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New PDB Depositions vs. Their Blind AlphaFold Predictions — A Running Test of “Is Folding Solved?”

Release week 2019-12-25

110
structures analysed (91 full · 82.7%)
21.8%
confidently wrong
32.7%
novel sequences
00.0%
novel & wrong
0.954
median TM-score

Zoomed into the red "confidently wrong" box above (pLDDT ≥ 70, TM < 0.5) — the structures AlphaFold got confidently wrong.

The worst offenders ranked, one row per protein (AlphaFold has one model per sequence, so repeat depositions are collapsed — “×N” marks how many structures of that protein exist; the worst is shown). Each row joins what AlphaFold claimed (blue, pLDDT/100) to what the experiment showed (red, TM-score) — the longer the bar, the bigger the miss. Hover a dot to preview its Cα-deviation ribbon; click to open the full entry.

How to read this

Every point is one experimental protein structure. The horizontal axis is AlphaFold's own confidence in its prediction (mean pLDDT, 0–100). The vertical axis is how well that blind prediction actually matches the experiment (TM-score, 0–1; above 0.5 means the same fold, above 0.9 near-identical). Marker size grows with the FRAUD score (confidence-weighted error).

Cutoff: the shaded red box is the "confidently wrong" zone — AlphaFold was confident (mean pLDDT above 70) yet the fold is wrong (TM-score below 0.5). A predictor that had truly solved folding would leave that box empty.

Take-home: 2 of 110 structures (1.8%) are confidently wrong; median TM-score is 0.954.

Read moreShow less — how each metric is calculated

TM-score: how similar the two 3D shapes are overall, 0–1 (a random pair scores ~0.17, an identical fold ~1). Length-normalised so large and small proteins compare fairly. TM = (1/L) Σᵢ 1/(1 + (dᵢ/d₀)²) — dᵢ is the gap between the i-th aligned Cα atoms after best-fit superposition, and d₀ = 1.24(L−15)^⅓ − 1.8 sets the distance scale for length L. Ref: Zhang & Skolnick, Proteins 2004 doi:10.1002/prot.20264; computed with TM-align, doi:10.1093/nar/gki524.

pLDDT: AlphaFold's own confidence in each residue, 0–100 (higher = surer). It is the model predicting its own accuracy before ever seeing the experiment. We plot the per-structure mean. pLDDT = (1/N) Σᵢ pLDDTᵢ, where pLDDTᵢ is the network's confidence output for residue i.

FRAUD score: the headline number — how wrong the prediction was, weighted by how confident AlphaFold was, so a big error it was sure about counts most. FRAUD = (1/N) Σᵢ (pLDDTᵢ/100) · min(Δᵢ,15)/15, where Δᵢ is residue i's Cα distance from the experiment (Å) after superposition, capped at 15 Å. Runs 0 (perfect) to 1.

Novelty: how little AlphaFold had to go on — 100 minus the highest sequence identity between this protein and any structure released before the 2018-04-30 training cutoff. High = genuinely unseen (100% = nothing similar was ever in the training set). novelty = 100 − maxₚ identity(s, p) over pre-cutoff PDB chains p, with identity = 100 × (matching aligned residues)/(alignment length), from an MMseqs2 search.

Homology: the point colour. High novelty (above 70%) flags the sequence as novel (amber) — AlphaFold had no close template; otherwise a pre-cutoff homolog existed (blue) it could have learned the fold from. novel ⇔ novelty > 70%.

What the metrics mean

TM-score (0–1): overall fold match — above 0.5 is the same fold, above 0.9 near-identical. Cα-RMSD (Å): average backbone distance after best-fit superposition — lower is better (under 2 Å is excellent). lDDT (0–1): local accuracy measured without superposition — above 0.8 is good. Each bar counts how many structures fall in that range.

Take-home: median TM-score 0.954 — most predictions match the experimental fold well, with a long tail that do not.

Read moreShow less — how each metric is calculated

TM-score: overall shape match, 0–1 (above 0.5 = same fold, above 0.9 near-identical), length-normalised. TM = (1/L) Σᵢ 1/(1 + (dᵢ/d₀)²) with dᵢ the aligned-Cα gap after superposition and d₀ = 1.24(L−15)^⅓ − 1.8. Ref: Zhang & Skolnick, Proteins 2004 doi:10.1002/prot.20264.

