CompaRNA - on-line benchmarks of RNA structure prediction methods

Laboratory of Structural Bioinformatics @ Adam Mickiewicz University in Poznan

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Overview

Metric	ProbKnot		Alterna
MCC	0.819	>	0.781
Average MCC ± 95% Confidence Intervals	0.806 ± 0.093	>	0.774 ± 0.087
Sensitivity	0.847	>	0.798
Positive Predictive Value	0.801	>	0.776
Total TP	553	>	521
Total TN	24500	<	24519
Total FP	207	<	216
Total FP CONTRA	47	>	44
Total FP INCONS	90	<	106
Total FP COMP	70	>	66
Total FN	100	<	132
P-value	3.56938820447e-08

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Performance plots

Comparison of performance of ProbKnot and Alterna. 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 ProbKnot and Alterna).
Comparison of performance of ProbKnot and Alterna. 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 ProbKnot and Alterna).
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 ProbKnot and Alterna).
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 ProbKnot and Alterna).
Comparison of average Matthews Correlation Coefficients (MCCs) for ProbKnot and Alterna. 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 ProbKnot and Alterna).
Comparison of average Matthews Correlation Coefficients (MCCs) for ProbKnot and Alterna. 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 ProbKnot and Alterna).

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Performance of ProbKnot - scored higher in this pairwise comparison

1. Total counts & total scores for ProbKnot

Total Base Pair Counts
Total TP	553
Total TN	24500
Total FP	207
Total FP CONTRA	47
Total FP INCONS	90
Total FP COMP	70
Total FN	100

Total Scores
MCC	0.819
Average MCC ± 95% Confidence Intervals	0.806 ± 0.093
Sensitivity	0.847
Positive Predictive Value	0.801
Nr of predictions	48

