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3.
J Exp Med ; 221(6)2024 Jun 03.
Article in English | MEDLINE | ID: mdl-38668758

ABSTRACT

Regulatory T (Treg) cells are classically known for their critical immunosuppressive functions that support peripheral tolerance. More recent work has demonstrated that Treg cells produce pro-repair mediators independent of their immunosuppressive function, a process that is critical to repair and regeneration in response to numerous tissue insults. These factors act on resident parenchymal and structural cells to initiate repair in a tissue-specific context. This review examines interactions between Treg cells and tissue-resident non-immune cells-in the context of tissue repair, fibrosis, and cancer-and discusses areas for future exploration.


Subject(s)
Cell Communication , Regeneration , T-Lymphocytes, Regulatory , T-Lymphocytes, Regulatory/immunology , Humans , Animals , Regeneration/physiology , Cell Communication/immunology , Wound Healing/immunology , Fibrosis , Neoplasms/immunology , Neoplasms/pathology
4.
Immunity ; 57(2): 303-318.e6, 2024 Feb 13.
Article in English | MEDLINE | ID: mdl-38309273

ABSTRACT

Production of amphiregulin (Areg) by regulatory T (Treg) cells promotes repair after acute tissue injury. Here, we examined the function of Treg cells in non-alcoholic steatohepatitis (NASH), a setting of chronic liver injury. Areg-producing Treg cells were enriched in the livers of mice and humans with NASH. Deletion of Areg in Treg cells, but not in myeloid cells, reduced NASH-induced liver fibrosis. Chronic liver damage induced transcriptional changes associated with Treg cell activation. Mechanistically, Treg cell-derived Areg activated pro-fibrotic transcriptional programs in hepatic stellate cells via epidermal growth factor receptor (EGFR) signaling. Deletion of Areg in Treg cells protected mice from NASH-dependent glucose intolerance, which also was dependent on EGFR signaling on hepatic stellate cells. Areg from Treg cells promoted hepatocyte gluconeogenesis through hepatocyte detection of hepatic stellate cell-derived interleukin-6. Our findings reveal a maladaptive role for Treg cell-mediated tissue repair functions in chronic liver disease and link liver damage to NASH-dependent glucose intolerance.


Subject(s)
Glucose Intolerance , Insulin Resistance , Non-alcoholic Fatty Liver Disease , Animals , Humans , Mice , Amphiregulin/genetics , Amphiregulin/metabolism , ErbB Receptors/metabolism , Glucose Intolerance/metabolism , Glucose Intolerance/pathology , Liver/metabolism , Liver Cirrhosis/metabolism , Mice, Inbred C57BL , Non-alcoholic Fatty Liver Disease/pathology , T-Lymphocytes, Regulatory/metabolism
5.
NPJ Digit Med ; 7(1): 20, 2024 Jan 24.
Article in English | MEDLINE | ID: mdl-38267608

ABSTRACT

One of the major barriers to using large language models (LLMs) in medicine is the perception they use uninterpretable methods to make clinical decisions that are inherently different from the cognitive processes of clinicians. In this manuscript we develop diagnostic reasoning prompts to study whether LLMs can imitate clinical reasoning while accurately forming a diagnosis. We find that GPT-4 can be prompted to mimic the common clinical reasoning processes of clinicians without sacrificing diagnostic accuracy. This is significant because an LLM that can imitate clinical reasoning to provide an interpretable rationale offers physicians a means to evaluate whether an LLMs response is likely correct and can be trusted for patient care. Prompting methods that use diagnostic reasoning have the potential to mitigate the "black box" limitations of LLMs, bringing them one step closer to safe and effective use in medicine.

