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Immune responses to cancer are highly variable, with mismatch repair-deficient (MMRd) tumors exhibiting more anti-tumor immunity than mismatch repair-proficient (MMRp) tumors. To understand the rules governing these varied responses, we transcriptionally profiled 371,223 cells from colorectal tumors and adjacent normal tissues of 28 MMRp and 34 MMRd individuals. Analysis of 88 cell subsets and their 204 associated gene expression programs revealed extensive transcriptional and spatial remodeling across tumors. To discover hubs of interacting malignant and immune cells, we identified expression programs in different cell types that co-varied across tumors from affected individuals and used spatial profiling to localize coordinated programs. We discovered a myeloid cell-attracting hub at the tumor-luminal interface associated with tissue damage and an MMRd-enriched immune hub within the tumor, with activated T cells together with malignant and myeloid cells expressing T cell-attracting chemokines. By identifying interacting cellular programs, we reveal the logic underlying spatially organized immune-malignant cell networks., Competing Interests: Declaration of interests K.P., M.H., J.H.C., V.K.K., A.J.A., O.R.-R., A. Regev., and N.H. are co-inventors on US Patent Application No. 16/995,425 relating to methods for predicting outcomes and treating colorectal cancer as described in the manuscript. A.J.A. is a Consultant for Oncorus, Arrakis Therapeutics, and Merck and receives research funding from Mirati Therapeutics, Deerfield, and Novo Ventures. R.B.C. receives consulting/speaking fees from Abbvie, Amgen, Array Biopharma/Pfizer, Asana Biosciences, Astex Pharmaceuticals, AstraZeneca, Avidity Biosciences, BMS, C4 Therapeutics, Chugai, Elicio, Fog Pharma, Fount Therapeutics/Kinnate Biopharma, Genentech, Guardant Health, Ipsen, LOXO, Merrimack, Mirati Therapeutics, Natera, N-of-one/QIAGEN, Novartis, nRichDx, Revolution Medicines, Roche, Roivant, Shionogi, Shire, Spectrum Pharmaceuticals, Symphogen, Tango Therapeutics, Taiho, Warp Drive Bio, and Zikani Therapeutics; holds equity in Avidity Biosciences, C4 Therapeutics, Fount Therapeutics/Kinnate Biopharma, nRichDx, and Revolution Medicines; and has received research funding from Asana, AstraZeneca, Lilly, and Sanofi. V.K.K. consults for Pfizer, GSK, Tizona Therapeutics, Celsius Therapeutics, Bicara Therapeutics, Compass Therapeutics, Biocon, and Syngene. G.M.B. has sponsored research agreements with Palleon Pharmaceuticals, Olink Proteomics, and Takeda Oncology; served on SABs for Novartis and Nektar Therapeutics; and received honoraria from Novartis. A.C.A. is a paid consultant for iTeos Therapeutics, and is an SAB member for Tizona Therapeutics, Compass Therapeutics, Zumutor Biologics, and ImmuneOncia, which have interests in cancer immunotherapy. A.C.A.’s interests were reviewed and managed by the BWH and Partners Healthcare in accordance with their conflict of interest policies. M.G. receives research funding from BMS, Merck, and Servier. J.W.R., C.A.F., and M.L.H. are employees of and stockholders for NanoString Technologies Inc. D.R.Z. is a former employee of NanoString Technologies Inc. B.I. is a consultant for Merck and Volastra Therapeutic. R.B. is an UptoDate Author. A. Rotem is an equity holder in Celsius Therapeutics and NucleAI. K.N. has research funding from Janssen, Revolution Medicines, Evergrande Group, Pharmavite; advisory board: Seattle Genetics, BiomX; consulting: X-Biotix Therapeutics; research funding: BMS, Merck, and Servier. B.E.J. is on the SAB for Checkpoint Therapeutics. O.R.-R. is a named inventor on patents and patent applications filed by the Broad Institute in single-cell genomics. From October 2020, O.R.-R. is an employee of Genentech. A. Regev. is a founder of and equity holder in Celsius Therapeutics, an equity holder in Immunitas Therapeutics, and was an SAB member for Thermo Fisher Scientific, Syros Pharmaceuticals, and Neogene Therapeutics until August 1, 2020. From August 1, 2020, A. Regev. is an employee of Genentech. A. Regev. is a named inventor on several patents and patent applications filed by the Broad Institute in single-cell and spatial genomics. N.H. holds equity in BioNTech and is an advisor for Related Sciences/Danger Bio., (Copyright © 2021 The Authors. Published by Elsevier Inc. All rights reserved.)

The enteric nervous system (ENS) coordinates diverse functions in the intestine but has eluded comprehensive molecular characterization because of the rarity and diversity of cells. Here we develop two methods to profile the ENS of adult mice and humans at single-cell resolution: RAISIN RNA-seq for profiling intact nuclei with ribosome-bound mRNA and MIRACL-seq for label-free enrichment of rare cell types by droplet-based profiling. The 1,187,535 nuclei in our mouse atlas include 5,068 neurons from the ileum and colon, revealing extraordinary neuron diversity. We highlight circadian expression changes in enteric neurons, show that disease-related genes are dysregulated with aging, and identify differences between the ileum and proximal/distal colon. In humans, we profile 436,202 nuclei, recovering 1,445 neurons, and identify conserved and species-specific transcriptional programs and putative neuro-epithelial, neuro-stromal, and neuro-immune interactions. The human ENS expresses risk genes for neuropathic, inflammatory, and extra-intestinal diseases, suggesting neuronal contributions to disease., Competing Interests: Declaration of Interests A.R. is a co-founder and equity holder of Celsius Therapeutics, equity holder of Immunitas, and, until August, 2020, an SAB member of ThermoFisher Scientific, Syros Pharmaceuticals, Neogene Therapeutics, and Asimov. A.R. is an employee of Genentech Inc. R.J.X. is a co-founder and equity holder of Celsius Therapeutics and Jnana Therapeutics. E.D. is an employee of Bristol-Myers Squibb. E.D., C.S., G.E., O.R.R., R.X., and A.R. are co-inventors on PCT/US2019/055894, which includes the methods of this manuscript., (Copyright © 2020 Elsevier Inc. All rights reserved.)

Attempts to identify physiological correlates of listening effort have mainly focused on peripheral measures (e.g. pupillometry) and auditory-evoked/event-related potentials. Although nonauditory studies have suggested that sustained time-frequency electroencephalographic (EEG) features in the θ-band (4-7 Hz) are correlated with domain-general mental effort, little work has characterized such features during effortful listening. Here, high-density EEG data was collected while listeners performed a sentence-recognition task in noise, the signal-to-noise ratio (SNR) of which varied across blocks. Frontal midline θ (Fmθ), largely driven by sources localized in or near the medial frontal cortex, showed greater power with decreasing SNR and was positively correlated with self-reports of effort. Increased Fmθ was present before speech onset and during speech presentation. Fmθ power also differed across SNRs when including only trials in which all words were recognized, suggesting that the effects were unrelated to performance differences. Results suggest that frontal cortical networks play a larger role in listening as acoustic signals are increasingly masked. Further, sustained time-frequency EEG features may usefully supplement previously used peripheral and event-related potential measures in psychophysiological investigations of effortful listening.