Cα-RMSD: the average straight-line distance between matching backbone Cα atoms once the two structures are best-fit superposed (Å; lower is better, under ~2 Å excellent). RMSD = √( (1/N) Σᵢ |Pᵢ − (R·Qᵢ + t)|² ), with Pᵢ/Qᵢ the experimental/model Cα coordinates and R,t the rotation and translation from Kabsch superposition.

lDDT: local accuracy with no superposition — the fraction of short-range inter-residue distances the model reproduces, so it is not fooled by a single wrongly-placed domain. lDDT = (1/N) Σᵢ ¼ Σ_t 1[ |d_exp − d_model| < t ] over thresholds t ∈ {0.5, 1, 2, 4} Å and all residue pairs within 15 Å.

Trend over time

The blue line is the mean TM-score of the structures by their deposit month; the red bars count how many were confidently wrong. Binning by deposit date (rather than by when we processed them) gives an even timeline, tracking whether AlphaFold's accuracy on newly-deposited structures is holding steady, improving, or slipping as the PDB keeps growing. Months with fewer than 5 structures are omitted so each point is a meaningful average. A dashed trend line is drawn only if the change over time is statistically significant.

Read moreShow less — how each metric is calculated

Mean TM-score: the month's average shape-match score. TM̄ = (1/M) Σ TM over the M structures deposited that month.

Trend line: a monotonic-trend test over the monthly means — Mann-Kendall (Kendall's τ) for significance, with a robust Theil-Sen slope for the line. Rank-based, so it tolerates the skewed TM distribution and noisy low-count months. Shown only when p < 0.05; otherwise a note reports that no significant trend was found.

Confidently wrong: the count that were both confident and wrong. count( mean pLDDT > 70 AND TM < 0.5 ).