6.
JMIR Med Inform ; 11: e49886, 2023 Nov 27.
Article in English | MEDLINE | ID: mdl-38010803

ABSTRACT

BACKGROUND: Best Practice Alerts (BPAs) are alert messages to physicians in the electronic health record that are used to encourage appropriate use of health care resources. While these alerts are helpful in both improving care and reducing costs, BPAs are often broadly applied nonselectively across entire patient populations. The development of large language models (LLMs) provides an opportunity to selectively identify patients for BPAs. OBJECTIVE: In this paper, we present an example case where an LLM screening tool is used to select patients appropriate for a BPA encouraging the prescription of deep vein thrombosis (DVT) anticoagulation prophylaxis. The artificial intelligence (AI) screening tool was developed to identify patients experiencing acute bleeding and exclude them from receiving a DVT prophylaxis BPA. METHODS: Our AI screening tool used a BioMed-RoBERTa (Robustly Optimized Bidirectional Encoder Representations from Transformers Pretraining Approach; AllenAI) model to perform classification of physician notes, identifying patients without active bleeding and thus appropriate for a thromboembolism prophylaxis BPA. The BioMed-RoBERTa model was fine-tuned using 500 history and physical notes of patients from the MIMIC-III (Medical Information Mart for Intensive Care) database who were not prescribed anticoagulation. A development set of 300 MIMIC patient notes was used to determine the model's hyperparameters, and a separate test set of 300 patient notes was used to evaluate the screening tool. RESULTS: Our MIMIC-III test set population of 300 patients included 72 patients with bleeding (ie, were not appropriate for a DVT prophylaxis BPA) and 228 without bleeding who were appropriate for a DVT prophylaxis BPA. The AI screening tool achieved impressive accuracy with a precision-recall area under the curve of 0.82 (95% CI 0.75-0.89) and a receiver operator curve area under the curve of 0.89 (95% CI 0.84-0.94). The screening tool reduced the number of patients who would trigger an alert by 20% (240 instead of 300 alerts) and increased alert applicability by 14.8% (218 [90.8%] positive alerts from 240 total alerts instead of 228 [76%] positive alerts from 300 total alerts), compared to nonselectively sending alerts for all patients. CONCLUSIONS: These results show a proof of concept on how language models can be used as a screening tool for BPAs. We provide an example AI screening tool that uses a HIPAA (Health Insurance Portability and Accountability Act)-compliant BioMed-RoBERTa model deployed with minimal computing power. Larger models (eg, Generative Pre-trained Transformers-3, Generative Pre-trained Transformers-4, and Pathways Language Model) will exhibit superior performance but require data use agreements to be HIPAA compliant. We anticipate LLMs to revolutionize quality improvement in hospital medicine.

7.
Science ; 382(6667): 211-218, 2023 10 13.
Article in English | MEDLINE | ID: mdl-37824640

ABSTRACT

A major challenge facing tumor-antigen targeting therapies such as chimeric antigen receptor (CAR)-T cells is the identification of suitable targets that are specifically and uniformly expressed on heterogeneous solid tumors. By contrast, certain species of bacteria selectively colonize immune-privileged tumor cores and can be engineered as antigen-independent platforms for therapeutic delivery. To bridge these approaches, we developed a platform of probiotic-guided CAR-T cells (ProCARs), in which tumor-colonizing probiotics release synthetic targets that label tumor tissue for CAR-mediated lysis in situ. This system demonstrated CAR-T cell activation and antigen-agnostic cell lysis that was safe and effective in multiple xenograft and syngeneic models of human and mouse cancers. We further engineered multifunctional probiotics that co-release chemokines to enhance CAR-T cell recruitment and therapeutic response.


Subject(s)
Breast Neoplasms , Colorectal Neoplasms , Escherichia coli , Immunotherapy, Adoptive , Probiotics , Receptors, Chimeric Antigen , Animals , Humans , Mice , Immunotherapy, Adoptive/methods , Lymphocyte Activation , Receptors, Chimeric Antigen/immunology , T-Lymphocytes/immunology , Xenograft Model Antitumor Assays , Probiotics/therapeutic use , Antigens, Neoplasm/immunology , Escherichia coli/genetics , Escherichia coli/immunology , Cell Engineering , Breast Neoplasms/therapy , Colorectal Neoplasms/therapy
9.
Sci Adv ; 9(10): eadc9436, 2023 03 10.
Article in English | MEDLINE | ID: mdl-36888717

