CompaRNA - on-line benchmarks of RNA structure prediction methods

Laboratory of Structural Bioinformatics @ Adam Mickiewicz University in Poznan

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Overview

Metric	Afold		RDfolder
MCC	0.704	>	0.621
Average MCC ± 95% Confidence Intervals	0.716 ± 0.074	>	0.641 ± 0.079
Sensitivity	0.641	>	0.522
Positive Predictive Value	0.781	>	0.748
Total TP	885	>	720
Total TN	98848	<	99019
Total FP	281	>	265
Total FP CONTRA	23	<	25
Total FP INCONS	225	>	217
Total FP COMP	33	>	23
Total FN	495	<	660
P-value	3.56938820447e-08

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Performance plots

Comparison of performance of Afold and RDfolder. 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 Afold and RDfolder).
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 Afold and RDfolder).
Comparison of average Matthews Correlation Coefficients (MCCs) for Afold and RDfolder. 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 Afold and RDfolder).

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Performance of Afold - scored higher in this pairwise comparison

1. Total counts & total scores for Afold

Total Base Pair Counts
Total TP	885
Total TN	98848
Total FP	281
Total FP CONTRA	23
Total FP INCONS	225
Total FP COMP	33
Total FN	495

Total Scores
MCC	0.704
Average MCC ± 95% Confidence Intervals	0.716 ± 0.074
Sensitivity	0.641
Positive Predictive Value	0.781
Nr of predictions	74

