CompaRNA - on-line benchmarks of RNA structure prediction methods

Laboratory of Structural Bioinformatics @ Adam Mickiewicz University in Poznan

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Overview

Metric	MXScarna(20)		HotKnots
MCC	0.621	>	0.580
Average MCC ± 95% Confidence Intervals	0.633 ± 0.075	>	0.611 ± 0.099
Sensitivity	0.518	>	0.514
Positive Predictive Value	0.748	>	0.658
Total TP	510	>	506
Total TN	198723	>	198636
Total FP	252	<	312
Total FP CONTRA	31	<	51
Total FP INCONS	141	<	212
Total FP COMP	80	>	49
Total FN	474	<	478
P-value	5.19332990918e-08

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Performance plots

Comparison of performance of MXScarna(20) and HotKnots. 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 MXScarna(20) and HotKnots).
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 MXScarna(20) and HotKnots).
Comparison of average Matthews Correlation Coefficients (MCCs) for MXScarna(20) and HotKnots. 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 MXScarna(20) and HotKnots).

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

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

Total Base Pair Counts
Total TP	510
Total TN	198723
Total FP	252
Total FP CONTRA	31
Total FP INCONS	141
Total FP COMP	80
Total FN	474

Total Scores
MCC	0.621
Average MCC ± 95% Confidence Intervals	0.633 ± 0.075
Sensitivity	0.518
Positive Predictive Value	0.748
Nr of predictions	25

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

RNA Chain	Rfam family	MCC	SENS	PPV	TP	TN	FP	FP CONTRA	FP INCONS	FP COMP	FN
2KDQ_B	mir-TAR links to Rfam database...	0.95	0.91	1.00	10	396	0	0	0	0	1
2WRQ_Y	tRNA links to Rfam database...	0.57	0.59	0.56	10	2832	13	5	3	5	7
2XQD_Y	tRNA links to Rfam database...	0.88	0.78	1.00	21	2829	0	0	0	0	6
3A2K_C	tRNA links to Rfam database...	0.66	0.57	0.76	16	2905	6	1	4	1	12
3AMU_B	tRNA links to Rfam database...	0.86	0.74	1.00	20	2983	2	0	0	2	7
3G4S_9	5S_rRNA links to Rfam database...	0.52	0.40	0.68	23	7347	13	1	10	2	34
3GX2_A	SAM links to Rfam database...	0.70	0.58	0.85	23	4344	5	0	4	1	17
3IVN_B	Purine links to Rfam database...	0.74	0.58	0.95	18	2327	1	1	0	0	13
3IZ4_A	tmRNA links to Rfam database...	0.51	0.41	0.64	54	70791	32	7	24	1	78
3IZF_C	5S_rRNA links to Rfam database...	0.67	0.59	0.76	32	6861	11	1	9	1	22
3JYV_7	tRNA links to Rfam database...	0.79	0.63	1.00	20	2830	0	0	0	0	12
3JYX_3	5S_rRNA links to Rfam database...	0.55	0.52	0.58	14	6304	23	0	10	13	13
3JYX_4	5_8S_rRNA links to Rfam database...	0.33	0.30	0.37	10	12219	32	2	15	15	23
3LA5_A	Purine links to Rfam database...	0.78	0.62	1.00	21	2464	0	0	0	0	13
3NPB_A	SAM links to Rfam database...	0.69	0.59	0.82	27	6988	9	1	5	3	19
3O58_2	5S_rRNA links to Rfam database...	0.74	0.74	0.74	28	7222	13	4	6	3	10
3O58_3	5_8S_rRNA links to Rfam database...	0.52	0.40	0.67	14	12382	17	2	5	10	21
3PDR_A	ykoK links to Rfam database...	0.71	0.57	0.89	41	12834	9	0	5	4	31
3RKF_A	Purine links to Rfam database...	0.72	0.53	1.00	18	2193	0	0	0	0	16
3SD1_A	THF links to Rfam database...	0.63	0.55	0.74	23	3885	8	2	6	0	19
4A1C_3	5S_rRNA links to Rfam database...	0.64	0.56	0.75	30	7100	11	2	8	1	24
4A1C_2	5_8S_rRNA links to Rfam database...	0.18	0.15	0.21	5	11757	36	2	17	17	28
4AOB_A	SAM links to Rfam database...	0.62	0.55	0.72	23	4339	10	0	9	1	19
4ENB_A	crcB links to Rfam database...	0.26	0.11	0.67	2	1272	1	0	1	0	17
4ENC_A	crcB links to Rfam database...	0.60	0.37	1.00	7	1319	0	0	0	0	12