ABSTRACT

Tumors use multiple mechanisms to actively exclude immune cells involved in antitumor immunity. Strategies to overcome these exclusion signals remain limited due to an inability to target therapeutics specifically to the tumor. Synthetic biology enables engineering of cells and microbes for tumor-localized delivery of therapeutic candidates previously unavailable using conventional systemic administration techniques. Here, we engineer bacteria to intratumorally release chemokines to attract adaptive immune cells into the tumor environment. Bacteria expressing an activating mutant of the human chemokine CXCL16 (hCXCL16K42A) offer therapeutic benefit in multiple mouse tumor models, an effect mediated via recruitment of CD8+ T cells. Furthermore, we target the presentation of tumor-derived antigens by dendritic cells, using a second engineered bacterial strain expressing CCL20. This led to type 1 conventional dendritic cell recruitment and synergized with hCXCL16K42A-induced T cell recruitment to provide additional therapeutic benefit. In summary, we engineer bacteria to recruit and activate innate and adaptive antitumor immune responses, offering a new cancer immunotherapy strategy.


Subject(s)
CD8-Positive T-Lymphocytes , Neoplasms , Animals , Mice , Humans , Neoplasms/genetics , Neoplasms/therapy , Immunotherapy/methods , Antigens, Neoplasm , Bacteria
10.
J Foot Ankle Surg ; 62(4): 742-745, 2023.
Article in English | MEDLINE | ID: mdl-36868930

ABSTRACT

Leclercia adecarboxylata and Pseudomonas oryzihabitans are two bacteria rarely seen in human infections. We present an unusual case of a patient who developed a localized infection with these bacteria after repair of a ruptured Achilles tendon. We also present a review of the literature regarding infection with these bacteria within the lower extremity.


Subject(s)
Achilles Tendon , Enterobacteriaceae Infections , Humans , Enterobacteriaceae Infections/drug therapy , Enterobacteriaceae Infections/microbiology , Anti-Bacterial Agents/therapeutic use , Achilles Tendon/surgery
11.
Nature ; 610(7931): 356-365, 2022 10.
Article in English | MEDLINE | ID: mdl-36198802

ABSTRACT

Hepatocellular carcinoma (HCC), the fourth leading cause of cancer mortality worldwide, develops almost exclusively in patients with chronic liver disease and advanced fibrosis1,2. Here we interrogated functions of hepatic stellate cells (HSCs), the main source of liver fibroblasts3, during hepatocarcinogenesis. Genetic depletion, activation or inhibition of HSCs in mouse models of HCC revealed their overall tumour-promoting role. HSCs were enriched in the preneoplastic environment, where they closely interacted with hepatocytes and modulated hepatocarcinogenesis by regulating hepatocyte proliferation and death. Analyses of mouse and human HSC subpopulations by single-cell RNA sequencing together with genetic ablation of subpopulation-enriched mediators revealed dual functions of HSCs in hepatocarcinogenesis. Hepatocyte growth factor, enriched in quiescent and cytokine-producing HSCs, protected against hepatocyte death and HCC development. By contrast, type I collagen, enriched in activated myofibroblastic HSCs, promoted proliferation and tumour development through increased stiffness and TAZ activation in pretumoural hepatocytes and through activation of discoidin domain receptor 1 in established tumours. An increased HSC imbalance between cytokine-producing HSCs and myofibroblastic HSCs during liver disease progression was associated with increased HCC risk in patients. In summary, the dynamic shift in HSC subpopulations and their mediators during chronic liver disease is associated with a switch from HCC protection to HCC promotion.


Subject(s)
Carcinogenesis , Carcinoma, Hepatocellular , Hepatic Stellate Cells , Liver Neoplasms , Animals , Carcinogenesis/pathology , Carcinoma, Hepatocellular/pathology , Cell Proliferation , Collagen Type I/metabolism , Discoidin Domain Receptor 1/metabolism , Disease Progression , Hepatic Stellate Cells/metabolism , Hepatic Stellate Cells/pathology , Hepatocyte Growth Factor/metabolism , Hepatocytes , Humans , Liver Cirrhosis/complications , Liver Neoplasms/pathology , Mice , Myofibroblasts/pathology
12.
Prev Med ; 164: 107276, 2022 11.
Article in English | MEDLINE | ID: mdl-36152817

