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

Release week 2019-04-10

71
structures analysed (27 full · 38.0%)
11.4%
confidently wrong
11.4%
novel sequences
00.0%
novel & wrong
0.976
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: 1 of 71 structures (1.4%) are confidently wrong; median TM-score is 0.976.

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 0.976 — 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
6DKP_C Q16655 Melanoma antigen recognized by T-cells 1 X-ray 2.97 2018-05-30 89.33 0.29 0.44 40.00 4.20 0.24 wrong
6MV5_P Q8NBP7 Proprotein convertase subtilisin/kexin typ X-ray 2.10 2018-10-24 4.60 38.14 0.45 0.33 13.16 9.12 0.21 ok
6MDW_A Q9H040 SprT-like domain-containing protein Sparta X-ray 1.50 2018-09-05 64.94 0.71 0.19 ok
6MDX_A Q9H040 SprT-like domain-containing protein Sparta X-ray 1.55 2018-09-05 64.94 0.71 0.19 ok
6E4Z_P Q8NBP7 Proprotein convertase subtilisin/kexin typ X-ray 2.20 2018-07-18 0.00 38.13 0.66 0.30 26.67 6.85 0.16 ok
6E4Y_P Q8NBP7 Proprotein convertase subtilisin/kexin typ X-ray 2.24 2018-07-18 0.00 38.17 0.68 0.31 25.00 6.66 0.16 ok
6QFB_A P53396 ATP-citrate synthase X-ray 3.25 2019-01-09 7.50 96.06 0.94 0.98 65.21 3.12 0.16 ok
6DLD_A A6NGN9 IgLON family member 5 X-ray 3.30 2018-06-01 83.88 0.82 0.15 ok
6MC9_A P35499 Sodium channel protein type 4 subunit alph X-ray 3.30 2018-08-30 72.44 0.80 0.15 ok
6OCP_P O75899 Gamma-aminobutyric acid type B receptor su X-ray 2.35 2019-03-25 33.87 0.25 0.38 25.00 7.29 0.14 ok
6MBA_A P35499 Sodium channel protein type 4 subunit alph X-ray 1.80 2018-08-29 72.44 0.81 0.14 ok
6R7O_A Q8WVM7 Cohesin subunit SA-1 X-ray 2.31 2019-03-29 26.60 93.34 0.93 0.93 71.36 4.68 0.14 ok
6QAP_A P49189 4-trimethylaminobutyraldehyde dehydrogenas X-ray 2.30 2018-12-19 30.00 98.29 0.93 0.91 76.65 3.60 0.12 ok
6IF9_A P22914 Gamma-crystallin S NMR 2018-09-19 95.31 0.88 0.12 ok
6QAK_A P49189 4-trimethylaminobutyraldehyde dehydrogenas X-ray 2.50 2018-12-19 30.00 98.29 0.93 0.91 77.98 3.60 0.12 ok
6QAO_A P49189 4-trimethylaminobutyraldehyde dehydrogenas X-ray 2.89 2018-12-19 30.00 98.29 0.94 0.91 78.09 3.56 0.11 ok
6QI8_A Q9Y265 RuvB-like 1 EM 3.75 2019-01-18 0.00 89.49 0.91 0.86 74.84 5.82 0.11 ok
6DLE_A A6NGN9 IgLON family member 5 X-ray 3.99 2018-06-01 83.88 0.88 0.10 ok
6QI8_D Q9Y230 RuvB-like 2 EM 3.75 2019-01-18 0.00 90.03 0.93 0.88 76.52 2.35 0.09 ok
