Together, single-cell technologies and systems biology have been used to investigate previously unanswerable questions in biomedicine with unparalleled detail. Despite these advances, gaps in analytical capacity remain. Machine learning, which has revolutionized biomedical imaging analysis, drug discovery, and systems biology, is an ideal strategy to fill these gaps in single-cell studies. Machine learning additionally has proven to be remarkably synergistic with single-cell data because it remedies unique challenges while capitalizing on the positive aspects of single-cell data. In this review, we describe how systems-biology algorithms have layered machine learning with biological components to provide systems level analyses of single-cell omics data, thus elucidating complex biological mechanisms. Accordingly, we highlight the trifecta of single-cell, systems-biology, and machine-learning approaches and illustrate how this trifecta can significantly contribute to five key areas of scientific research: cell trajectory and identity, individualized medicine, pharmacology, spatial omics, and multi-omics. Given its success to date, the systems-biology, single-cell omics, and machine-learning trifecta has proven to be a potent combination that will further advance biomedical research.
DOCK7 protects against replication stress by promoting RPA stability on chromatin
Abstract RPA is a critical factor for DNA replication and replication stress response. Surprisingly, we found that chromatin RPA stability is tightly regulated. We report that the GDP/GTP exchange factor DOCK7 acts as a critical replication stress regulator to promote RPA stability on chromatin. DOCK7 is phosphorylated by ATR and then recruited by MDC1 to the chromatin and replication fork during replication stress. DOCK7-mediated Rac1/Cdc42 activation leads to the activation of PAK1, which subsequently phosphorylates RPA1 at S135 and T180 to stabilize chromatin-loaded RPA1 and ensure proper replication stress response. Moreover, DOCK7 is overexpressed in ovarian cancer and depleting DOCK7 sensitizes cancer cells to camptothecin. Taken together, our results highlight a novel role for DOCK7 in regulation of the replication stress response and highlight potential therapeutic targets to overcome chemoresistance in cancer.
Phosphorylation of SNX27 by MAPK11/14 links cellular stress–signaling pathways with endocytic recycling
Endocytosed proteins can be delivered to lysosomes for degradation or recycled to either the trans-Golgi network or the plasma membrane. It remains poorly understood how the recycling versus degradation of cargoes is determined. Here, we show that multiple extracellular stimuli, including starvation, LPS, IL-6, and EGF treatment, can strongly inhibit endocytic recycling of multiple cargoes through the activation of MAPK11/14. The stress-induced kinases in turn directly phosphorylate SNX27, a key regulator of endocytic recycling, at serine 51 (Ser51). Phosphorylation of SNX27 at Ser51 alters the conformation of its cargo-binding pocket and decreases the interaction between SNX27 and cargo proteins, thereby inhibiting endocytic recycling. Our study indicates that endocytic recycling is highly dynamic and can crosstalk with cellular stress–signaling pathways. Suppression of endocytic recycling and enhancement of receptor lysosomal degradation serve as new mechanisms for cells to cope with stress and save energy.
Regulation of murine copper homeostasis by members of the COMMD protein family
ABSTRACT Copper is an essential transition metal for all eukaryotes. In mammals, intestinal copper absorption is mediated by the ATP7A copper transporter, whereas copper excretion occurs predominantly through the biliary route and is mediated by the paralog ATP7B. Both transporters have been shown to be recycled actively between the endosomal network and the plasma membrane by a molecular machinery known as the COMMD/CCDC22/CCDC93 or CCC complex. In fact, mutations in COMMD1 can lead to impaired biliary copper excretion and liver pathology in dogs and in mice with liver-specific Commd1 deficiency, recapitulating aspects of this phenotype. Nonetheless, the role of the CCC complex in intestinal copper absorption in vivo has not been studied, and the potential redundancy of various COMMD family members has not been tested. In this study, we examined copper homeostasis in enterocyte-specific and hepatocyte-specific COMMD gene-deficient mice. We found that, in contrast to effects in cell lines in culture, COMMD protein deficiency induced minimal changes in ATP7A in enterocytes and did not lead to altered copper levels under low- or high-copper diets, suggesting that regulation of ATP7A in enterocytes is not of physiological consequence. By contrast, deficiency of any of three COMMD genes (Commd1, Commd6 or Commd9) resulted in hepatic copper accumulation under high-copper diets. We found that each of these deficiencies caused destabilization of the entire CCC complex and suggest that this might explain their shared phenotype. Overall, we conclude that the CCC complex plays an important role in ATP7B endosomal recycling and function.
