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

Release week 2026-09-02

108
structures analysed (19 full · 17.6%)
54.6%
confidently wrong
10.9%
novel sequences
00.0%
novel & wrong
0.94
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: 5 of 108 structures (4.6%) are confidently wrong; median TM-score is 0.94.

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 0.94 — 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
9OEK_A Q15582 Transforming growth factor-beta-induced pr EM 3.24 2025-04-28 0.70 95.80 0.30 0.63 2.44 16.20 0.84 wrong
13IB_B P02818 Osteocalcin EM 2.68 2026-05-07 8.20 82.80 0.28 0.68 4.07 14.97 0.69 wrong
9WIT_A P10636 Isoform Tau-F of Microtubule-associated pr EM 2.80 2025-08-29 4.20 67.21 0.24 0.42 0.32 26.68 0.66 ok
10NQ_A P10636 Microtubule-associated protein tau EM 3.61 2026-01-29 0.00 67.98 0.24 0.46 0.67 24.14 0.65 ok
10NR_A P10636 Microtubule-associated protein tau EM 3.37 2026-01-29 0.00 67.98 0.25 0.47 0.67 24.10 0.65 ok
10NP_A P10636 Microtubule-associated protein tau EM 3.51 2026-01-28 0.00 67.98 0.26 0.46 0.67 24.09 0.65 ok
10NT_A P10636 Microtubule-associated protein tau EM 3.05 2026-01-29 0.00 67.98 0.26 0.46 0.67 24.12 0.65 ok
10MR_A P10636 Microtubule-associated protein tau EM 3.14 2026-01-28 0.00 67.98 0.25 0.45 0.67 24.10 0.65 ok
10NO_A P10636 Microtubule-associated protein tau EM 2.96 2026-01-28 0.00 67.98 0.25 0.45 0.67 24.10 0.65 ok
10LN_A P10636 Microtubule-associated protein tau EM 2.92 2026-01-27 0.00 67.98 0.24 0.46 0.67 24.07 0.65 ok
10MS_A P10636 Microtubule-associated protein tau EM 3.24 2026-01-28 0.00 67.98 0.25 0.46 0.67 24.06 0.65 ok
30AC_A P01854 Isoform 1 of Immunoglobulin heavy constant X-ray 3.20 2026-04-16 0.00 85.28 0.64 0.88 6.71 18.12 0.64 ok
30AD_A P01854 Isoform 1 of Immunoglobulin heavy constant X-ray 3.20 2026-04-16 0.00 84.84 0.65 0.88 7.89 13.20 0.60 ok
9XTI_D P0DP23 Calmodulin-1 EM 3.73 2025-11-22 0.00 85.24 0.49 0.77 9.23 12.37 0.58 wrong
10NL_A P0DP23 Calmodulin-1 EM 3.81 2026-01-28 0.00 87.13 0.47 0.72 11.13 11.70 0.57 wrong
10NK_B P0DP23 Calmodulin-1 EM 3.95 2026-01-28 0.00 87.13 0.49 0.74 11.86 11.62 0.57 wrong
30AE_A P01854 Isoform 1 of Immunoglobulin heavy constant X-ray 3.50 2026-04-16 0.00 85.12 0.65 0.86 12.30 16.87 0.56 ok
30AF_A P01854 Isoform 1 of Immunoglobulin heavy constant X-ray 2.40 2026-04-16 0.00 84.92 0.65 0.88 15.77 16.45 0.53 ok
9IHN_A Q96P20 NACHT, LRR and PYD domains-containing prot EM 3.06 2025-02-21 — 81.06 0.74 — — — 0.21 ok
9Z3T_A P09529 Inhibin beta B chain X-ray 2.72 2025-11-07 — 73.81 0.81 — — — 0.14 ok
9WJY_A O43156 TELO2-interacting protein 1 homolog EM 4.10 2025-08-31 — 81.25 0.83 — — — 0.13 ok
11ZU_X P03372 Estrogen receptor X-ray 2.25 2026-03-20 — 66.44 0.80 — — — 0.13 ok
