Files
Pipeline diagnostics
- rescue_redundancy [TRIGGERED]: 15128104/19521312 (77.5%) rescuable cells overlap a predicted gene already assigned to a different family in that strain -- the same locus double-counted, not a genuine annotation dropout (issue #133).
- prune option: do not enable rescue (--pangenome_rescue_enable false); see clustering sweep #132 before re-enabling
- prune option: verify --pangenome_rescue_structural_filter is enabled (default true) -- it is the mechanism that removes these cells, not merely detects them
- assembly_quality_confound [TRIGGERED]: max |rho| = 0.44 (rho = -0.4404, accessory_present vs n50 (partial, controlling total_length), n = 169 strains); threshold 0.3. See assembly_quality_report.md (issue #130). Between-strain accessory-content comparisons are confounded by assembly fragmentation on this dataset.
- prune option: exclude or flag the most fragmented assemblies (highest n_contigs in assembly_quality_vs_content.tsv) and rerun
- prune option: report accessory-content comparisons with assembly quality as a covariate, not as raw per-strain counts
- clade_structure_validity [not computed]: trips when: PCoA1 variance share < ~50%, split-half ARI < 0.8, or between/within clade distance ratio < ~2. Not yet computed by this pipeline -- see #131.
- gain_loss_skew [not computed]: trips when: gain:loss ratio > 20:1 or ambiguous-polarity fraction < 2%. Not yet computed by this pipeline -- see issue #134's calibration reference.
Pangenome report
Definitions
- Gene family: a cluster of proteins from all strains at the tier-1 clustering identity and coverage. A family is present in a strain when a member protein is annotated there, or (with rescue on) when a TBLASTN hit marks it
genome_only.
- Frequency class (computed separately for each group, over that group's representative strains):
singleton = one representative strain; otherwise by the fraction of representatives: core >= 0.95, soft_core >= 0.90, shell >= 0.15, cloud below 0.15 (defaults; the run parameters set them). A family in no representative gets nonrep_only (only in near-identical strains that were dereplicated away), outgroup_only or ingroup_only (only in the other group), or absent.
- Representative strain: one strain kept per group of near-identical strains (Mash dereplication). Counts of "strains" that include non-representatives are said so.
- Accessory island: a run of consecutive non-core genes in one strain that contains at least one significantly co-occurring pair that is also physically linked. The islands are not tested as units.
Pangenome composition
Ingroup (26047 gene families)
- core: 6846 (26.3%)
- soft_core: 610 (2.3%)
- shell: 4025 (15.5%)
- cloud: 6764 (26.0%)
- singleton: 7802 (30.0%)
Not counted in this group's classes:
- nonrep_only: 1406
- outgroup_only: 20327
Outgroup (32609 gene families)
- core: 6357 (19.5%)
- soft_core: 636 (2.0%)
- shell: 4628 (14.2%)
- cloud: 11894 (36.5%)
- singleton: 9094 (27.9%)
Not counted in this group's classes:
- nonrep_only: 3591
- ingroup_only: 11580


Pangenome openness
Heaps' law fit: κ=9019.9, γ=0.263 (R²=0.997) -- pangenome is open (γ > 0; γ = 1 would mean every new strain adds the same number of new families). The curve counts every strain in the presence matrix, including near-identical strains and the outgroup.
Extrapolated asymptotic core-genome size: 295 families.


Per-strain summary
Families per strain: min=8972, median=9586, max=10324 (n=529 strains). See per_strain_summary.tsv for outliers.
Outlier strains (singleton-count modified z-score beyond threshold): B3476, h5384, 485B-1_L_OLD_CPA0023, 4545-MICE, CA14, GT-101, UTAH_23742X6, FMC778, GT-129, GT-139, VFC084_CPA0067, GT-160, SOIL_604-1_L_OLD_CPA066, GT-133, B11863, Michoacan_2, VFC083, GT-100, CA1, J_TORRES, B11002, Cocci_1400035797, UTAH_20380X2, COCPO_34698, COCSP-3505, COCPO_195881, SA14, NACVFR_4542, B14286, B11518, GT-147, COCPO_4545, NACVFR_2566, B1249_Guatemala, 730333_Guatemala, B0858-Guatemala, 730332_Guatemala, 409B-0_L_OLD_CPA0011, UTAH_9443

Ingroup vs outgroup content
Each gene family's class in the ingroup against its class in the outgroup (counts; colour is log-scaled).

Families in both groups, split by ingroup class, and families found in one group only.

Every non-empty group-class combination, largest first.

Counts: the run's group_class_overlap.tsv table.
Accessory islands
11968 accessory islands found (built from adjacency of non-core genes, gated by containing at least one FDR-significant physically-linked pair). The islands themselves are not tested as units.