A CVID-associated variant in the ciliogenesis protein CCDC28B disrupts immune synapse assembly
Abstract Ciliogenesis proteins orchestrate vesicular trafficking pathways that regulate immune synapse (IS) assembly in the non-ciliated T cells. We hypothesized that ciliogenesis-related genes might be disease candidates for common variable immunodeficiency with impaired T-cell function (T-CVID). We identified a heterozygous, predicted pathogenic variant in the ciliogenesis protein CCDC28B present with increased frequency in a large CVID cohort. We show that CCDC28B participates in IS assembly by regulating polarized T-cell antigen receptor (TCR) recycling. This involves the CCDC28B-dependent, FAM21-mediated recruitment of the actin regulator WASH to retromer at early endosomes to promote actin polymerization. The CVID-associated CCDC28BR25W variant failed to interact with FAM21, leading to impaired synaptic TCR recycling. CVID T cells carrying the ccdc28b C211T allele displayed IS defects mapping to this pathway that were corrected by overexpression of the wild-type allele. These results identify a new disease gene in T-CVID and pinpoint CCDC28B as a new player in IS assembly.
Abstract 4138: Glycogen synthase kinase-3 inhibition impairs DNA damage response through ubiquitin ligase hHYD-mediated TopBP1 degradation
Abstract Glycogen synthase kinase-3 (GSK-3) is overexpressed and accumulates in the nucleus in several human malignancies including pancreatic cancer. We recently demonstrated that GSK-3 inhibition sensitizes pancreatic cancer cells to chemotherapy by abrogating the TopBP1/ATR-mediated DNA damage response. Specifically, GSK-3 kinase activity is required to stabilize TopBP1 protein. Herein, we investigated the mechanism by which GSK-3 phosphorylation of TopBP1 prevents its degradation. Interestingly, GSK-3 inhibition not only decreased the total levels of TopBP1, but also reduced the ability of TopBP1 to bind chromatin following gemcitabine treatment. Mutation of a putative GSK-3 phosphorylation site in TopBP1 (S860A) resulted in decreased TopBP1 stability and chromatin recruitment, whereas a phosphomimetic mutant (S860E) had the opposite effect. Furthermore, we found enhanced TopBP1 ubiquitination after GSK-3 inhibition as well as an increased interaction between TopBP1 and hHYD, an ubiquitin ligase that has been shown to ubiquitylate TopBP1 resulting in its degradation. Significantly, the S860A mutation showed a stronger interaction with hHYD compared to WT or the S860E mutant of TopBP1. In conclusion, our study identifies GSK-3 phosphorylation of TopBP1 as a mechanism to prevent the interaction with and ultimate ubiquitylation-mediated degradation by hHYD. Citation Format: Li Ding, Kaely R. Roeck, Olga Alekhina, Daniel M. Schmitt, Daniel D. Billadeau. Glycogen synthase kinase-3 inhibition impairs DNA damage response through ubiquitin ligase hHYD-mediated TopBP1 degradation [abstract]. In: Proceedings of the Annual Meeting of the American Association for Cancer Research 2020; 2020 Apr 27-28 and Jun 22-24. Philadelphia (PA): AACR; Cancer Res 2020;80(16 Suppl):Abstract nr 4138.
Loss of MAGEL2 in Prader-Willi syndrome leads to decreased secretory granule and neuropeptide production
Prader-Willi syndrome (PWS) is a developmental disorder caused by loss of maternally imprinted genes on 15q11-q13, including melanoma antigen gene family member L2 ( MAGEL2 ). The clinical phenotypes of PWS suggest impaired hypothalamic neuroendocrine function; however, the exact cellular defects are unknown. Here, we report deficits in secretory granule (SG) abundance and bioactive neuropeptide production upon loss of MAGEL2 in humans and mice. Unbiased proteomic analysis of Magel2 p Δ /m+ mice revealed a reduction in components of SG in the hypothalamus that was confirmed in 2 PWS patient–derived neuronal cell models. Mechanistically, we show that proper endosomal trafficking by the MAGEL2-regulated WASH complex is required to prevent aberrant lysosomal degradation of SG proteins and reduction of mature SG abundance. Importantly, loss of MAGEL2 in mice, NGN2-induced neurons, and human patients led to reduced neuropeptide production. Thus, MAGEL2 plays an important role in hypothalamic neuroendocrine function, and cellular defects in this pathway may contribute to PWS disease etiology. Moreover, these findings suggest unanticipated approaches for therapeutic intervention.
