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return kwic search for functional out of >500 occurrences
267449 occurrences (No.100 in the rank) during 5 years in the PubMed. [cache]

288) We present LEAPH, an unsupervised machine learning algorithm for identifying cell phenotypes, which applies recursive steps of probabilistic clustering and spatial regularization to derive functional phenotypes (FPs) along a continuum.

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PMID:34888541 DOI:10.1016/j.crmeth.2021.100072

2021 Cell reports methods

* In situ functional cell phenotyping reveals microdomain networks in colorectal cancer recurrence.

- Tumors are dynamic ecosystems comprising localized niches (microdomains), possessing distinct compositions and spatial configurations of cancer and non-cancer cell populations. Microdomain-specific network signaling coevolves with a continuum of cell states and functional plasticity associated with disease progression and therapeutic responses. We present LEAPH, an unsupervised machine learning algorithm for identifying cell phenotypes, which applies recursive steps of probabilistic clustering and spatial regularization to derive functional phenotypes (FPs) along a continuum. Combining LEAPH with pointwise mutual information and network biology analyses enables the discovery of outcome-associated microdomains visualized as distinct spatial configurations of heterogeneous FPs. Utilization of an immunofluorescence-based (51 biomarkers) image dataset of colorectal carcinoma primary tumors (n = 213) revealed microdomain-specific network dysregulation supporting cancer stem cell maintenance and immunosuppression that associated selectively with the recurrence phenotype. LEAPH enables an explainable artificial intelligence platform providing insights into pathophysiological mechanisms and novel drug targets to inform personalized therapeutic strategies.

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[frequency of next (right) word to functional]

(1)24 connectivity	(20)4 brain	(39)3 material	(58)2 interactions
(2)14 magnetic	(21)4 changes	(40)3 materials	(59)2 interpretation
(3)13 and	(22)4 group	(41)3 organization	(60)2 neuroimaging
(4)13 recovery	(23)4 implications	(42)3 tasks	(61)2 organ
(5)11 role	(24)4 networks	(43)3 units	(62)2 outcome
(6)8 analyses	(25)4 training+CPM	(44)2 Threshold	(63)2 outcome,
(7)8 assays	(26)3 null	(45)2 academics,	(64)2 outcomes,
(8)8 groups	(27)3 activation	(46)2 alteration	(65)2 phenotypes
(9)8 outcomes	(28)3 activity	(47)2 antibodies	(66)2 plasticity
(10)8 roles	(29)3 annotation	(48)2 architecture	(67)2 profile
(11)8 training	(30)3 attributes	(49)2 characterization	(68)2 rating
(12)6 MRI	(31)3 capacity	(50)2 consequence	(69)2 reconstruction
(13)6 analysis	(32)3 cure	(51)2 defects	(70)2 redundancy
(14)6 properties	(33)3 effector	(52)2 differences	(71)2 relationship
(15)6 studies	(34)3 effects	(53)2 diversification	(72)2 relevance
(16)5 consequences	(35)3 enrichment	(54)2 enzymes	(73)2 selectivity
(17)5 impairment	(36)3 foods	(55)2 evaluation
(18)5 network	(37)3 impact	(56)2 groups,
(19)5 theory	(38)3 limitations	(57)2 integrity

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--- WordNet output for functional --- =>機能の, 関数の, 機能する, 機能上の, 実用的な, 機能的な Overview of adj functional The adj functional has 6 senses (first 2 from tagged texts) 1. (3) functional -- (designed for or capable of a particular function or use; "a style of writing in which every word is functional"; "functional architecture") 2. (1) functional -- (involving or affecting function rather than physiology; "functional deafness") 3. functional -- (relating to or based on function especially as opposed to structure; "the problem now is not a constitutional one; it is a functional one"; "delegates elected on a functional rather than a geographical basis") 4. functional, usable, useable, operable, operational -- (fit or ready for use or service; "the toaster was still functional even after being dropped"; "the lawnmower is a bit rusty but still usable"; "an operational aircraft"; "the dishwasher is now in working order") 5. functional -- (designed for or adapted to a function or use; "functional education selects knowledge that is concrete and usable rather than abstract and theoretical"; "functional architecture") 6. running, operative, functional, working -- ((of e.g. a machine) performing or capable of performing; "in running (or working) order"; "a functional set of brakes") --- WordNet end ---