9WGU_AAA Q13191 E3 ubiquitin-protein ligase CBL-B X-ray 1.95 2025-08-25 — 61.88 0.80 — — — 0.12 ok
9XZD_A Q13191 E3 ubiquitin-protein ligase CBL-B X-ray 1.65 2025-08-27 — 61.88 0.80 — — — 0.12 ok
9XZE_A Q13191 E3 ubiquitin-protein ligase CBL-B X-ray 2.00 2025-08-27 — 61.88 0.80 — — — 0.12 ok
9XZC_A Q13191 E3 ubiquitin-protein ligase CBL-B X-ray 1.80 2025-08-27 — 61.88 0.81 — — — 0.12 ok
9XZB_A Q13191 E3 ubiquitin-protein ligase CBL-B X-ray 1.75 2025-08-27 — 61.88 0.81 — — — 0.12 ok
11HZ_A Q9Y5S1 Transient receptor potential cation channe EM 3.36 2026-02-25 — 78.38 0.85 — — — 0.11 ok
9XZA_A Q13191 E3 ubiquitin-protein ligase CBL-B X-ray 2.30 2025-08-27 — 61.88 0.82 — — — 0.11 ok
11IA_A Q9Y5S1 Transient receptor potential cation channe EM 2.76 2026-02-25 — 78.38 0.86 — — — 0.11 ok
27IQ_A Q53RT3 Retroviral-like aspartic protease 1 X-ray 2.09 2026-06-03 — 69.69 0.85 — — — 0.11 ok
11IB_A Q9Y5S1 Transient receptor potential cation channe EM 3.33 2026-02-25 — 78.38 0.87 — — — 0.11 ok
27IV_A Q53RT3 Retroviral-like aspartic protease 1 X-ray 1.95 2026-06-03 — 69.69 0.85 — — — 0.10 ok
9YC4_X P03372 Estrogen receptor Alpha Peptide X-ray 2.15 2025-09-18 — 66.44 0.85 — — — 0.10 ok
9TG8_A Q16643 Drebrin EM 2.37 2025-11-28 — 61.81 0.85 — — — 0.10 ok
9Y5Z_C Q9UKS7 Zinc finger protein Helios X-ray 3.53 2025-09-05 — 52.44 0.82 — — — 0.09 ok
9Z3T_C P19883 Follistatin X-ray 2.72 2025-11-07 — 88.38 0.90 — — — 0.09 ok
9WGH_A O95292 Vesicle-associated membrane protein-associ NMR — 2025-08-24 — 76.88 0.88 — — — 0.09 ok
27JK_A Q53RT3 Retroviral-like aspartic protease 1 X-ray 1.84 2026-06-03 — 69.69 0.88 — — — 0.08 ok
27IK_A Q53RT3 Retroviral-like aspartic protease 1 X-ray 2.40 2026-06-02 — 69.69 0.88 — — — 0.08 ok
27JQ_A Q53RT3 Retroviral-like aspartic protease 1 X-ray 1.95 2026-06-03 — 69.69 0.88 — — — 0.08 ok
11GV_A P24941 Cyclin-dependent kinase 2 X-ray 1.59 2026-02-23 — 88.44 0.91 — — — 0.08 ok
9XKL_A Q5T4S7 E3 ubiquitin-protein ligase UBR4 EM 3.47 2025-11-06 — 73.75 0.89 — — — 0.08 ok
9WJY_B Q6NXR4 TELO2-interacting protein 2 EM 4.10 2025-08-31 — 84.44 0.91 — — — 0.08 ok
9WJS_C Q9Y4R8 Telomere length regulation protein TEL2 ho EM 3.83 2025-08-31 — 83.88 0.92 — — — 0.07 ok
28ZT_A Q08211 ATP-dependent RNA helicase A X-ray 3.40 2026-03-03 — 80.88 0.92 — — — 0.06 ok
29IN_A A6NGN9 IgLON family member 5 EM 3.50 2026-03-13 — 83.88 0.94 — — — 0.05 ok
29CP_A A6NGN9 IgLON family member 5 EM 3.70 2026-03-05 — 83.88 0.94 — — — 0.05 ok
9TGA_A Q16643 Drebrin EM 2.29 2025-11-28 100.00 novel 75.16 0.66 0.96 92.50 1.00 0.05 ok
9WGT_A P11362 Fibroblast growth factor receptor 1 X-ray 1.90 2025-08-25 — 73.88 0.94 — — — 0.05 ok
28ZQ_A Q14562 ATP-dependent RNA helicase DHX8 X-ray 2.20 2026-03-03 — 73.00 0.94 — — — 0.05 ok
