	0.79	59	42996	26	0	16	10	27
ASE_00370	RNaseP_bact_a links to Rfam database...	0.83	0.77	0.89	65	41832	15	0	8	7	19
ASE_00372	RNaseP_bact_a links to Rfam database...	0.69	0.64	0.74	64	51916	25	3	20	2	36
ASE_00376	RNaseP_bact_a links to Rfam database...	0.71	0.68	0.76	71	56859	26	1	22	3	34
ASE_00377	RNaseP_bact_a links to Rfam database...	0.83	0.79	0.87	85	57532	18	2	11	5	22
ASE_00386	RNaseP_bact_a links to Rfam database...	0.79	0.76	0.82	73	50314	21	0	16	5	23
ASE_00393	RNaseP_bact_a links to Rfam database...	0.66	0.59	0.74	55	47821	26	1	18	7	38
ASE_00412	RNaseP_bact_a links to Rfam database...	0.67	0.63	0.73	66	58220	28	3	22	3	39
ASE_00413	RNaseP_bact_a links to Rfam database...	0.69	0.67	0.71	54	44475	26	5	17	4	27
ASE_00416	RNaseP_bact_a links to Rfam database...	0.79	0.76	0.82	97	77303	29	3	18	8	30
ASE_00422	RNaseP_bact_a links to Rfam database...	0.80	0.78	0.83	73	46883	21	3	12	6	21
ASE_00428	RNaseP_bact_a links to Rfam database...	0.77	0.74	0.81	92	76522	28	3	19	6	33
ASE_00430	RNaseP_bact_a links to Rfam database...	0.75	0.74	0.77	72	46877	23	5	17	1	25
ASE_00437	RNaseP_bact_a links to Rfam database...	0.55	0.50	0.62	67	79293	43	1	40	2	68
ASE_00451	RNaseP_bact_a links to Rfam database...	0.76	0.70	0.82	88	70769	24	1	18	5	37
PDB_00571	tRNA links to Rfam database...	0.85	0.76	0.95	19	3301	1	1	0	0	6
PDB_00828	Purine links to Rfam database...	0.86	0.74	1.00	20	2465	0	0	0	0	7
TMR_00123	tmRNA links to Rfam database...	0.66	0.60	0.72	61	66345	29	3	21	5	40
TMR_00399	tmRNA links to Rfam database...	0.44	0.41	0.46	39	64896	52	12	33	7	55
TMR_00443	tmRNA links to Rfam database...	0.61	0.57	0.66	59	67071	35	5	26	4	45
TMR_00469	tmRNA links to Rfam database...	0.78	0.74	0.83	74	64531	24	5	10	9	26
TMR_00519	tmRNA links to Rfam database...	0.52	0.48	0.56	46	63108	47	11	25	11	49
TMR_00528	tmRNA links to Rfam database...	0.54	0.52	0.57	50	63102	48	12	26	10	47
TMR_00571	tmRNA links to Rfam database...	0.78	0.73	0.84	72	60640	27	2	12	13	27
TMR_00584	tmRNA links to Rfam database...	0.78	0.71	0.86	69	60995	21	3	8	10	28
TMR_00703	tmRNA links to Rfam database...	0.81	0.73	0.90	72	67448	13	1	7	5	27

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Performance of NanoFolder - scored lower in this pairwise comparison

1. Total counts & total scores for NanoFolder

Total Base Pair Counts
Total TP	910
Total TN	2959560
Total FP	5926
Total FP CONTRA	786
Total FP INCONS	5023
Total FP COMP	117
Total FN	4307

Total Scores
MCC	0.152
Average MCC ± 95% Confidence Intervals	0.151 ± 0.030
Sensitivity	0.174
Positive Predictive Value	0.135
Nr of predictions	51

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2. Individual counts for NanoFolder [ download as .csv ]