Matched structures

PDBUniProtProteinMethodÅDeposited Novelty %pLDDTTMlDDTGDT_TSRMSDFRAUDFlag
6UIA_A P53396 ATP-citrate synthase EM 4.30 2019-09-30 0.00 95.95 0.69 0.74 11.34 11.06 0.62 ok
6S7P_A P21439 Phosphatidylcholine translocator ABCB4 EM 3.20 2019-07-05 24.20 88.51 0.71 0.78 15.23 8.21 0.45 ok
6P59_A Q13951 Core-binding factor subunit beta X-ray 2.94 2019-05-29 0.00 88.52 0.60 0.64 30.73 6.60 0.32 ok
6POE_A P53396 ATP-citrate synthase EM 3.50 2019-07-03 0.00 95.95 0.90 0.93 51.62 3.85 0.21 ok
6NF1_A P15498 Proto-oncogene vav X-ray 2.60 2018-12-18 0.70 90.26 0.88 0.91 56.60 3.37 0.17 ok
6UI9_A P53396 ACLY EM 3.10 2019-09-30 0.00 95.95 0.94 0.93 64.45 3.12 0.15 ok
6S1O_A P28340 DNA polymerase delta catalytic subunit EM 8.10 2019-06-19 50.00 90.49 0.93 0.81 62.45 3.38 0.15 ok
6S1N_A P28340 DNA polymerase delta catalytic subunit EM 4.86 2019-06-19 50.00 90.49 0.93 0.81 62.65 3.35 0.15 ok
6S1M_A P28340 DNA polymerase delta catalytic subunit EM 4.27 2019-06-19 50.00 90.49 0.93 0.81 62.67 3.36 0.15 ok
6V22_E Q86W47 Calcium-activated potassium channel subuni EM 3.20 2019-11-22 87.19 0.86 0.12 ok
6V41_QQQ P68431 Histone H3.1 Peptide X-ray 1.60 2019-11-27 62.43 0.38 0.78 54.55 3.66 0.12 ok
6V41_AAA Q9Y6F8 Testis-specific chromodomain protein Y 1 X-ray 1.60 2019-11-27 70.62 0.83 0.12 ok
6V2H_A Q8N8U2 Chromodomain Y-like protein 2 X-ray 2.60 2019-11-22 71.56 0.83 0.12 ok
6V2D_A Q8N8U2 Chromodomain Y-like protein 2 X-ray 2.10 2019-11-22 71.56 0.83 0.12 ok
6V35_E Q86W47 Calcium-activated potassium channel subuni EM 3.50 2019-11-25 87.19 0.86 0.12 ok
6P8H_B P11802 Cyclin-dependent kinase 4 X-ray 3.19 2019-06-07 0.40 91.55 0.90 0.87 72.29 2.60 0.11 ok
6NFA_A P15498 Proto-oncogene vav X-ray 2.70 2018-12-19 1.00 92.06 0.93 0.94 71.44 2.08 0.11 ok
6SAL_A P51449 Nuclear receptor ROR-gamma X-ray 1.61 2019-07-17 0.00 95.08 0.94 0.89 79.34 2.70 0.11 ok
6MAK_B O95696 BRD1 protein X-ray 2.13 2018-08-27 0.00 71.75 0.48 0.88 64.81 2.77 0.10 wrong
6SAP_A Q9BZV1 UBX domain-containing protein 6 NMR 2019-07-17 100.00 novel 84.78 0.86 0.81 72.48 2.71 0.10 ok
6P8E_B P11802 Cyclin-dependent kinase 4 X-ray 2.30 2019-06-07 0.40 91.42 0.91 0.89 73.75 2.39 0.10 ok
6P8F_B P11802 Cyclin-dependent kinase 4 X-ray 2.89 2019-06-07 0.40 91.17 0.91 0.89 74.62 2.46 0.10 ok
6P8G_B P11802 Cyclin-dependent kinase 4 X-ray 2.80 2019-06-07 0.40 91.22 0.91 0.88 74.32 2.37 0.10 ok
6QCN_A Q8IXJ6 NAD-dependent protein deacetylase sirtuin- X-ray 2.23 2018-12-29 0.00 92.15 0.92 0.93 75.92 2.39 0.10 ok
6S22_F Q9GZV9 Fibroblast growth factor 23 X-ray 1.96 2019-06-20 60.14 0.33 0.69 66.67 2.66 0.09 ok
6NHA_A P55899 IgG receptor FcRn large subunit p51 X-ray 2.38 2018-12-21 0.40 95.13 0.93 0.94 79.10 1.73 0.09 ok
6P59_E Q15369 Elongin-C X-ray 2.94 2019-05-29 0.00 93.14 0.90 0.90 80.99 2.29 0.08 ok
6P8H_A P24385 G1/S-specific cyclin-D1 X-ray 3.19 2019-06-07 0.00 94.32 0.94 0.90 85.66 2.56 0.08 ok