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

RNA Chain	Rfam family	MCC	SENS	PPV	TP	TN	FP	FP CONTRA	FP INCONS	FP COMP	FN
2K5Z_A	-	1.00	1.00	1.00	11	395	0	0	0	0	0
2K63_A	-	0.95	0.90	1.00	9	397	0	0	0	0	1
2K66_A	-	0.95	0.90	1.00	9	222	0	0	0	0	1
2KD8_A	-	1.00	1.00	1.00	9	222	0	0	0	0	0
2KDQ_B	mir-TAR links to Rfam database...	0.95	0.91	1.00	10	396	0	0	0	0	1
2KE6_A	K10_TLS links to Rfam database...	0.97	0.95	1.00	18	1110	1	0	0	1	1
2KEZ_A	-	0.89	0.80	1.00	8	268	0	0	0	0	2
2KFC_A	-	-0.02	0.00	0.00	0	622	8	0	8	0	20
2KGP_A	-	1.00	1.00	1.00	9	291	1	0	0	1	0
2KMJ_A	-	1.00	1.00	1.00	11	367	0	0	0	0	0
2KPV_A	-	0.96	0.92	1.00	12	549	0	0	0	0	1
2KU0_A	-	0.86	0.75	1.00	12	691	0	0	0	0	4
2KUR_A	K10_TLS links to Rfam database...	0.95	0.90	1.00	19	1109	0	0	0	0	2
2KUU_A	K10_TLS links to Rfam database...	0.92	0.86	1.00	18	1110	1	0	0	1	3
2KUV_A	K10_TLS links to Rfam database...	0.93	0.86	1.00	19	1109	0	0	0	0	3
2KUW_A	K10_TLS links to Rfam database...	0.95	0.90	1.00	19	1109	0	0	0	0	2
2KX8_A	7SK links to Rfam database...	0.94	0.89	1.00	16	845	0	0	0	0	2
2KXM_A	-	0.89	0.80	1.00	8	343	0	0	0	0	2
2KZL_A	-	0.86	0.74	1.00	14	1471	0	0	0	0	5
2L1F_A	Gammaretro_CES links to Rfam database...	0.96	0.96	0.96	23	2056	1	0	1	0	1
2L1F_B	Gammaretro_CES links to Rfam database...	0.96	0.96	0.96	24	2120	1	0	1	0	1
2L2K_A	-	0.94	0.89	1.00	17	844	0	0	0	0	2
2L3C_B	-	0.91	0.82	1.00	14	547	0	0	0	0	3
2L3E_A	-	0.96	0.92	1.00	12	583	1	0	0	1	1
2L3J_B	mir-2985-2 links to Rfam database...	0.94	0.88	1.00	30	2455	0	0	0	0	4
2L5Z_A	-	0.86	0.75	1.00	9	316	0	0	0	0	3
2L94_A	HIV_FE links to Rfam database...	0.97	0.95	1.00	19	971	0	0	0	0	1
2LBS_A	-	1.00	1.00	1.00	14	482	0	0	0	0	0
2LC8_A	GP_knot1 links to Rfam database...	0.61	0.55	0.69	11	1524	6	0	5	1	9
2LDL_A	-	0.90	0.82	1.00	9	342	1	0	0	1	2
2LDT_A	-	0.85	0.73	1.00	11	454	0	0	0	0	4
2LK3_A	-	0.95	0.90	1.00	9	267	0	0	0	0	1
2RP0_A	-	0.58	0.42	0.83	5	345	1	0	1	0	7
2RPT_A	-	1.00	1.00	1.00	7	183	0	0	0	0	0
2WRQ_Y	tRNA links to Rfam database...	0.57	0.59	0.56	10	2832	13	5	3	5	7
2WW9_F	-	0.59	0.60	0.60	6	290	4	0	4	0	4
2WW9_D	-	0.18	0.15	0.24	4	1936	13	0	13	0	22
2WW9_E	-	0.47	0.29	0.80	4	556	1	0	1	0	10
2YIE_Z	-	-0.01	0.00	0.00	0	1525	16	3	12	1	12
2YIE_X	-	0.36	0.33	0.40	4	1368	8	2	4	2	8
2ZY6_A	-	0.55	0.58	0.54	7	690	6	1	5	0	5
2ZZM_B	tRNA links to Rfam database...	0.21	0.19	0.25	6	3462	18	0	18	0	26
2ZZN_D	tRNA links to Rfam database...	0.80	0.74	0.87	20	2462	3	0	3	0	7
3A2K_C	tRNA links to Rfam database...	0.41	0.39	0.44	11	2901	14	2	12	0	17
3A3A_A	tRNA-Sec links to Rfam database...	0.84	0.70	1.00	26	3629	0	0	0	0	11
3ADB_C	-	0.78	0.74	0.82	28	4152	6	0	6	0	10
3AKZ_H	tRNA links to Rfam database...	0.16	0.14	0.19	4	2680	17	2	15	0	24
3AM1_B	-	0.72	0.66	0.79	23	3211	6	0	6	0	12
3DW4_A	-	-0.02	0.00	0.00	0	344	7	0	7	0	10
3GCA_A	-	-0.02	0.00	0.00	0	519	9	0	9	0	17
3HAY_E	-	0.91	0.83	1.00	15	2263	7	0	0	7	3
3HJW_D	-	0.91	0.89	0.94	16	1636	3	0	1	2	2
3IAB_R	-	0.92	0.86	1.00	12	1023	0	0	0	0	2
3ID5_D	-	0.40	0.33	0.50	3	490	6	0	3	3	6
3IVN_B	Purine links to Rfam database...	0.78	0.61	1.00	19	2327	0	0	0	0	12
3IWN_A	c-di-GMP-I links to Rfam database...	0.62	0.58	0.68	19	4250	9	0	9	0	14
3J0L_7	-	-0.01	0.00	0.00	0	1210	15	1	14	0	17
3J0L_1	-	0.73	0.63	0.86	12	1211	3	0	2	1	7
3JYV_7	tRNA links to Rfam database...	-0.01	0.00	0.00	0	2827	23	1	22	0	32
3KTW_C	-	0.71	0.63	0.82	27	4527	7	2	4	1	16
3LA5_A	Purine links to Rfam database...	0.78	0.62	1.00	21	2464	0	0	0	0	13
3NKB_B	-	0.59	0.54	0.67	14	1995	7	0	7	0	12
3NMU_E	-	-0.01	0.00	0.00	0	553	10	1	7	2	6
3OVS_D	-	0.80	0.77	0.83	10	549	2	0	2	0	3
3P22_G	-	0.87	0.83	0.91	10	730	1	0	1	0	2
3R4F_A	-	0.96	0.92	1.00	23	2122	0	0	0	0	2
3RKF_A	Purine links to Rfam database...	0.76	0.59	1.00	20	2191	0	0	0	0	14
3SIU_F	-	0.85	0.73	1.00	8	370	0	0	0	0	3
3SN2_B	IRE_II links to Rfam database...	0.96	0.92	1.00	11	395	0	0	0	0	1
3W3S_B	tRNA-Sec links to Rfam database...	0.50	0.45	0.56	18	4721	15	1	13	1	22
4A4U_A	-	1.00	1.00	1.00	9	222	0	0	0	0	0
4ATO_G	-	0.32	0.30	0.38	3	520	6	1	4	1	7
4ENB_A	crcB links to Rfam database...	0.67	0.58	0.79	11	1261	3	1	2	0	8
4HXH_A	-	1.00	1.00	1.00	6	319	1	0	0	1	0