6OEU_A Q13635 Protein patched homolog 1 EM 3.50 2019-03-27 74.70 novel 90.08 0.98 0.84 83.79 1.72 0.08 ok
6N0M_A P58004 Sestrin-2 X-ray 3.30 2018-11-07 0.00 91.32 0.94 0.87 86.00 3.51 0.07 ok
6DLD_B Q7Z3B1 Neuronal growth regulator 1 X-ray 3.30 2018-06-01 81.62 0.93 0.06 ok
6R8X_A P03951 Coagulation factor XI X-ray 2.04 2019-04-02 0.00 88.85 0.95 0.89 91.89 2.03 0.06 ok
6HXM_A P53396 ATP-citrate synthase X-ray 1.30 2018-10-17 92.25 0.94 0.05 ok
6HXL_A P53396 ATP-citrate synthase X-ray 1.35 2018-10-17 92.25 0.94 0.05 ok
6MYE_B Q96DR7 Rho guanine nucleotide exchange factor 26, X-ray 1.10 2018-11-01 33.43 0.31 0.74 59.09 2.37 0.05 ok
6A6K_A P62508 Estrogen-related receptor gamma X-ray 2.90 2018-06-28 76.25 0.94 0.05 ok
6QF8_A P0CG47 Polyubiquitin-B NMR 2019-01-09 0.00 94.12 0.94 0.93 92.43 1.41 0.05 ok
6QXG_A P04818 Thymidylate synthase X-ray 2.08 2019-03-07 0.00 97.30 0.99 0.97 95.91 0.72 0.04 ok
6DLF_A Q9P121 Neurotrimin X-ray 3.45 2018-06-01 82.38 0.95 0.04 ok
6QXH_A P04818 Thymidylate synthase X-ray 2.04 2019-03-07 0.00 97.30 0.99 0.97 97.04 0.66 0.04 ok
6R2E_A P04818 Thymidylate synthase X-ray 2.55 2019-03-16 0.40 97.21 0.99 0.97 98.52 0.56 0.03 ok
6EB6_A Q07812 Apoptosis regulator BAX X-ray 2.02 2018-08-05 85.94 0.96 0.03 ok
6R2E_E P04818 Thymidylate synthase X-ray 2.55 2019-03-16 0.40 97.21 0.99 0.98 99.13 0.54 0.03 ok
6OCT_A Q68DU8 BTB/POZ domain-containing protein KCTD16 X-ray 2.80 2019-03-25 0.00 90.82 0.97 0.97 97.45 0.64 0.03 ok
6MYE_A Q14160 Protein scribble homolog X-ray 1.10 2018-11-01 62.53 0.96 0.03 ok
6OCR_A Q68DU8 BTB/POZ domain-containing protein KCTD16 X-ray 2.28 2019-03-25 0.00 91.61 0.98 0.98 98.68 0.53 0.03 ok
6OCP_A Q68DU8 BTB/POZ domain-containing protein KCTD16 X-ray 2.35 2019-03-25 0.00 91.37 0.98 0.98 98.96 0.51 0.02 ok
6MYF_A Q14160 Protein scribble homolog X-ray 1.60 2018-11-01 62.53 0.96 0.02 ok
6DKP_B P61769 Beta-2-microglobulin X-ray 2.97 2018-05-30 94.06 0.98 0.02 ok
5QHZ_A Q460N5 Poly [ADP-ribose] polymerase 14 X-ray 1.15 2018-05-21 81.69 0.98 0.02 ok
5QIA_A Q460N5 Poly [ADP-ribose] polymerase 14 X-ray 1.14 2018-05-21 81.69 0.98 0.02 ok
5QI0_A Q460N5 Poly [ADP-ribose] polymerase 14 X-ray 1.05 2018-05-21 81.69 0.98 0.02 ok
5QI3_A Q460N5 Poly [ADP-ribose] polymerase 14 X-ray 1.05 2018-05-21 81.69 0.98 0.02 ok
5QI9_A Q460N5 Poly [ADP-ribose] polymerase 14 X-ray 1.05 2018-05-21 81.69 0.98 0.02 ok
5QI1_A Q460N5 Poly [ADP-ribose] polymerase 14 X-ray 1.05 2018-05-21 81.69 0.98 0.02 ok