6S1O_B P49005 DNA polymerase delta subunit 2 EM 8.10 2019-06-19 0.00 91.86 0.95 0.86 80.80 2.32 0.08 ok
6S1N_B P49005 DNA polymerase delta subunit 2 EM 4.86 2019-06-19 0.00 91.86 0.95 0.86 80.74 2.32 0.08 ok
6S1M_B P49005 DNA polymerase delta subunit 2 EM 4.27 2019-06-19 0.00 91.86 0.95 0.86 80.80 2.32 0.08 ok
6P8H_C P38936 Cyclin-dependent kinase inhibitor 1 X-ray 3.19 2019-06-07 57.20 93.28 0.81 0.92 84.26 1.39 0.07 ok
6P8E_C P46527 Cyclin-dependent kinase inhibitor 1B X-ray 2.30 2019-06-07 0.00 94.59 0.82 0.97 85.09 1.40 0.07 ok
6P8G_A P24385 G1/S-specific cyclin-D1 X-ray 2.80 2019-06-07 0.00 94.34 0.95 0.92 89.51 2.35 0.07 ok
6Q4M_A O15294 UDP-N-acetylglucosamine--peptide N-acetylg X-ray 2.20 2018-12-06 0.20 95.81 0.98 0.97 88.47 1.86 0.07 ok
6ADL_R Q9H6X2 Anthrax toxin receptor 1 EM 3.08 2018-08-01 72.44 0.90 0.07 ok
6P8F_A P24385 G1/S-specific cyclin-D1 X-ray 2.89 2019-06-07 0.00 94.30 0.95 0.92 89.14 2.18 0.07 ok
6NEW_A P15498 Proto-oncogene vav X-ray 2.50 2018-12-18 1.00 91.82 0.96 0.96 83.42 1.44 0.07 ok
6P8E_A P24385 G1/S-specific cyclin-D1 X-ray 2.30 2019-06-07 0.00 94.17 0.95 0.92 90.69 2.29 0.07 ok
6IZB_A P13693 Translationally-controlled tumor protein X-ray 1.90 2018-12-19 15.00 96.39 0.94 0.94 85.86 3.12 0.07 ok
6P8G_C P46527 Cyclin-dependent kinase inhibitor 1B X-ray 2.80 2019-06-07 4.40 94.83 0.83 0.96 84.09 1.27 0.07 ok
6PK4_A Q9NRF8 CTP synthase 2 EM 3.50 2019-06-28 25.00 94.17 0.98 0.88 87.16 1.32 0.07 ok
6P8F_C P46527 Cyclin-dependent kinase inhibitor 1B X-ray 2.89 2019-06-07 3.70 94.65 0.86 0.96 90.62 1.14 0.06 ok
6NFM_A Q9UH17 DNA dC->dU-editing enzyme APOBEC-3B X-ray 2.53 2018-12-20 3.30 90.87 0.94 0.88 89.21 1.60 0.06 ok
6UV5_A P53396 ATP citrate lyase EM 3.40 2019-11-01 92.25 0.94 0.06 ok
6S1O_E P12004 Proliferating cell nuclear antigen EM 8.10 2019-06-19 0.00 95.66 0.97 0.87 91.04 1.02 0.06 ok
6S1N_E P12004 Proliferating cell nuclear antigen EM 4.86 2019-06-19 0.00 95.66 0.97 0.87 91.14 1.02 0.06 ok
6V2S_A Q99549 M-phase phosphoprotein 8 X-ray 1.60 2019-11-25 56.44 0.90 0.06 ok
6NFK_A Q9UH17 DNA dC->dU-editing enzyme APOBEC-3B X-ray 1.86 2018-12-20 3.80 90.94 0.95 0.89 90.52 1.53 0.06 ok
6S1O_C Q15054 DNA polymerase delta subunit 3 EM 8.10 2019-06-19 0.00 94.98 0.96 0.88 90.91 1.03 0.05 ok
6S1N_C Q15054 DNA polymerase delta subunit 3 EM 4.86 2019-06-19 0.00 94.98 0.96 0.88 90.91 1.03 0.05 ok
6S1M_C Q15054 DNA polymerase delta subunit 3 EM 4.27 2019-06-19 0.00 94.98 0.96 0.88 90.91 1.03 0.05 ok
6PK7_A Q9NRF8 CTP synthase 2 EM 3.10 2019-06-28 25.00 94.21 0.98 0.92 91.43 1.10 0.05 ok
6PGP_A P01116 GTPase KRas X-ray 1.50 2019-06-24 0.00 95.11 0.95 0.91 92.60 1.38 0.05 ok
6NFL_A Q9UH17 DNA dC->dU-editing enzyme APOBEC-3B X-ray 1.73 2018-12-20 3.30 90.94 0.95 0.89 90.80 1.47 0.05 ok