The septin cytoskeleton regulates natural killer cell lytic granule release
Natural killer (NK) cell–mediated killing involves the membrane fusion of preformed lytic granules. While the roles of actin and microtubules are well accepted during this process, the function of septins, another cytoskeletal component that associates with actin and microtubules, has not been investigated. Here we show that genetic depletion or pharmacologic stabilization of the septin cytoskeleton significantly inhibited NK cell cytotoxicity. Although the stabilization of septin filaments impaired conjugate formation, depletion of septin proteins had no impact on conjugate formation, lytic granule convergence, or MTOC polarization to the cytotoxic synapse (CS). Interestingly, septins copurify and accumulate near the polarized lytic granules at the CS, where they regulate lytic granule release. Mechanistically, we find that septin 7 interacts with the SNARE protein syntaxin 11 and facilitates its interaction with syntaxin binding protein 2 to promote lytic granule fusion. Altogether, our data identify a critical role for septins in regulating the release of lytic granule contents during NK cell–mediated killing.
Abstract B09: GSK-3β blockade with 9-ING-41 in pancreas cancer: The 1801 phase 1/2 study
Abstract Background: We have previously identified Glycogen Synthase Kinase-3 beta (GSK-3β) nuclear accumulation as a hallmark of pancreatic ductal adenocarcinoma (PDAC) and demonstrated the antitumor effects of GSK-3β tool compound inhibitors in vivo (Ougolkov, Clin Cancer Res 2006). 9-ING-41 (Actuate Therapeutics Inc), a first-in-class, small-molecule potent selective GSK-3β inhibitor, has significant preclinical antitumor activity in PDAC. 9-ING-41 is synergistic with gemcitabine (GEM) in significantly reducing PDAC cell proliferation via impairment of ATR/Chk1 DNA damage response (Ding, Clin Cancer Res 2019). These data provided the rationale for inclusion of patients with PDAC in the 1801 phase 1/2 study evaluating 9-ING-41 alone and in combination with chemotherapy, including GEM and GEM plus nab-paclitaxel. Methods: Parts 1 and 2 of the 1801 phase 1/2 study evaluate the safety and tolerability of 9-ING-41 in patients with refractory malignancies. Part 1 establishes the recommended phase 2 study dose (RP2D) for 9-ING-41 monotherapy, while Part 2 assesses 9-ING-41 in combination with chemotherapies. For Part 1, patients received twice-weekly IV infusions of 9-ING-41 (21-day cycle). Based on prior treatment, Part 2 for those with PDAC consists of 9-ING-41 plus GEM (1000 to 1250 mg/m2 days 1 and 8; 21-day cycle) or 9-ING-41 plus GEM and nab-paclitaxel (125 mg/m2). Part 3 (Simon 2-stage phase 2 at the RP2D) will assess clinical benefit in patients with refractory PDAC treated with 9-ING-41-based combinations at the RP2D established in Part 2. Response is defined by response evaluation criteria in solid tumors (RECIST) criteria in evaluable lesions. The study is opening in 25 sites globally and will accrue approximately 300 patients. Results: To date, the study has accrued 34 patients with advanced solid tumors (n=33) or hematologic malignancies (n=1). Four dose levels (1, 2, 3.3, and 5 mg/kg) have been completed without dose-limiting toxicities (DLT). Part 2 of the study evaluating combination of 9-ING-41 with chemotherapy agents has been activated. Six patients with advanced PDAC have enrolled. One patient has completed 5 cycles of treatment with 9-ING-41 (1mg/kg) with stable disease (SD) as the best response. Another patient with SD as the best response has completed 6 cycles and now is joining the arm combining 9-ING-41 with GEM after disease progression. Four additional patients are awaiting first response assessment with enrollment ongoing. 9-ING-41-attributable AE to date are Grade 1 transient visual changes (color perception). Conclusions: 9-ING-41 is well tolerated. Preclinical data support the inclusion of patients with advanced PDAC on clinical studies of 9-ING-41. Citation Format: Benedito A. Carneiro, Malika Dhawan, Brittany Borden, Ludimila Cavalcante, Howard Safran, Andrey Ugolkov, Andrew P. Mazar, Daniel D. Billadeau, Francis J. Giles, Pamela Munster. GSK-3β blockade with 9-ING-41 in pancreas cancer: The 1801 phase 1/2 study [abstract]. In: Proceedings of the AACR Special Conference on Pancreatic Cancer: Advances in Science and Clinical Care; 2019 Sept 6-9; Boston, MA. Philadelphia (PA): AACR; Cancer Res 2019;79(24 Suppl):Abstract nr B09.
Glycogen synthase kinase-3β: a novel therapeutic target for pancreatic cancer