ABSTRACT

Evidence-based treatments for tobacco use and dependence can increase cessation success but remain underutilized. Health professional societies and voluntary health organizations (advising organizations) are uniquely positioned to influence the delivery of cessation treatments by providing clinical guidance for healthcare providers. This study aimed to review the guidance produced by these organizations for content and consistency with current evidence. Documents discussing healthcare providers' role in treatment of tobacco use and dependence produced by US-based advising organizations between 2000 and 2019 were identified in both peer-reviewed and grey (i.e., informally or non-commercially published) literature. Extraction of variables, defined in terms of healthcare provider role and endorsement of specific treatment(s), was completed by two independent reviewers. Review of 38 identified documents sponsored by 57 unique advising organizations revealed deficits in the direction of comprehensive care and incorporation of the most recent evidence for treatment of tobacco use and dependence. Documents endorsed: screening (74%), pharmacotherapy (68%), counseling (89%), or follow-up (37%). Few documents endorsed more recent evidence-based treatments including combination nicotine replacement therapy (18%), and text- (11%) and web-based (11%) interventions. Advising organizations have opportunities to address identified gaps and enhance clinical guidance to contribute toward expanding the provision of comprehensive tobacco cessation support.


Subject(s)
Smoking Cessation , Tobacco Use Cessation , Tobacco Use Disorder , Humans , United States , Tobacco Use Disorder/therapy , Tobacco Use Cessation Devices , Tobacco Use
13.
Biotechnol Bioeng ; 118(12): 4854-4866, 2021 12.
Article in English | MEDLINE | ID: mdl-34612511

ABSTRACT

Astaxanthin is a high-value compound commercially synthesized through Xanthophyllomyces dendrorhous fermentation. Using mixed sugars decomposed from biowastes for yeast fermentation provides a promising option to improve process sustainability. However, little effort has been made to investigate the effects of multiple sugars on X. dendrorhous biomass growth and astaxanthin production. Furthermore, the construction of a high-fidelity model is challenging due to the system's variability, also known as batch-to-batch variation. Two innovations are proposed in this study to address these challenges. First, a kinetic model was developed to compare process kinetics between the single sugar (glucose) based and the mixed sugar (glucose and sucrose) based fermentation methods. Then, the kinetic model parameters were modeled themselves as Gaussian processes, a probabilistic machine learning technique, to improve the accuracy and robustness of model predictions. We conclude that although the presence of sucrose does not affect the biomass growth kinetics, it introduces a competitive inhibitory mechanism that enhances astaxanthin accumulation by inducing adverse environmental conditions such as osmotic gradients. Moreover, the hybrid model was able to greatly reduce model simulation error and was particularly robust to uncertainty propagation. This study suggests the advantage of mixed sugar-based fermentation and provides a novel approach for bioprocess dynamic modeling.


Subject(s)
Fermentation/physiology , Models, Biological , Saccharomyces cerevisiae/metabolism , Biomass , Bioreactors/microbiology , Glucose/metabolism , Kinetics , Metabolic Engineering , Uncertainty , Xanthophylls/analysis , Xanthophylls/metabolism
14.
Acad Med ; 96(9): 1229-1230, 2021 09 01.
Article in English | MEDLINE | ID: mdl-34432658
16.
Cancer Cell ; 39(6): 866-882.e11, 2021 06 14.
Article in English | MEDLINE | ID: mdl-33930309

ABSTRACT

Cancer-associated fibroblasts (CAF) are a poorly characterized cell population in the context of liver cancer. Our study investigates CAF functions in intrahepatic cholangiocarcinoma (ICC), a highly desmoplastic liver tumor. Genetic tracing, single-cell RNA sequencing, and ligand-receptor analyses uncovered hepatic stellate cells (HSC) as the main source of CAF and HSC-derived CAF as the dominant population interacting with tumor cells. In mice, CAF promotes ICC progression, as revealed by HSC-selective CAF depletion. In patients, a high panCAF signature is associated with decreased survival and increased recurrence. Single-cell RNA sequencing segregates CAF into inflammatory and growth factor-enriched (iCAF) and myofibroblastic (myCAF) subpopulations, displaying distinct ligand-receptor interactions. myCAF-expressed hyaluronan synthase 2, but not type I collagen, promotes ICC. iCAF-expressed hepatocyte growth factor enhances ICC growth via tumor-expressed MET, thus directly linking CAF to tumor cells. In summary, our data demonstrate promotion of desmoplastic ICC growth by therapeutically targetable CAF subtype-specific mediators, but not by type I collagen.