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

RNA Chain	Rfam family	MCC	SENS	PPV	TP	TN	FP	FP CONTRA	FP INCONS	FP COMP	FN
2KX8_A	7SK links to Rfam database...	1.00	1.00	1.00	16	355	0	0	0	0	0
2KXM_A	-	0.87	0.88	0.88	7	141	1	0	1	0	1
2KZL_A	-	1.00	1.00	1.00	13	507	2	0	0	2	0
2L1F_A	Gammaretro_CES links to Rfam database...	1.00	1.00	1.00	23	740	0	0	0	0	0
2L1F_B	Gammaretro_CES links to Rfam database...	1.00	1.00	1.00	24	767	0	0	0	0	0
2L2K_A	-	1.00	1.00	1.00	17	332	0	0	0	0	0
2L3C_B	-	1.00	1.00	1.00	14	225	0	0	0	0	0
2L3E_A	-	1.00	1.00	1.00	12	228	1	0	0	1	0
2L3J_B	mir-2985-2 links to Rfam database...	1.00	1.00	1.00	30	955	0	0	0	0	0
2L5Z_A	-	1.00	1.00	1.00	9	102	0	0	0	0	0
2L94_A	HIV_FE links to Rfam database...	1.00	1.00	1.00	18	339	1	0	0	1	0
2LA5_A	-	0.85	0.86	0.86	6	268	3	0	1	2	1
2LBS_A	-	1.00	1.00	1.00	14	193	0	0	0	0	0
2LC8_A	GP_knot1 links to Rfam database...	-0.03	0.00	0.00	0	513	15	3	12	0	18
2LDL_A	-	1.00	1.00	1.00	9	131	1	0	0	1	0
2LDT_A	-	1.00	1.00	1.00	11	151	0	0	0	0	0
2LK3_A	-	1.00	1.00	1.00	9	91	0	0	0	0	0
2RRC_A	-	0.83	0.71	1.00	5	70	0	0	0	0	2
2XKV_B	Bacteria_small_SRP links to Rfam database...	0.64	0.73	0.57	8	1821	26	0	6	20	3
2XQD_Y	tRNA links to Rfam database...	1.00	1.00	1.00	21	1108	2	0	0	2	0
2Y8W_B	-	1.00	1.00	1.00	6	82	1	0	0	1	0
2Y9C_V	-	0.79	0.83	0.75	15	886	8	0	5	3	3
2YIE_X	-	0.53	0.57	0.50	4	536	7	1	3	3	3
2YIE_Z	-	-0.02	0.00	0.00	0	587	15	6	9	0	8
3AKZ_H	tRNA links to Rfam database...	0.87	1.00	0.77	20	1101	9	6	0	3	0
3AM1_B	-	0.82	0.86	0.78	25	1434	7	3	4	0	4
3AMU_B	tRNA links to Rfam database...	0.77	0.79	0.75	15	1137	9	0	5	4	4
3J0L_7	-	-0.02	0.00	0.00	0	506	13	3	10	0	10
3J0L_8	-	1.00	1.00	1.00	7	69	0	0	0	0	0
3J0L_a	-	0.60	0.64	0.58	7	399	6	4	1	1	4
3J0L_g	-	-0.02	0.00	0.00	0	171	7	1	4	2	2
3J0L_1	-	0.83	0.77	0.91	10	473	5	0	1	4	3
3J16_L	tRNA links to Rfam database...	0.42	0.48	0.38	10	1133	16	3	13	0	11
3NKB_B	-	0.69	0.74	0.67	14	714	7	0	7	0	5
3NMU_E	-	-0.02	0.00	0.00	0	207	11	6	3	2	3
3OVB_D	-	1.00	1.00	1.00	11	215	2	0	0	2	0
3OVS_D	-	1.00	1.00	1.00	12	204	1	0	0	1	0
3P22_G	-	1.00	1.00	1.00	11	301	1	0	0	1	0
3R4F_A	-	1.00	1.00	1.00	22	884	1	0	0	1	0
3R9X_C	-	1.00	1.00	1.00	8	221	2	0	0	2	0
3RKF_A	Purine links to Rfam database...	0.87	0.83	0.91	20	844	2	2	0	0	4
3SD1_A	THF links to Rfam database...	0.66	0.69	0.65	20	1502	11	6	5	0	9
3SIU_F	-	0.86	0.75	1.00	6	139	0	0	0	0	2
3SN2_B	IRE_II links to Rfam database...	1.00	1.00	1.00	12	142	0	0	0	0	0
3TRZ_Z	-	1.00	1.00	1.00	5	87	2	0	0	2	0
3TS0_U	-	1.00	1.00	1.00	6	112	1	0	0	1	0
3TS2_V	-	1.00	1.00	1.00	5	103	0	0	0	0	0
3UZL_B	tRNA links to Rfam database...	0.92	1.00	0.84	16	1274	11	3	0	8	0

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Performance of Alterna - scored lower in this pairwise comparison

1. Total counts & total scores for Alterna

Total Base Pair Counts
Total TP	521
Total TN	24519
Total FP	216
Total FP CONTRA	44
Total FP INCONS	106
Total FP COMP	66
Total FN	132

Total Scores
MCC	0.781
Average MCC ± 95% Confidence Intervals	0.774 ± 0.087
Sensitivity	0.798
Positive Predictive Value	0.776
Nr of predictions	48

