(A) Heat map generated from hierarchical clustering of the 774 HCIPs for 75 Dubs. The color of the interacting protein corresponds to its D^N-score.
(B) Interactions among HCIPs for each Dub were determined using CompPASS in conjunction with the STRING, BioGRID, and MINT PPI databases. The 7 topological groups based on the number of HCIPs and number of interactions among HCIPs are shown. Enlarged maps are provided in Figure S9.

(A–D) Cytoscape generated merged interaction maps of HCIPs found in ≥ 2 IP-MS/MS experiments among USP1, USP12, USP46, PHLPP, PHLLPL, WDR20, WDR48, and DMWD (A), USP39, USP15, USP4, PRPF4, and SART3 (B), BRCC36, BRE, UIMC1, and HSPC142 (C), or USP10, G3BP1, and G3BP2 (D) immune-complexes. The color of the lines represents the identity of the bait involved in the association while black dashed lines are PPI database interactions.

(A) Heat map of GO process (top) or component (bottom) terms (Table S8) associated with HCIPs for each Dub. The color of boxes corresponds to the number of HCIPs from that Dub assigned to a GO-derived category, normalized across all Dubs.
(B and C) Distribution of 774 HCIPs into GO-derived categories (B) and percentages of Dubs
(C) for each GO-derived category based on a minimum of either ≥2 (blue bars) or ≥3 (red bars) HCIPs assigned to that category.
(D) Dubs with 3 or more HCIPs assigned to the same GO category were ascribed that cellular function (orange dots). A limited number of Dubs were localized within the cell based the localization of GFP-Dub fusion proteins that were stably expressed in either Hela or 293T cells (green dots) (Supplemental Methods). Dubs with both GFP localization data and GO assignments were placed accordingly (purple dots). Scale bar = 10 μm.

(A, B) HCIPs with Pfam domains associated with the ubiquitin-proteasome pathway found in association with Dubs (A). The number of HCIPs with the indicated Pfam domains found associated with particular Dubs is shown by the rainbow scale. The number of Dubs with HCIPs containing the indicated Pfam domains (orange bars) as well as the number of HCIPs containing the indicated domains (blue bars) are shown in (B).
(C) TSCs corresponding to VCP/p97 identified within immune-complexes of indicated Dubs.
(D) Schematic representation of USP13 and select HCIPs known to associate with VCP and their annotated Pfam domains.
(E) TCRαGFP cellular fluorescence levels after knockdown of indicated genes. Two siRNA oligos were used against each gene. Fluorescence levels are relative to control siRNA transfection (siCK). For western blots confirming knockdown see Figure S14
(F) Histograms of TCRαGFP fluorescence after knockdown of indicated genes.
(G) Cell viability, as measured by cellular ATP levels, was measured 72 hours after siRNA transfection and 48 hours after addition of 0.3μg/mL tunicamycin to the growth media. All values are relative to the amount viability measured after control siRNA transfection (siCK), Error bars represent the SEM of triplicate measurements. *p-value<0.05, **p-value<0.01 as determined by Student’s t-test.

Selected Dub-HCIP pairs were validated using one of four methods. 1) In the reciprocal tagging MS approach, 293T cells with stable expression of a Flag-HA-tagged HCIP (left most column in each set) were created and subsequent LC-MS/MS analysis of HA-immune-complexes was used to determine if the originally identified Dub (second column in each set) was present. A positive result indicates that indicated HCIP immune complex contained at least 1 peptide from the Dub of interest. Numbers in parenthesis indicate the number of Dub TSCs within the HCIP immune-complex and the corresponding D^N-score. 2) N-Myc-tagged candidate interactors were transiently transfected into the corresponding Flag-HA-Dub stable cell line. Lysates were immunoprecipitated using anti-myc resin and blotted for the Dub of interest using an HA antibody. 3) N-Myc-tagged Dubs were transfected into 293T cells. Lysates were immunoprecipitated using anti-myc resin and blotted for the interactor of interest using antibodies that recognize the endogenous protein. 4) 293T lysates were immunoprecipitated using antibodies against the endogenous Dub and immunoblotted with antibodies against the endogenous HCIP. See Figure S10 for primary western blot data.

(A) Schematic illustration of the major steps in our parallel proteomics platform (see Supplemental Methods).
(B) The total spectral counts for each bait protein (blue bars) is shown together with the corresponding number of HCIPs for the corresponding Dub (red bars) (D^N-score ≥1).
(C) Distribution of bait abundance across 75 Dubs analyzed.
(D) Schematic representation of CompPASS showing components for storage, organization, and analysis of data from parallel proteomic datasets (top), linked with networking and functional analysis tools for identification of protein complexes and biological functions (bottom) (see Supplemental Methods).
(E) Automated processing and metrics determination within the computational component of CompPASS. The Z-score is calculated using equations 1 and 2 while the D^R-score is calculated as described in equation 3 where k is the total number of IP-MS/MS runs in the stats table. Determination of the D^T score is depicted in the graph displaying the distribution of D^R-scores from simulated data (see Supplemental Methods). Normalized D-score (D^N) is calculated using equation 4.

(A, B) Plot of the D^N-score vs. Z-score for proteins identified in the COPS6 IP-MS/MS dataset (multi-colored dots) overlaid with the Z- and D^N-scores for the EGFP dataset (green dots) (A). Silver stained gel of the COPS6 immune-complex is shown on the left. HCIPs cluster in the upper right quadrant (grey box). Colors of individual proteins correspond to signalosome proteins and components of cullin-based E3s identified as COPS6 HCIPs (B) with known associated proteins marked with an asterisk.
(C–E) Percent overlap of interacting proteins compared between four USP11 IP-MS/MS datasets (blue bars) and all biological replicates across 4 Dubs (red bars) or the merged USP11 analyses and EGFP (green bars) and all biological replicates (orange bars) for HCIPs (D^N>1) (left) or the totality of interacting proteins (right) (C). Breakdown of the fraction of interacting proteins found in increasing numbers of USP11 biological replicates for all identified proteins (blue bars) and HCIPs (red bars) analyzed independently (D) or in combination (E) to display the percent of proteins in each category that were selected as HCIPs. The numbers above the bars in panel D represent the average TSC for interactors within that category.
(F–H) Interaction networks for HCIPs found in COPS5 and COPS6 (F), USP22 (G), and Dubs associated with the proteasome regulatory particle (USP14, UCHL5, PSMD14, and PSMD7) (H) were created using networking tools in CompPASS. Maps were generated using Cytoscape with attribute files that reflect bait abundance (size of bait (blue squares)), D^N-score (thickness of line), and Z-score (color of line). PPI database interactions are black dashed lines.