6Q3V_A O75113 NEDD4-binding protein 1 X-ray 1.88 2018-12-04 100.00 novel 90.24 0.96 0.95 94.02 1.32 0.05 ok
6V3G_A Q12791 Calcium-activated potassium channel subuni EM 4.00 2019-11-25 76.00 0.94 0.05 ok
6V35_A Q12791 Calcium-activated potassium channel subuni EM 3.50 2019-11-25 76.00 0.94 0.05 ok
6Q3M_A Q14839 Chromodomain-helicase-DNA-binding protein X-ray 2.52 2018-12-04 1.70 85.38 0.98 0.96 92.36 1.69 0.04 ok
6MAJ_B O95696 BRD1 protein X-ray 2.14 2018-08-27 0.00 73.73 0.43 0.92 91.25 1.15 0.04 wrong
6S1O_D Q9HCU8 DNA polymerase delta subunit 4 EM 8.10 2019-06-19 0.00 96.06 0.93 0.87 95.45 0.79 0.04 ok
6S1N_D Q9HCU8 DNA polymerase delta subunit 4 EM 4.86 2019-06-19 0.00 96.06 0.93 0.87 95.45 0.79 0.04 ok
6S1M_D Q9HCU8 DNA polymerase delta subunit 4 EM 4.27 2019-06-19 0.00 96.06 0.93 0.87 95.45 0.79 0.04 ok
6K6U_A Q9H6S0 3'-5' RNA helicase YTHDC2 X-ray 2.27 2019-06-04 2.90 89.05 0.96 0.94 94.19 1.52 0.04 ok
6PGO_A P01116 GTPase KRas X-ray 1.60 2019-06-24 0.00 95.92 0.97 0.93 95.31 1.04 0.04 ok
6V2R_A O95931 Chromobox protein homolog 7 X-ray 1.60 2019-11-25 66.25 0.94 0.04 ok
6L8U_A Q7Z5W3 RNA 5'-monophosphate methyltransferase X-ray 2.92 2019-11-07 60.70 93.73 0.97 0.93 95.50 1.38 0.04 ok
6NH9_A O14936 Peripheral plasma membrane protein CASK X-ray 1.85 2018-12-21 1.20 83.36 0.95 0.91 93.90 0.86 0.04 ok
6S1M_E P12004 Proliferating cell nuclear antigen EM 4.27 2019-06-19 0.00 95.66 0.98 0.95 96.12 0.75 0.04 ok
6PYA_A P04278 Sex hormone-binding globulin X-ray 1.71 2019-07-29 0.50 92.33 0.97 0.94 95.00 1.05 0.03 ok
6V87_A P03372 Estrogen receptor X-ray 2.40 2019-12-10 66.44 0.95 0.03 ok
6OOZ_A P01375 Tumor necrosis factor X-ray 2.80 2019-04-23 0.00 96.05 0.98 0.96 97.45 0.65 0.03 ok
6OP0_A P01375 Tumor necrosis factor X-ray 2.55 2019-04-23 0.00 96.05 0.98 0.97 97.28 0.64 0.03 ok
6IZE_A P13693 Translationally-controlled tumor protein X-ray 2.29 2018-12-19 0.00 97.08 0.98 0.97 97.73 0.61 0.03 ok
6V8T_A P03372 Estrogen receptor X-ray 2.10 2019-12-12 66.44 0.95 0.03 ok
6OOY_A P01375 Tumor necrosis factor X-ray 2.50 2019-04-23 0.00 96.41 0.98 0.97 98.21 0.60 0.03 ok
6PYB_A P04278 Sex hormone-binding globulin X-ray 1.80 2019-07-29 0.50 92.78 0.98 0.95 95.78 0.89 0.03 ok
6PYF_A P04278 Sex hormone-binding globulin X-ray 1.73 2019-07-29 0.50 92.33 0.98 0.94 95.86 0.78 0.03 ok
6NHA_B P61769 Beta-2-microglobulin X-ray 2.38 2018-12-21 0.00 97.00 0.98 0.98 98.99 0.51 0.03 ok
5QTU_A P03951 Coagulation factor XI X-ray 2.53 2019-10-16 0.00 87.43 0.98 0.96 98.11 1.47 0.03 ok
5QTT_A P03951 Coagulation factor XI X-ray 2.23 2019-10-16 0.00 87.43 0.98 0.96 98.11 1.47 0.03 ok
6SZP_A O94760 N(G),N(G)-dimethylarginine dimethylaminohy X-ray 1.76 2019-10-02 4.60 97.50 0.99 0.97 98.27 0.60 0.03 ok
6SZQ_A O94760 N(G),N(G)-dimethylarginine dimethylaminohy X-ray 2.41 2019-10-02 4.60 97.36 0.99 0.98 98.82 0.66 0.02 ok