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Performance of RDfolder - scored lower in this pairwise comparison

1. Total counts & total scores for RDfolder

Total Base Pair Counts
Total TP	720
Total TN	99019
Total FP	265
Total FP CONTRA	25
Total FP INCONS	217
Total FP COMP	23
Total FN	660

Total Scores
MCC	0.621
Average MCC ± 95% Confidence Intervals	0.641 ± 0.079
Sensitivity	0.522
Positive Predictive Value	0.748
Nr of predictions	74

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

RNA Chain	Rfam family	MCC	SENS	PPV	TP	TN	FP	FP CONTRA	FP INCONS	FP COMP	FN
2K5Z_A	-	0.79	0.64	1.00	7	399	0	0	0	0	4
2K63_A	-	0.89	0.80	1.00	8	398	0	0	0	0	2
2K66_A	-	0.89	0.80	1.00	8	223	0	0	0	0	2
2KD8_A	-	0.94	0.89	1.00	8	223	0	0	0	0	1
2KDQ_B	mir-TAR links to Rfam database...	0.95	0.91	1.00	10	396	0	0	0	0	1
2KE6_A	K10_TLS links to Rfam database...	0.89	0.79	1.00	15	1113	1	0	0	1	4
2KEZ_A	-	0.89	0.80	1.00	8	268	0	0	0	0	2
2KFC_A	-	0.49	0.25	1.00	5	625	0	0	0	0	15
2KGP_A	-	1.00	1.00	1.00	9	291	0	0	0	0	0
2KMJ_A	-	1.00	1.00	1.00	11	367	0	0	0	0	0
2KPV_A	-	0.96	0.92	1.00	12	549	0	0	0	0	1
2KU0_A	-	-0.01	0.00	0.00	0	696	7	0	7	0	16
2KUR_A	K10_TLS links to Rfam database...	0.87	0.76	1.00	16	1112	0	0	0	0	5
2KUU_A	K10_TLS links to Rfam database...	0.84	0.71	1.00	15	1113	1	0	0	1	6
2KUV_A	K10_TLS links to Rfam database...	0.85	0.73	1.00	16	1112	0	0	0	0	6
2KUW_A	K10_TLS links to Rfam database...	0.87	0.76	1.00	16	1112	0	0	0	0	5
2KX8_A	7SK links to Rfam database...	0.88	0.78	1.00	14	847	0	0	0	0	4
2KXM_A	-	0.70	0.50	1.00	5	346	0	0	0	0	5
2KZL_A	-	0.78	0.74	0.82	14	1468	3	1	2	0	5
2L1F_A	Gammaretro_CES links to Rfam database...	-0.01	0.00	0.00	0	2067	13	2	11	0	24
2L1F_B	Gammaretro_CES links to Rfam database...	0.98	0.96	1.00	24	2121	0	0	0	0	1
2L2K_A	-	0.94	0.89	1.00	17	844	0	0	0	0	2
2L3C_B	-	0.91	0.82	1.00	14	547	0	0	0	0	3
2L3E_A	-	0.96	0.92	1.00	12	583	1	0	0	1	1
2L3J_B	mir-2985-2 links to Rfam database...	0.94	0.88	1.00	30	2455	0	0	0	0	4
2L5Z_A	-	0.86	0.75	1.00	9	316	0	0	0	0	3
2L94_A	HIV_FE links to Rfam database...	0.97	0.95	1.00	19	971	0	0	0	0	1
2LBS_A	-	1.00	1.00	1.00	14	482	0	0	0	0	0
2LC8_A	GP_knot1 links to Rfam database...	-0.01	0.00	0.00	0	1526	14	2	12	0	20
2LDL_A	-	0.90	0.82	1.00	9	342	0	0	0	0	2
2LDT_A	-	0.68	0.47	1.00	7	458	0	0	0	0	8
2LK3_A	-	0.95	0.90	1.00	9	267	0	0	0	0	1
2RP0_A	-	0.64	0.42	1.00	5	346	0	0	0	0	7
2RPT_A	-	-0.03	0.00	0.00	0	186	4	1	3	0	7
2WRQ_Y	tRNA links to Rfam database...	0.57	0.59	0.56	10	2832	12	5	3	4	7