RNA Chain	Rfam family	MCC	SENS	PPV	TP	TN	FP	FP CONTRA	FP INCONS	FP COMP	FN
ASE_00083	RNaseP_bact_a links to Rfam database...	0.22	0.25	0.20	27	62347	108	12	95	1	83
ASE_00185	RNaseP_bact_a links to Rfam database...	0.17	0.19	0.16	24	73382	134	14	116	4	104
ASE_00190	RNaseP_bact_b links to Rfam database...	0.24	0.28	0.21	25	45334	93	14	78	1	65
ASE_00221	RNaseP_bact_a links to Rfam database...	0.20	0.21	0.18	25	64484	112	10	101	1	92
ASE_00228	RNaseP_bact_a links to Rfam database...	0.05	0.06	0.04	5	46858	109	17	91	1	81
ASE_00229	RNaseP_bact_a links to Rfam database...	0.12	0.14	0.11	12	42380	97	12	82	3	75
ASE_00231	RNaseP_bact_a links to Rfam database...	0.37	0.42	0.33	40	47773	84	17	65	2	56
ASE_00234	RNaseP_bact_a links to Rfam database...	0.25	0.27	0.23	35	75315	117	10	106	1	94
ASE_00238	RNaseP_bact_a links to Rfam database...	0.26	0.30	0.23	34	64111	119	18	98	3	80
ASE_00248	RNaseP_bact_a links to Rfam database...	0.13	0.15	0.12	17	62340	124	9	115	0	97
ASE_00254	RNaseP_bact_a links to Rfam database...	0.15	0.16	0.14	13	36761	88	3	79	6	69
ASE_00255	RNaseP_bact_a links to Rfam database...	0.11	0.12	0.10	16	74530	146	16	129	1	114
ASE_00257	RNaseP_bact_a links to Rfam database...	0.37	0.42	0.33	41	50917	85	15	67	3	56
ASE_00267	RNaseP_bact_a links to Rfam database...	0.00	0.00	0.00	0	45036	115	9	105	1	88
ASE_00270	RNaseP_bact_a links to Rfam database...	0.19	0.21	0.17	27	72232	132	14	117	1	101
ASE_00274	RNaseP_bact_a links to Rfam database...	0.00	0.00	0.00	0	55487	126	12	112	2	103
ASE_00277	RNaseP_bact_a links to Rfam database...	0.10	0.12	0.08	11	48071	123	23	100	0	80
ASE_00279	RNaseP_bact_a links to Rfam database...	0.14	0.16	0.13	16	53177	109	16	92	1	85
ASE_00285	RNaseP_bact_a links to Rfam database...	0.34	0.36	0.31	44	68866	98	14	82	2	78
ASE_00287	RNaseP_bact_a links to Rfam database...	0.15	0.17	0.14	17	54824	107	14	91	2	86
ASE_00294	RNaseP_bact_a links to Rfam database...	0.12	0.13	0.12	23	114287	172	11	160	1	148
ASE_00298	RNaseP_bact_a links to Rfam database...	0.09	0.10	0.08	11	67389	129	8	120	1	102
ASE_00318	RNaseP_bact_b links to Rfam database...	0.03	0.04	0.03	5	80039	156	21	135	0	113
ASE_00335	RNaseP_bact_b links to Rfam database...	0.10	0.12	0.09	14	75304	151	22	126	3	102
ASE_00340	RNaseP_bact_a links to Rfam database...	0.06	0.07	0.05	6	45943	110	13	94	3	79
ASE_00367	RNaseP_bact_a links to Rfam database...	0.08	0.09	0.07	8	42960	110	10	93	7	78
ASE_00370	RNaseP_bact_a links to Rfam database...	0.03	0.04	0.03	3	41796	109	18	88	3	81
ASE_00372	RNaseP_bact_a links to Rfam database...	0.17	0.20	0.15	20	51871	113	19	93	1	80
ASE_00376	RNaseP_bact_a links to Rfam database...	0.00	0.00	0.00	0	56822	136	9	122	5	105
ASE_00377	RNaseP_bact_a links to Rfam database...	0.25	0.27	0.23	29	57505	98	10	86	2	78
ASE_00386	RNaseP_bact_a links to Rfam database...	0.14	0.16	0.13	15	50284	106	9	95	2	81
ASE_00393	RNaseP_bact_a links to Rfam database...	0.31	0.35	0.27	33	47773	90	18	71	1	60
ASE_00412	RNaseP_bact_a links to Rfam database...	0.15	0.17	0.14	18	58183	111	14	96	1	87
ASE_00413	RNaseP_bact_a links to Rfam database...	0.08	0.10	0.07	8	44438	108	19	86	3	73
ASE_00416	RNaseP_bact_a links to Rfam database...	0.39	0.43	0.35	54	77267	103	18	82	3	73
ASE_00422	RNaseP_bact_a links to Rfam database...	0.28	0.31	0.25	29	46856	87	9	77	1	65
ASE_00428	RNaseP_bact_a links to Rfam database...	0.24	0.26	0.22	33	76483	121	13	107	1	92
ASE_00430	RNaseP_bact_a links to Rfam database...	0.16	0.18	0.14	17	46852	102	10	92	0	80
ASE_00437	RNaseP_bact_a links to Rfam database...	0.00	0.00	0.00	0	79238	164	12	151	1	135
ASE_00451	RNaseP_bact_a links to Rfam database...	0.20	0.22	0.19	27	70731	118	8	110	0	98
PDB_00571	tRNA links to Rfam database...	-0.01	0.00	0.00	0	3286	36	6	29	1	25
PDB_00828	Purine links to Rfam database...	0.30	0.33	0.28	9	2453	23	0	23	0	18
TMR_00123	tmRNA links to Rfam database...	0.19	0.23	0.16	23	66283	126	20	104	2	78
TMR_00399	tmRNA links to Rfam database...	0.20	0.26	0.16	24	64833	130	38	85	7	70
TMR_00443	tmRNA links to Rfam database...	0.17	0.20	0.15	21	67018	126	24	98	4	83
TMR_00469	tmRNA links to Rfam database...	0.10	0.12	0.08	12	64469	145	27	112	6	88
TMR_00519	tmRNA links to Rfam database...	0.04	0.05	0.03	5	63046	141	33	106	2	90
TMR_00528	tmRNA links to Rfam database...	0.13	0.15	0.11	15	63051	131	20	104	7	82
TMR_00571	tmRNA links to Rfam database...	0.05	0.06	0.04	6	60577	149	19	124	6	93
TMR_00584	tmRNA links to Rfam database...	0.01	0.01	0.01	1	60922	159	33	119	7	96
TMR_00703	tmRNA links to Rfam database...	0.10	0.12	0.08	12	67376	140	26	114	0	87

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Matthews Correlation Coeffient, Sensitivity and Positive Predictive Value have been calculated based on the paper by Gardener & Giegerich, 2004.

Table of contents:

Overview

Performance plots

Performance of TurboFold(20) - scored higher in this pairwise comparison

1. Total counts & total scores for TurboFold(20)

2. Individual counts for TurboFold(20) [ download as .csv ]

Performance of NanoFolder - scored lower in this pairwise comparison

1. Total counts & total scores for NanoFolder

2. Individual counts for NanoFolder [ download as .csv ]