Subject(s)
Bile Duct Neoplasms/pathology , Cancer-Associated Fibroblasts/pathology , Cholangiocarcinoma/pathology , Aged , Animals , Bile Duct Neoplasms/genetics , Bile Duct Neoplasms/metabolism , Bile Ducts, Intrahepatic/pathology , Cancer-Associated Fibroblasts/metabolism , Cholangiocarcinoma/genetics , Cholangiocarcinoma/metabolism , Collagen Type I/metabolism , Female , Hepatic Stellate Cells/cytology , Hepatic Stellate Cells/pathology , Hepatocyte Growth Factor/metabolism , Humans , Hyaluronan Synthases/genetics , Hyaluronan Synthases/metabolism , Hyaluronic Acid/metabolism , Male , Mice, Transgenic , Middle Aged , Proto-Oncogene Proteins c-met/metabolism , Tumor Microenvironment
17.
J Clin Invest ; 131(11)2021 06 01.
Article in English | MEDLINE | ID: mdl-33905375

ABSTRACT

Cancer-associated fibroblasts (CAF) may exert tumor-promoting and tumor-suppressive functions, but the mechanisms underlying these opposing effects remain elusive. Here, we sought to understand these potentially opposing functions by interrogating functional relationships among CAF subtypes, their mediators, desmoplasia, and tumor growth in a wide range of tumor types metastasizing to the liver, the most common organ site for metastasis. Depletion of hepatic stellate cells (HSC), which represented the main source of CAF in mice and patients in our study, or depletion of all CAF decreased tumor growth and mortality in desmoplastic colorectal and pancreatic metastasis but not in nondesmoplastic metastatic tumors. Single-cell RNA-Seq in conjunction with CellPhoneDB ligand-receptor analysis, as well as studies in immune cell-depleted and HSC-selective knockout mice, uncovered direct CAF-tumor interactions as a tumor-promoting mechanism, mediated by myofibroblastic CAF-secreted (myCAF-secreted) hyaluronan and inflammatory CAF-secreted (iCAF-secreted) HGF. These effects were opposed by myCAF-expressed type I collagen, which suppressed tumor growth by mechanically restraining tumor spread, overriding its own stiffness-induced mechanosignals. In summary, mechanical restriction by type I collagen opposes the overall tumor-promoting effects of CAF, thus providing a mechanistic explanation for their dual functions in cancer. Therapeutic targeting of tumor-promoting CAF mediators while preserving type I collagen may convert CAF from tumor promoting to tumor restricting.


Subject(s)
Cancer-Associated Fibroblasts/metabolism , Collagen Type I/metabolism , Hepatic Stellate Cells/metabolism , Liver Neoplasms, Experimental/metabolism , Mechanotransduction, Cellular , Animals , Cancer-Associated Fibroblasts/pathology , Cell Line, Tumor , Collagen Type I/genetics , Hepatic Stellate Cells/pathology , Humans , Liver Neoplasms, Experimental/genetics , Liver Neoplasms, Experimental/pathology , Mice, Knockout , Neoplasm Metastasis
18.
J Clin Invest ; 131(8)2021 04 15.
Article in English | MEDLINE | ID: mdl-33630757

