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(seed)		Mastr(20)
MCC	0.659	>	0.516
Average MCC ± 95% Confidence Intervals	0.652 ± 0.057	>	0.492 ± 0.112
Sensitivity	0.545	>	0.341
Positive Predictive Value	0.801	>	0.786
Total TP	680	>	425
Total TN	240230	<	240538
Total FP	254	>	147
Total FP CONTRA	34	>	14
Total FP INCONS	135	>	102
Total FP COMP	85	>	31
Total FN	568	<	823
P-value	3.56938820447e-08

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Performance plots

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

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

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

Total Base Pair Counts
Total TP	680
Total TN	240230
Total FP	254
Total FP CONTRA	34
Total FP INCONS	135
Total FP COMP	85
Total FN	568

Total Scores
MCC	0.659
Average MCC ± 95% Confidence Intervals	0.652 ± 0.057
Sensitivity	0.545
Positive Predictive Value	0.801
Nr of predictions	33

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2. Individual counts for MXScarna(seed) [ 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
2L94_A	HIV_FE links to Rfam database...	0.57	0.55	0.61	11	972	7	0	7	0	9
2WRQ_Y	tRNA links to Rfam database...	0.57	0.59	0.56	10	2832	11	5	3	3	7
2XKV_B	Bacteria_small_SRP links to Rfam database...	0.59	0.55	0.65	11	4543	18	0	6	12	9
2XQD_Y	tRNA links to Rfam database...	0.77	0.67	0.90	18	2830	2	0	2	0	9
2XXA_G	Bacteria_small_SRP links to Rfam database...	0.67	0.57	0.80	24	5121	7	0	6	1	18
3A2K_C	tRNA links to Rfam database...	0.84	0.71	1.00	20	2906	0	0	0	0	8
3AMU_B	tRNA links to Rfam database...	0.84	0.70	1.00	19	2984	1	0	0	1	8
3GX2_A	SAM links to Rfam database...	0.70	0.60	0.83	24	4342	6	0	5	1	16
3IVN_B	Purine links to Rfam database...	0.65	0.45	0.93	14	2331	1	1	0	0	17
3IZ4_A	tmRNA links to Rfam database...	0.69	0.55	0.88	72	70794	11	3	7	1	60
3IZF_C	5S_rRNA links to Rfam database...	0.67	0.57	0.79	31	6864	9	1	7	1	23
3J20_0	tRNA links to Rfam database...	0.79	0.63	1.00	19	2831	0	0	0	0	11
3J20_1	tRNA links to Rfam database...	0.93	0.87	1.00	20	2906	0	0	0	0	3
3J2L_3	5S_rRNA links to Rfam database...	0.60	0.49	0.74	26	7840	11	1	8	2	27
3JYV_7	tRNA links to Rfam database...	0.79	0.63	1.00	20	2830	0	0	0	0	12
3JYX_4	5_8S_rRNA links to Rfam database...	0.38	0.30	0.48	10	12225	21	3	8	10	23
3JYX_3	5S_rRNA links to Rfam database...	0.58	0.56	0.60	15	6303	21	1	9	11	12
3LA5_A	Purine links to Rfam database...	0.75	0.56	1.00	19	2466	0	0	0	0	15
3NPB_A	SAM links to Rfam database...	0.69	0.59	0.82	27	6988	9	2	4	3	19
3O58_2	5S_rRNA links to Rfam database...	0.79	0.79	0.79	30	7222	10	4	4	2	8
3O58_3	5_8S_rRNA links to Rfam database...	0.45	0.34	0.60	12	12383	19	2	6	11	23
3PDR_A	ykoK links to Rfam database...	0.73	0.63	0.87	45	12828	9	2	5	2	27
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	1	7	0	19
3ZEX_C	5_8S_rRNA links to Rfam database...	0.32	0.19	0.53	10	14177	20	2	7	11	42
3ZEX_D	5S_rRNA links to Rfam database...	0.76	0.69	0.83	34	6980	7	1	6	0	15
4A1C_3	5S_rRNA links to Rfam database...	0.75	0.65	0.88	35	7100	5	1	4	0	19
4A1C_2	5_8S_rRNA links to Rfam database...	0.35	0.24	0.50	8	11765	20	1	7	12	25
4AOB_A	SAM links to Rfam database...	0.66	0.55	0.79	23	4342	7	0	6	1	19
4ENB_A	crcB links to Rfam database...	0.48	0.32	0.75	6	1267	2	0	2	0	13
4ENC_A	crcB links to Rfam database...	0.43	0.32	0.60	6	1316	4	1	3	0	13
4FRG_B	AdoCbl-variant links to Rfam database...	0.41	0.31	0.56	10	3468	8	2	6	0	22