28ZO_A Q14562 ATP-dependent RNA helicase DHX8 X-ray 2.97 2026-03-03 — 73.00 0.94 — — — 0.05 ok
28ZL_A Q14562 ATP-dependent RNA helicase DHX8 X-ray 2.69 2026-03-03 — 73.00 0.94 — — — 0.04 ok
28ZP_A Q14562 ATP-dependent RNA helicase DHX8 X-ray 2.57 2026-03-03 — 73.00 0.94 — — — 0.04 ok
28ZJ_A Q14562 ATP-dependent RNA helicase DHX8 X-ray 2.55 2026-03-03 — 73.00 0.94 — — — 0.04 ok
28ZM_A Q14562 ATP-dependent RNA helicase DHX8 X-ray 2.85 2026-03-03 — 73.00 0.94 — — — 0.04 ok
28ZK_A Q14562 ATP-dependent RNA helicase DHX8 X-ray 2.64 2026-03-03 — 73.00 0.94 — — — 0.04 ok
28ZI_A Q14562 ATP-dependent RNA helicase DHX8 X-ray 2.65 2026-03-03 — 73.00 0.94 — — — 0.04 ok
28ZR_A Q14562 ATP-dependent RNA helicase DHX8 X-ray 2.45 2026-03-03 — 73.00 0.94 — — — 0.04 ok
27JO_A Q53RT3 Retroviral-like aspartic protease 1 X-ray 2.08 2026-06-03 — 69.69 0.94 — — — 0.04 ok
9TG9_C Q16643 Drebrin EM 2.34 2025-11-28 — 61.81 0.95 — — — 0.03 ok
30YJ_A P31947 14-3-3 protein sigma X-ray 1.50 2026-05-18 — 92.88 0.97 — — — 0.03 ok
28UW_A P31947 14-3-3 protein sigma X-ray 1.40 2026-02-20 — 92.88 0.97 — — — 0.03 ok
10AX_A Q8NB12 Histone-lysine N-methyltransferase SMYD1 X-ray 2.68 2026-01-09 — 93.00 0.97 — — — 0.03 ok
12CV_A P45983 Mitogen-activated protein kinase 8 X-ray 1.50 2026-03-27 — 82.38 0.97 — — — 0.03 ok
30ZW_A P31947 14-3-3 protein sigma X-ray 1.40 2026-05-19 — 92.88 0.97 — — — 0.03 ok
30ZX_A P31947 14-3-3 protein sigma X-ray 1.50 2026-05-19 — 92.88 0.97 — — — 0.03 ok
11ZL_A P45983 Mitogen-activated protein kinase 8 X-ray 1.55 2026-03-19 — 82.38 0.97 — — — 0.02 ok
9SLM_E O14764 Gamma-aminobutyric acid receptor subunit d EM 3.27 2025-09-04 — 79.19 0.97 — — — 0.02 ok
9SL1_E O14764 GABA-A receptor SBP-delta-glvi,Gamma-amino EM 2.68 2025-09-02 — 79.19 0.97 — — — 0.02 ok
38GO_A Q9UDY8 Mucosa-associated lymphoid tissue lymphoma X-ray 2.07 2026-08-25 — 79.44 0.97 — — — 0.02 ok
9SLD_E O14764 Gamma-aminobutyric acid receptor subunit d EM 3.04 2025-09-03 — 79.19 0.97 — — — 0.02 ok
26QF_A Q16739 Ceramide glucosyltransferase EM 3.22 2026-05-11 — 93.19 0.98 — — — 0.02 ok
26QJ_A Q16739 Ceramide glucosyltransferase EM 3.34 2026-05-11 — 93.19 0.98 — — — 0.02 ok
13IB_A P38435 Vitamin K-dependent gamma-carboxylase EM 2.68 2026-05-07 — 86.00 0.98 — — — 0.02 ok
9SL1_A P48169 Gamma-aminobutyric acid receptor subunit a EM 2.68 2025-09-02 — 72.94 0.97 — — — 0.02 ok
26QH_A Q16739 Ceramide glucosyltransferase EM 3.23 2026-05-11 — 93.19 0.98 — — — 0.02 ok
11ZU_A P31947 14-3-3 protein sigma X-ray 2.25 2026-03-20 — 92.88 0.98 — — — 0.02 ok
27JP_A Q53RT3 Retroviral-like aspartic protease 1 X-ray 2.35 2026-06-03 — 69.69 0.97 — — — 0.02 ok
9SLM_A Q9D6F4 Gamma-aminobutyric acid receptor subunit a EM 3.27 2025-09-04 — 73.06 0.98 — — — 0.02 ok