ABSTRACT

In humans receiving intestinal transplantation (ITx), long-term multilineage blood chimerism often develops. Donor T cell macrochimerism (≥4%) frequently occurs without graft-versus-host disease (GVHD) and is associated with reduced rejection. Here we demonstrate that patients with macrochimerism had high graft-versus-host (GvH) to host-versus-graft (HvG) T cell clonal ratios in their allografts. These GvH clones entered the circulation, where their peak levels were associated with declines in HvG clones early after transplant, suggesting that GvH reactions may contribute to chimerism and control HvG responses without causing GVHD. Consistently, donor-derived T cells, including GvH clones, and CD34+ hematopoietic stem and progenitor cells (HSPCs) were simultaneously detected in the recipients' BM more than 100 days after transplant. Individual GvH clones appeared in ileal mucosa or PBMCs before detection in recipient BM, consistent with an intestinal mucosal origin, where donor GvH-reactive T cells expanded early upon entry of recipient APCs into the graft. These results, combined with cytotoxic single-cell transcriptional profiles of donor T cells in recipient BM, suggest that tissue-resident GvH-reactive donor T cells migrated into the recipient circulation and BM, where they destroyed recipient hematopoietic cells through cytolytic effector functions and promoted engraftment of graft-derived HSPCs that maintain chimerism. These mechanisms suggest an approach to achieving intestinal allograft tolerance.


Subject(s)
Graft vs Host Disease/immunology , Intestines/transplantation , Lymphopoiesis/immunology , Organ Transplantation , T-Lymphocytes/immunology , Transplantation Chimera/immunology , Allografts , Female , Graft vs Host Disease/pathology , Humans , Intestines/immunology , Intestines/pathology , Male , T-Lymphocytes/pathology
19.
J Foot Ankle Surg ; 60(2): 374-377, 2021.
Article in English | MEDLINE | ID: mdl-33422444

ABSTRACT

Metatarsalgia is a common problem that refers to the tenderness and pain beneath the forefoot. Many metatarsal shortening osteotomies have been described to alleviate metatarsal overload; however, these osteotomies have been associated with a high complication rate of floating toe deformity. We present a case study that describes an innovative technique for the treatment of lesser metatarsalgia that allows for the repositioning of the metatarsal head, using a stable screw fixation designed to minimize the common complication of the floating toe.


Subject(s)
Foot Deformities , Metatarsal Bones , Metatarsalgia , Bone Screws , Humans , Metatarsal Bones/diagnostic imaging , Metatarsal Bones/surgery , Metatarsalgia/diagnostic imaging , Metatarsalgia/etiology , Metatarsalgia/surgery , Osteotomy
20.
J Can Assoc Gastroenterol ; 3(6): 279-287, 2020 Dec.
Article in English | MEDLINE | ID: mdl-33241181

ABSTRACT

AIMS: Wireless capsule endoscopy (WCE) and magnetic resonance enterography (MRE) are increasingly utilized to evaluate the small bowel (SB) in Crohn's disease (CD). The primary aims were to compare the ability of WCE and MRE to detect SB inflammation in children with newly diagnosed CD, and in the terminal ileum (TI) to compare them to ileo-colonoscopy. Secondary aims were to compare diagnostic accuracy of WCE and MRE and changes in Paris classification after each study. METHODS: Patients (10 to 17 years of age) requiring ileo-colonoscopy for suspected CD were invited to participate. Only patients with endoscopic/histologic evidence of CD underwent MRE and WCE. SB inflammation and extent were documented and comparative analyses performed. RESULTS: Of 38 initially recruited subjects, 20 completed the study. WCE and MRE were similarly sensitive in identifying active TI inflammation (16 [80%] versus 12 [60%]) and any SB inflammation (17 [85%] versus 16 [80%]). However, WCE detected more extensive SB disease than MRE with active inflammation throughout the SB in 15 [75%] versus 1 [5%] patient (P < 0.001). Moreover, WCE was more likely to detect proximal SB disease (jejunum and ileum) compared to MRE (85% versus 50%, P = 0.04). Overall, the Paris classification changed in 65% and 85% of patients following MRE and WCE, respectively. CONCLUSIONS: WCE is as sensitive as MRE for identifying active TI inflammation, but appears more sensitive in identifying more proximal SB inflammation. In the absence of concern regarding stricturing or extra-luminal disease WCE can be considered for the evaluation of suspected SB CD.

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