Top islands (by size):
7733 single-strain islands excluded (present in one strain only -- strain-private content, which dominates the size ranking).
| Locus (strain:contig:start-end) |
Genes in island (#) |
Span (kb) |
Strains (#) |
Pfam domains |
| UTAH_23742X163:scaffold_153:1680-58643 |
31 |
57.0 |
2 |
ABC_membrane, ABC_tran, APH, Chromo, DUF3435, DUF7924, Glyco_tranf_2_3, Glycos_transf_2, Laminin_I, Patatin, Pkinase, Pkinase_fungal, RsgA_GTPase, SPOK2_N, Shootin |
| Phoenix_9:scaffold_91:32815-71578 |
24 |
38.8 |
2 |
Chitin_bind_1, DUF7582, FAD_binding_8, Glyco_hydro_18, Kdo, Myb_DNA-bind_5, NAD_binding_6, PK_Tyr_Ser-Thr, Patatin, Pkinase, SMC_N |
| B0858-Guatemala:scaffold_7:31524-71402 |
21 |
39.9 |
2 |
APH, BTB, HAC6_N, HAC6_helical, HrmA, PK_Tyr_Ser-Thr, Pkinase, RING_XB3-XBAT31, zf-RING_2, zf-RING_UBOX |
| COCPO_185672:scaffold_58:31148-71167 |
21 |
40.0 |
2 |
APH, BTB, HAC6_N, HAC6_helical, HrmA, PK_Tyr_Ser-Thr, Pkinase, RING_XB3-XBAT31, zf-RING_2, zf-RING_UBOX |
| B16536:scaffold_155:4801-50073 |
20 |
45.3 |
2 |
EST1_DNA_bind, PhyH |
| SDVA42:scaffold_36:31416-69708 |
20 |
38.3 |
2 |
APH, BTB, HAC6_N, HAC6_helical, HrmA, PK_Tyr_Ser-Thr, Pkinase, RING_XB3-XBAT31, zf-RING_2, zf-RING_UBOX |
| Tucson_3:scaffold_87:39176-79068 |
20 |
39.9 |
2 |
APH, BTB, HAC6_N, HAC6_helical, HrmA, PK_Tyr_Ser-Thr, Pkinase, RING_XB3-XBAT31, zf-RING_2, zf-RING_UBOX |
| 407-0_S_OLD_CPA0002:scaffold_36:130365-168659 |
19 |
38.3 |
4 |
APH, BTB, HAC6_N, HAC6_helical, HrmA, PK_Tyr_Ser-Thr, Pkinase, RING_XB3-XBAT31, zf-RING_2, zf-RING_UBOX |
| 578-1_L_NEW_CPA0049_alt:scaffold_189:24-32783 |
19 |
32.8 |
2 |
AFUB_07903_YDR124W_hel, APH, FKBP_C, Kdo, Mis12, PhyH, SPOK2_N |
| B10917:scaffold_11:31484-73024 |
19 |
41.5 |
2 |
APH, BTB, HAC6_N, HAC6_helical, HrmA, PK_Tyr_Ser-Thr, Pkinase, RING_XB3-XBAT31, zf-RING_2, zf-RING_UBOX |
| B3290:scaffold_11:145443-184017 |
19 |
38.6 |
2 |
APH, BTB, HAC6_N, HAC6_helical, HrmA, PK_Tyr_Ser-Thr, Pkinase, RING_XB3-XBAT31, zf-RING_2, zf-RING_UBOX |
| J_TORRES:scaffold_20:48568-88530 |
19 |
40.0 |
2 |
APH, BTB, HAC6_N, HAC6_helical, HrmA, PK_Tyr_Ser-Thr, Pkinase, RING_XB3-XBAT31, zf-RING_2, zf-RING_UBOX |
| SDVA16:scaffold_6:226520-264896 |
19 |
38.4 |
2 |
APH, BTB, HAC6_N, HAC6_helical, HrmA, PK_Tyr_Ser-Thr, Pkinase, RING_XB3-XBAT31, zf-RING_2, zf-RING_UBOX |
| 407-1_S_OLD_CPA0004:scaffold_53:38227-76549 |
18 |
38.3 |
7 |
APH, BTB, HAC6_N, HAC6_helical, HrmA, PK_Tyr_Ser-Thr, Pkinase, RING_XB3-XBAT31, zf-RING_2, zf-RING_UBOX |
| B3326:scaffold_2:583128-621702 |
18 |
38.6 |
2 |
APH, BTB, HAC6_N, HAC6_helical, HrmA, PK_Tyr_Ser-Thr, Pkinase, RING_XB3-XBAT31, zf-RING_2, zf-RING_UBOX |
| GT-136:scaffold_132:3810-46411 |
17 |
42.6 |
6 |
APH, Abhydrolase_3, BD-FAE, Beta-lactamase, COesterase, Fung_rhodopsin, GGACT, HET, PK_Tyr_Ser-Thr, Pkinase |
| GT-102:scaffold_232:355-29376 |
17 |
29.0 |
2 |
AFUB_07903_YDR124W_hel, APH, FKBP_C, Kdo, PhyH, SPOK2_N |
| GT-126:scaffold_179:8071-41691 |
17 |
33.6 |
2 |
DUF3723, Myb_DNA-bind_6, NAD_binding_6 |
| 574-0_S_OLD_CPA0039:scaffold_8:318724-336174 |
16 |
17.4 |
7 |
APH, DASH_Hsk3, DUF7924, Kinase-like, PK_Tyr_Ser-Thr, Pkinase |
| B12526:scaffold_35:142210-164021 |
16 |
21.8 |
4 |
ACP_SdgA_C, ADH_N, APH, Choline_kinase, KR, MFS_1, Methyltransf_12, Methyltransf_23, PP-binding, PS-DH, PhyH, Sugar_tr, TRI12, adh_short, adh_short_C2 |
Pair classification breakdown
- trans_unconfirmed: 68463
- unexplained_physical: 5048
- ambiguous_linkage: 2009
- insufficient_data: 1539

Trans-module genomic clustering
No trans modules to score.
Pfam domain enrichment