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

RNA Chain	Rfam family	MCC	SENS	PPV	TP	TN	FP	FP CONTRA	FP INCONS	FP COMP	FN
2KX8_A	7SK links to Rfam database...	0.93	0.94	0.94	15	355	1	0	1	0	1
2KXM_A	-	0.78	0.63	1.00	5	144	0	0	0	0	3
2KZL_A	-	1.00	1.00	1.00	13	507	4	0	0	4	0
2L1F_A	Gammaretro_CES links to Rfam database...	1.00	1.00	1.00	23	740	0	0	0	0	0
2L1F_B	Gammaretro_CES links to Rfam database...	1.00	1.00	1.00	24	767	0	0	0	0	0
2L2K_A	-	1.00	1.00	1.00	17	332	0	0	0	0	0
2L3C_B	-	1.00	1.00	1.00	14	225	0	0	0	0	0
2L3E_A	-	1.00	1.00	1.00	12	228	1	0	0	1	0
2L3J_B	mir-2985-2 links to Rfam database...	1.00	1.00	1.00	30	955	0	0	0	0	0
2L5Z_A	-	1.00	1.00	1.00	9	102	0	0	0	0	0
2L94_A	HIV_FE links to Rfam database...	1.00	1.00	1.00	18	339	1	0	0	1	0
2LA5_A	-	0.77	0.71	0.83	5	269	1	0	1	0	2
2LBS_A	-	1.00	1.00	1.00	14	193	0	0	0	0	0
2LC8_A	GP_knot1 links to Rfam database...	0.47	0.44	0.53	8	513	7	0	7	0	10
2LDL_A	-	1.00	1.00	1.00	9	131	1	0	0	1	0
2LDT_A	-	1.00	1.00	1.00	11	151	0	0	0	0	0
2LK3_A	-	1.00	1.00	1.00	9	91	0	0	0	0	0
2RRC_A	-	0.83	0.71	1.00	5	70	0	0	0	0	2
2XKV_B	Bacteria_small_SRP links to Rfam database...	0.56	0.64	0.50	7	1821	27	0	7	20	4
2XQD_Y	tRNA links to Rfam database...	0.73	0.71	0.75	15	1109	6	0	5	1	6
2Y8W_B	-	1.00	1.00	1.00	6	82	1	0	0	1	0
2Y9C_V	-	0.79	0.83	0.75	15	886	8	0	5	3	3
2YIE_X	-	0.53	0.57	0.50	4	536	9	1	3	5	3
2YIE_Z	-	-0.02	0.00	0.00	0	587	15	6	9	0	8
3AKZ_H	tRNA links to Rfam database...	0.45	0.50	0.42	10	1103	16	6	8	2	10
3AM1_B	-	0.67	0.69	0.67	20	1436	10	3	7	0	9
3AMU_B	tRNA links to Rfam database...	0.73	0.79	0.68	15	1135	10	0	7	3	4
3J0L_7	-	0.37	0.40	0.36	4	508	9	2	5	2	6
3J0L_8	-	1.00	1.00	1.00	7	69	0	0	0	0	0
3J0L_a	-	0.18	0.18	0.22	2	402	8	3	4	1	9
3J0L_g	-	-0.02	0.00	0.00	0	169	9	3	4	2	2
3J0L_1	-	0.63	0.62	0.67	8	472	8	0	4	4	5
3J16_L	tRNA links to Rfam database...	0.76	0.76	0.76	16	1138	5	3	2	0	5
3NKB_B	-	0.41	0.42	0.42	8	716	11	3	8	0	11
3NMU_E	-	-0.02	0.00	0.00	0	208	10	5	3	2	3
3OVB_D	-	1.00	1.00	1.00	11	215	1	0	0	1	0
3OVS_D	-	1.00	1.00	1.00	12	204	0	0	0	0	0
3P22_G	-	1.00	1.00	1.00	11	301	0	0	0	0	0
3R4F_A	-	1.00	1.00	1.00	22	884	1	0	0	1	0
3R9X_C	-	1.00	1.00	1.00	8	221	2	0	0	2	0
3RKF_A	Purine links to Rfam database...	0.82	0.79	0.86	19	844	3	1	2	0	5
3SD1_A	THF links to Rfam database...	0.55	0.55	0.57	16	1505	12	4	8	0	13
3SIU_F	-	0.69	0.75	0.67	6	136	3	0	3	0	2
3SN2_B	IRE_II links to Rfam database...	0.91	0.83	1.00	10	144	0	0	0	0	2
3TRZ_Z	-	1.00	1.00	1.00	5	87	2	0	0	2	0
3TS0_U	-	1.00	1.00	1.00	6	112	1	0	0	1	0
3TS2_V	-	1.00	1.00	1.00	5	103	0	0	0	0	0
3UZL_B	tRNA links to Rfam database...	0.68	0.75	0.63	12	1274	13	4	3	6	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 ProbKnot - scored higher in this pairwise comparison

1. Total counts & total scores for ProbKnot

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

Performance of Alterna - scored lower in this pairwise comparison

1. Total counts & total scores for Alterna

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