2WW9_F	-	0.71	0.60	0.86	6	293	1	0	1	0	4
2WW9_D	-	0.29	0.12	0.75	3	1949	1	0	1	0	23
2WW9_E	-	-0.01	0.00	0.00	0	556	5	0	5	0	14
2YIE_Z	-	0.43	0.42	0.45	5	1529	6	3	3	0	7
2YIE_X	-	0.38	0.33	0.44	4	1369	5	1	4	0	8
2ZY6_A	-	0.58	0.58	0.58	7	691	5	1	4	0	5
2ZZM_B	tRNA links to Rfam database...	0.10	0.09	0.13	3	3462	21	1	20	0	29
2ZZN_D	tRNA links to Rfam database...	0.84	0.78	0.91	21	2462	2	0	2	0	6
3A2K_C	tRNA links to Rfam database...	0.86	0.75	1.00	21	2905	0	0	0	0	7
3A3A_A	tRNA-Sec links to Rfam database...	0.53	0.41	0.71	15	3634	6	0	6	0	22
3ADB_C	-	0.46	0.39	0.54	15	4158	13	0	13	0	23
3AKZ_H	tRNA links to Rfam database...	0.48	0.43	0.55	12	2679	11	1	9	1	16
3AM1_B	-	0.47	0.43	0.54	15	3212	13	1	12	0	20
3DW4_A	-	-0.02	0.00	0.00	0	347	4	0	4	0	10
3GCA_A	-	0.54	0.29	1.00	5	523	0	0	0	0	12
3HAY_E	-	0.91	0.83	1.00	15	2263	6	0	0	6	3
3HJW_D	-	0.85	0.78	0.93	14	1638	3	0	1	2	4
3IAB_R	-	0.86	0.86	0.86	12	1021	4	1	1	2	2
3ID5_D	-	-0.01	0.00	0.00	0	490	6	3	3	0	9
3IVN_B	Purine links to Rfam database...	0.78	0.61	1.00	19	2327	0	0	0	0	12
3IWN_A	c-di-GMP-I links to Rfam database...	0.00	0.00	0.00	0	4268	10	0	10	0	33
3J0L_7	-	-0.01	0.00	0.00	0	1220	5	0	5	0	17
3J0L_1	-	0.65	0.47	0.90	9	1215	2	0	1	1	10
3JYV_7	tRNA links to Rfam database...	-0.01	0.00	0.00	0	2830	20	0	20	0	32
3KTW_C	-	0.08	0.07	0.12	3	4535	23	0	22	1	40
3LA5_A	Purine links to Rfam database...	0.78	0.62	1.00	21	2464	0	0	0	0	13
3NKB_B	-	0.37	0.31	0.47	8	1999	9	0	9	0	18
3NMU_E	-	0.41	0.17	1.00	1	560	3	0	0	3	5
3OVS_D	-	0.96	0.92	1.00	12	549	0	0	0	0	1
3P22_G	-	0.91	0.83	1.00	10	731	0	0	0	0	2
3R4F_A	-	0.76	0.68	0.85	17	2125	3	1	2	0	8
3RKF_A	Purine links to Rfam database...	0.76	0.59	1.00	20	2191	0	0	0	0	14
3SIU_F	-	0.73	0.55	1.00	6	372	0	0	0	0	5
3SN2_B	IRE_II links to Rfam database...	0.96	0.92	1.00	11	395	0	0	0	0	1
3W3S_B	tRNA-Sec links to Rfam database...	0.27	0.23	0.33	9	4726	18	1	17	0	31
4A4U_A	-	1.00	1.00	1.00	9	222	0	0	0	0	0
4ATO_G	-	0.63	0.40	1.00	4	524	0	0	0	0	6
4ENB_A	crcB links to Rfam database...	0.43	0.32	0.60	6	1265	4	0	4	0	13
4HXH_A	-	1.00	1.00	1.00	6	319	0	0	0	0	0

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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 Afold - scored higher in this pairwise comparison

1. Total counts & total scores for Afold

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

Performance of RDfolder - scored lower in this pairwise comparison

1. Total counts & total scores for RDfolder

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