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Performance of Mastr(20) - scored lower in this pairwise comparison

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

Total Base Pair Counts
Total TP	425
Total TN	240538
Total FP	147
Total FP CONTRA	14
Total FP INCONS	102
Total FP COMP	31
Total FN	823

Total Scores
MCC	0.516
Average MCC ± 95% Confidence Intervals	0.492 ± 0.112
Sensitivity	0.341
Positive Predictive Value	0.786
Nr of predictions	33

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2. Individual counts for Mastr(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
2L94_A	HIV_FE links to Rfam database...	0.87	0.80	0.94	16	973	1	0	1	0	4
2WRQ_Y	tRNA links to Rfam database...	0.57	0.59	0.56	10	2832	12	5	3	4	7
2XKV_B	Bacteria_small_SRP links to Rfam database...	0.45	0.20	1.00	4	4556	3	0	0	3	16
2XQD_Y	tRNA links to Rfam database...	0.88	0.78	1.00	21	2829	0	0	0	0	6
2XXA_G	Bacteria_small_SRP links to Rfam database...	0.41	0.17	1.00	7	5144	0	0	0	0	35
3A2K_C	tRNA links to Rfam database...	0.72	0.61	0.85	17	2906	3	0	3	0	11
3AMU_B	tRNA links to Rfam database...	0.77	0.59	1.00	16	2987	1	0	0	1	11
3GX2_A	SAM links to Rfam database...	0.39	0.28	0.55	11	4351	10	0	9	1	29
3IVN_B	Purine links to Rfam database...	0.78	0.65	0.95	20	2325	1	1	0	0	11
3IZ4_A	tmRNA links to Rfam database...	0.00	0.00	0.00	0	70876	0	0	0	0	132
3IZF_C	5S_rRNA links to Rfam database...	0.73	0.63	0.85	34	6863	7	1	5	1	20
3J20_0	tRNA links to Rfam database...	0.84	0.70	1.00	21	2829	1	0	0	1	9
3J20_1	tRNA links to Rfam database...	0.25	0.22	0.29	5	2909	12	0	12	0	18
3J2L_3	5S_rRNA links to Rfam database...	0.34	0.25	0.48	13	7848	16	1	13	2	40
3JYV_7	tRNA links to Rfam database...	0.81	0.66	1.00	21	2829	0	0	0	0	11
3JYX_4	5_8S_rRNA links to Rfam database...	0.00	0.00	0.00	0	12246	0	0	0	0	33
3JYX_3	5S_rRNA links to Rfam database...	0.56	0.56	0.58	15	6302	23	1	10	12	12
3LA5_A	Purine links to Rfam database...	0.76	0.59	1.00	20	2465	0	0	0	0	14
3NPB_A	SAM links to Rfam database...	0.30	0.24	0.39	11	6993	18	1	16	1	35
3O58_2	5S_rRNA links to Rfam database...	0.76	0.76	0.76	29	7222	12	3	6	3	9
3O58_3	5_8S_rRNA links to Rfam database...	0.00	0.00	0.00	0	12403	0	0	0	0	35
3PDR_A	ykoK links to Rfam database...	0.00	0.00	0.00	0	12880	0	0	0	0	72
3RKF_A	Purine links to Rfam database...	0.70	0.50	1.00	17	2194	0	0	0	0	17
3SD1_A	THF links to Rfam database...	0.61	0.50	0.75	21	3888	7	1	6	0	21
3ZEX_C	5_8S_rRNA links to Rfam database...	0.00	0.00	0.00	0	14196	0	0	0	0	52
3ZEX_D	5S_rRNA links to Rfam database...	0.80	0.71	0.90	35	6982	4	0	4	0	14
4A1C_3	5S_rRNA links to Rfam database...	0.70	0.59	0.84	32	7102	7	0	6	1	22
4A1C_2	5_8S_rRNA links to Rfam database...	0.00	0.00	0.00	0	11781	0	0	0	0	33
4AOB_A	SAM links to Rfam database...	0.39	0.26	0.58	11	4352	9	0	8	1	31
4ENB_A	crcB links to Rfam database...	0.39	0.16	1.00	3	1272	0	0	0	0	16
4ENC_A	crcB links to Rfam database...	0.51	0.26	1.00	5	1321	0	0	0	0	14
4FRG_B	AdoCbl-variant links to Rfam database...	0.00	0.00	0.00	0	3486	0	0	0	0	32

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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(seed) - scored higher in this pairwise comparison

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

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

Performance of Mastr(20) - scored lower in this pairwise comparison

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

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