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Performance of HotKnots - scored lower in this pairwise comparison

1. Total counts & total scores for HotKnots

Total Base Pair Counts
Total TP	506
Total TN	198636
Total FP	312
Total FP CONTRA	51
Total FP INCONS	212
Total FP COMP	49
Total FN	478

Total Scores
MCC	0.580
Average MCC ± 95% Confidence Intervals	0.611 ± 0.099
Sensitivity	0.514
Positive Predictive Value	0.658
Nr of predictions	25

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

RNA Chain	Rfam family	MCC	SENS	PPV	TP	TN	FP	FP CONTRA	FP INCONS	FP COMP	FN
2KDQ_B	mir-TAR links to Rfam database...	0.95	0.91	1.00	10	396	0	0	0	0	1
2WRQ_Y	tRNA links to Rfam database...	0.57	0.59	0.56	10	2832	13	5	3	5	7
2XQD_Y	tRNA links to Rfam database...	0.88	0.78	1.00	21	2829	0	0	0	0	6
3A2K_C	tRNA links to Rfam database...	0.42	0.39	0.46	11	2902	13	2	11	0	17
3AMU_B	tRNA links to Rfam database...	0.70	0.59	0.84	16	2984	5	0	3	2	11
3G4S_9	5S_rRNA links to Rfam database...	0.50	0.39	0.65	22	7347	12	1	11	0	35
3GX2_A	SAM links to Rfam database...	0.68	0.55	0.85	22	4345	5	0	4	1	18
3IVN_B	Purine links to Rfam database...	0.78	0.61	1.00	19	2327	0	0	0	0	12
3IZ4_A	tmRNA links to Rfam database...	0.51	0.47	0.55	62	70763	52	10	41	1	70
3IZF_C	5S_rRNA links to Rfam database...	0.70	0.61	0.80	33	6862	8	1	7	0	21
3JYV_7	tRNA links to Rfam database...	-0.01	0.00	0.00	0	2828	22	1	21	0	32
3JYX_3	5S_rRNA links to Rfam database...	0.62	0.63	0.61	17	6300	22	1	10	11	10
3JYX_4	5_8S_rRNA links to Rfam database...	0.32	0.30	0.33	10	12216	31	5	15	11	23
3LA5_A	Purine links to Rfam database...	0.78	0.62	1.00	21	2464	0	0	0	0	13
3NPB_A	SAM links to Rfam database...	0.78	0.65	0.94	30	6989	5	0	2	3	16
3O58_2	5S_rRNA links to Rfam database...	0.71	0.71	0.71	27	7222	12	4	7	1	11
3O58_3	5_8S_rRNA links to Rfam database...	0.23	0.26	0.21	9	12360	34	10	24	0	26
3PDR_A	ykoK links to Rfam database...	0.67	0.56	0.82	40	12831	11	0	9	2	32
3RKF_A	Purine links to Rfam database...	0.76	0.59	1.00	20	2191	0	0	0	0	14
3SD1_A	THF links to Rfam database...	0.64	0.52	0.79	22	3888	6	1	5	0	20
4A1C_3	5S_rRNA links to Rfam database...	0.70	0.59	0.82	32	7101	7	1	6	0	22
4A1C_2	5_8S_rRNA links to Rfam database...	0.14	0.15	0.14	5	11745	42	6	25	11	28
4AOB_A	SAM links to Rfam database...	0.50	0.40	0.63	17	4344	11	2	8	1	25
4ENB_A	crcB links to Rfam database...	0.89	0.79	1.00	15	1260	0	0	0	0	4
4ENC_A	crcB links to Rfam database...	0.86	0.79	0.94	15	1310	1	1	0	0	4

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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 MXScarna(20) - scored higher in this pairwise comparison

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

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

Performance of HotKnots - scored lower in this pairwise comparison

1. Total counts & total scores for HotKnots

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