9SLD_A P48169 Gamma-aminobutyric acid receptor subunit a EM 3.04 2025-09-03 — 72.94 0.98 — — — 0.02 ok
26QM_A Q16739 Ceramide glucosyltransferase EM 3.07 2026-05-11 — 93.19 0.98 — — — 0.02 ok
26QI_A Q16739 Ceramide glucosyltransferase EM 3.43 2026-05-11 — 93.19 0.98 — — — 0.02 ok
9YC4_A P31947 14-3-3 protein sigma X-ray 2.15 2025-09-18 — 92.88 0.98 — — — 0.02 ok
26QS_A Q16739 Ceramide glucosyltransferase EM 2.88 2026-05-11 — 93.19 0.98 — — — 0.02 ok
9Y5Z_A Q16531 DNA damage-binding protein 1 X-ray 3.53 2025-09-05 — 92.00 0.98 — — — 0.01 ok
26QG_A Q16739 Ceramide glucosyltransferase EM 3.20 2026-05-11 — 93.19 0.99 — — — 0.01 ok
26QT_A Q16739 Ceramide glucosyltransferase EM 3.06 2026-05-11 — 93.19 0.99 — — — 0.01 ok
8RPN_A P52333 Tyrosine-protein kinase JAK3 X-ray 2.72 2024-01-16 — 85.69 0.98 — — — 0.01 ok
9Y5Z_B Q96SW2 Protein cereblon X-ray 3.53 2025-09-05 — 86.62 0.98 — — — 0.01 ok
9WDJ_A P78356 Phosphatidylinositol 5-phosphate 4-kinase X-ray 3.15 2025-08-19 — 84.12 0.99 — — — 0.01 ok
9SS3_A Q9Y294 Histone chaperone ASF1A X-ray 2.00 2025-09-25 — 84.12 0.99 — — — 0.01 ok
9YYD_A Q12767 Isoform 3 of Transmembrane protein 94 EM 2.80 2025-10-28 — 72.94 0.98 — — — 0.01 ok
32JN_A P34897 Serine hydroxymethyltransferase, mitochond X-ray 2.66 2026-07-13 — 93.31 0.99 — — — 0.01 ok
9SQK_A Q9Y294 Histone chaperone ASF1A X-ray 1.70 2025-09-22 — 84.12 0.99 — — — 0.01 ok
32JA_A P34897 Isoform 3 of Serine hydroxymethyltransfera X-ray 2.20 2026-07-10 — 93.31 0.99 — — — 0.01 ok
9T1O_A P00439 Phenylalanine-4-hydroxylase X-ray 1.94 2025-10-21 — 88.69 0.99 — — — 0.01 ok
22EA_A P27487 Dipeptidyl peptidase 4 membrane form EM 3.44 2026-01-07 — 96.25 0.99 — — — 0.01 ok
22DY_A P27487 Dipeptidyl peptidase 4 membrane form EM 3.35 2026-01-07 — 96.25 0.99 — — — 0.01 ok
9SVO_A Q9Y294 Histone chaperone ASF1A X-ray 1.60 2025-10-03 — 84.12 0.99 — — — 0.01 ok
32JD_A P34897 Serine hydroxymethyltransferase, mitochond X-ray 2.70 2026-07-12 — 93.31 0.99 — — — 0.01 ok
22DX_A P27487 Dipeptidyl peptidase 4 membrane form EM 3.29 2026-01-07 — 96.25 0.99 — — — 0.01 ok
11GV_B P20248 Cyclin-A2 X-ray 1.59 2026-02-23 — 73.06 0.99 — — — 0.01 ok
9SLM_B P28472 Gamma-aminobutyric acid receptor subunit b EM 3.27 2025-09-04 — 80.06 0.99 — — — 0.01 ok
32JC_A P34897 Serine hydroxymethyltransferase, mitochond X-ray 3.07 2026-07-11 — 93.31 1.00 — — — 0.00 ok
9TRB_A Q9Y294 Histone chaperone ASF1A X-ray 1.65 2025-12-23 — 84.12 1.00 — — — 0.00 ok
22EB_A P27487 Dipeptidyl peptidase 4 membrane form EM 2.88 2026-01-07 — 96.25 1.00 — — — 0.00 ok
32JY_A P34897 Serine hydroxymethyltransferase, mitochond X-ray 1.80 2026-07-13 — 93.31 1.00 — — — 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.