5QI4_A Q460N5 Poly [ADP-ribose] polymerase 14 X-ray 1.20 2018-05-21 81.69 0.98 0.02 ok
5QHW_A Q460N5 Poly [ADP-ribose] polymerase 14 X-ray 1.12 2018-05-21 81.69 0.98 0.02 ok
5QI5_A Q460N5 Poly [ADP-ribose] polymerase 14 X-ray 1.05 2018-05-21 81.69 0.98 0.02 ok
5QHY_A Q460N5 Poly [ADP-ribose] polymerase 14 X-ray 1.17 2018-05-21 81.69 0.98 0.02 ok
5QHV_A Q460N5 Poly [ADP-ribose] polymerase 14 X-ray 1.05 2018-05-21 81.69 0.98 0.02 ok
5QHT_A Q460N5 Poly [ADP-ribose] polymerase 14 X-ray 1.05 2018-05-21 81.69 0.98 0.02 ok
5QI6_A Q460N5 Poly [ADP-ribose] polymerase 14 X-ray 1.10 2018-05-21 81.69 0.98 0.02 ok
5QI2_A Q460N5 Poly [ADP-ribose] polymerase 14 X-ray 1.08 2018-05-21 81.69 0.98 0.02 ok
5QI8_A Q460N5 Poly [ADP-ribose] polymerase 14 X-ray 1.09 2018-05-21 81.69 0.98 0.02 ok
5QI7_A Q460N5 Poly [ADP-ribose] polymerase 14 X-ray 1.05 2018-05-21 81.69 0.98 0.02 ok
5QHX_A Q460N5 Poly [ADP-ribose] polymerase 14 X-ray 1.11 2018-05-21 81.69 0.98 0.02 ok
5QHU_A Q460N5 Poly [ADP-ribose] polymerase 14 X-ray 1.05 2018-05-21 81.69 0.98 0.02 ok
6OEA_A Q96FZ2 Embryonic stem cell-specific 5-hydroxymeth X-ray 2.10 2019-03-27 0.00 96.04 0.99 0.99 99.03 0.44 0.02 ok
6A7E_A P00374 Dihydrofolate reductase X-ray 1.85 2018-07-02 96.12 0.98 0.02 ok
6Q4R_A Q9NZ08 Endoplasmic reticulum aminopeptidase 1,End X-ray 1.60 2018-12-06 3.00 97.63 1.00 0.99 99.71 0.32 0.02 ok
6OEB_A Q96FZ2 Embryonic stem cell-specific 5-hydroxymeth X-ray 2.10 2019-03-27 0.00 96.23 1.00 0.99 99.22 0.35 0.02 ok
6A7C_A P00374 Dihydrofolate reductase X-ray 2.06 2018-07-02 96.12 0.98 0.02 ok
6DKP_A P04439 HLA class I histocompatibility antigen, A- X-ray 2.97 2018-05-30 87.12 0.99 0.01 ok
6MO6_A Q9Y6N5 Sulfide:quinone oxidoreductase, mitochondr X-ray 2.59 2018-10-04 93.00 0.99 0.01 ok
6MP5_A Q9Y6N5 Sulfide:quinone oxidoreductase, mitochondr X-ray 2.99 2018-10-05 93.00 0.99 0.01 ok
6A3N_A O76083 High affinity cGMP-specific 3',5'-cyclic p X-ray 2.60 2018-06-15 81.00 0.99 0.01 ok
6HXK_A P53396 ATP-citrate synthase X-ray 1.85 2018-10-17 92.25 0.99 0.01 ok
6HXH_A P53396 ATP-citrate synthase,Human ATP citrate lya X-ray 3.30 2018-10-17 92.25 0.99 0.01 ok
6IJI_A Q9Y233 cAMP and cAMP-inhibited cGMP 3',5'-cyclic X-ray 2.70 2018-10-10 69.38 0.99 0.00 ok
6IJH_A Q9Y233 cAMP and cAMP-inhibited cGMP 3',5'-cyclic X-ray 2.60 2018-10-10 69.38 0.99 0.00 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.