6QCJ_A Q8N6T7 NAD-dependent protein deacetylase sirtuin- X-ray 2.01 2018-12-28 0.00 97.33 0.99 0.98 98.93 0.51 0.02 ok
6P59_D Q15370 Elongin-B X-ray 2.94 2019-05-29 0.00 97.68 0.99 0.99 99.49 0.40 0.02 ok
6U5L_A Q96C45 Serine/threonine-protein kinase ULK4 X-ray 1.75 2019-08-28 70.60 novel 91.54 0.99 0.99 99.09 1.18 0.02 ok
6Q3O_A P00918 Carbonic anhydrase 2 X-ray 2.23 2018-12-04 0.00 97.89 1.00 0.99 99.42 0.40 0.02 ok
6V9T_AAA Q9H7E2 Tudor domain-containing protein 3 X-ray 2.15 2019-12-16 58.66 0.96 0.02 ok
6V38_A Q12791 Calcium-activated potassium channel subuni EM 3.80 2019-11-25 76.00 0.97 0.02 ok
6OA0_A Q86W56 Poly(ADP-ribose) glycohydrolase X-ray 2.00 2019-03-15 0.00 97.70 1.00 0.99 99.80 0.35 0.02 ok
6O9X_A Q86W56 Poly(ADP-ribose) glycohydrolase X-ray 1.70 2019-03-15 0.00 97.64 1.00 0.99 99.65 0.36 0.02 ok
6OA1_A Q86W56 Poly(ADP-ribose) glycohydrolase X-ray 1.80 2019-03-15 0.00 97.72 1.00 0.99 99.80 0.34 0.02 ok
6O9Y_A Q86W56 Poly(ADP-ribose) glycohydrolase X-ray 2.00 2019-03-15 0.00 97.72 1.00 1.00 99.80 0.33 0.02 ok
6IZQ_A Q86X55 Histone-arginine methyltransferase CARM1 X-ray 2.45 2018-12-20 0.00 96.79 1.00 1.00 99.70 0.33 0.02 ok
6OA3_A Q86W56 Poly(ADP-ribose) glycohydrolase X-ray 1.90 2019-03-15 0.00 97.72 1.00 1.00 99.80 0.32 0.02 ok
5QTP_A Q9UKK9 ADP-sugar pyrophosphatase X-ray 1.73 2019-08-14 0.00 97.34 1.00 0.99 99.87 0.32 0.02 ok
5QTQ_A Q9UKK9 ADP-sugar pyrophosphatase X-ray 1.82 2019-08-14 0.00 97.34 1.00 0.99 100.00 0.31 0.02 ok
5QTS_A Q9UKK9 ADP-sugar pyrophosphatase X-ray 1.85 2019-08-14 0.00 97.34 1.00 1.00 100.00 0.30 0.02 ok
5QTO_A Q9UKK9 ADP-sugar pyrophosphatase X-ray 1.67 2019-08-14 0.00 97.34 1.00 1.00 100.00 0.30 0.02 ok
5QTN_A Q9UKK9 ADP-sugar pyrophosphatase X-ray 1.83 2019-08-14 0.00 97.34 1.00 0.99 100.00 0.30 0.02 ok
5QTM_A Q9UKK9 ADP-sugar pyrophosphatase X-ray 1.79 2019-08-14 0.00 97.34 1.00 0.99 99.87 0.31 0.02 ok
6QCH_A Q8N6T7 NAD-dependent protein deacetylase sirtuin- X-ray 2.10 2018-12-28 0.00 97.43 0.99 0.99 99.11 0.46 0.02 ok
6QCD_A Q8N6T7 NAD-dependent protein deacetylase sirtuin- X-ray 1.84 2018-12-27 0.00 97.33 0.99 0.99 99.02 0.46 0.02 ok
6QCE_A Q8N6T7 NAD-dependent protein deacetylase sirtuin- X-ray 1.90 2018-12-27 0.00 97.33 0.99 0.99 99.11 0.45 0.02 ok
5QTR_A Q9UKK9 NUDT5 X-ray 1.55 2019-10-31 0.00 97.34 1.00 0.99 99.87 0.30 0.02 ok
5QTL_A Q9UKK9 NUDT5 X-ray 1.73 2019-10-31 0.00 97.34 1.00 1.00 100.00 0.28 0.02 ok
6V22_A Q12791 Calcium-activated potassium channel subuni EM 3.20 2019-11-22 76.00 0.98 0.01 ok
6MAJ_A O95251 Histone acetyltransferase KAT7 X-ray 2.14 2018-08-27 72.56 0.99 0.01 ok
6MAK_A O95251 Histone acetyltransferase KAT7 X-ray 2.13 2018-08-27 72.56 0.99 0.01 ok
6UUW_A P53396 ATP-citrate synthase EM 2.85 2019-11-01 92.25 0.99 0.01 ok

Click a column header to sort. FRAUD = confidence-weighted error; a structure is flagged confidently wrong when mean pLDDT > 70 yet TM-score < 0.5.