id	sid	tid	token	lemma	pos
dpc-4309	1	1	dermatology	dermatology	NOUN
dpc-4309	1	2	:	:	PUNCT
dpc-4309	1	3	practical	practical	ADJ
dpc-4309	1	4	and	and	CCONJ
dpc-4309	1	5	conceptual	conceptual	ADJ
dpc-4309	1	6	research	research	NOUN
dpc-4309	1	7	letter	letter	NOUN
dpc-4309	2	1	|	|	ADV
dpc-4309	2	2	dermatol	dermatol	ADJ
dpc-4309	2	3	pract	pract	NOUN
dpc-4309	2	4	concept	concept	NOUN
dpc-4309	2	5	.	.	PUNCT
dpc-4309	3	1	2024;14(4):e2024228	2024;14(4):e2024228	NUM
dpc-4309	3	2	1	1	NUM
dpc-4309	3	3	increased	increase	VERB
dpc-4309	3	4	serum	serum	NOUN
dpc-4309	3	5	vitamin	vitamin	NOUN
dpc-4309	3	6	d	d	NOUN
dpc-4309	3	7	and	and	CCONJ
dpc-4309	3	8	decreased	decrease	VERB
dpc-4309	3	9	serum	serum	NOUN
dpc-4309	3	10	cholesterol	cholesterol	NOUN
dpc-4309	3	11	are	be	AUX
dpc-4309	3	12	associated	associate	VERB
dpc-4309	3	13	with	with	ADP
dpc-4309	3	14	development	development	NOUN
dpc-4309	3	15	of	of	ADP
dpc-4309	3	16	squamous	squamous	ADJ
dpc-4309	3	17	cell	cell	NOUN
dpc-4309	3	18	carcinoma	carcinoma	NOUN
dpc-4309	3	19	in	in	ADP
dpc-4309	3	20	actinic	actinic	ADJ
dpc-4309	3	21	keratosis	keratosis	NOUN
dpc-4309	3	22	patients	patient	NOUN
dpc-4309	3	23	:	:	PUNCT
dpc-4309	3	24	a	a	DET
dpc-4309	3	25	retrospective	retrospective	ADJ
dpc-4309	3	26	machine	machine	NOUN
dpc-4309	3	27	-	-	PUNCT
dpc-4309	3	28	learning	learn	VERB
dpc-4309	3	29	analysis	analysis	NOUN
dpc-4309	3	30	of	of	ADP
dpc-4309	3	31	the	the	DET
dpc-4309	3	32	all	all	PRON
dpc-4309	3	33	of	of	ADP
dpc-4309	3	34	us	we	PRON
dpc-4309	3	35	database	database	PROPN
dpc-4309	3	36	nilesh	nilesh	PROPN
dpc-4309	3	37	kodali1	kodali1	PROPN
dpc-4309	3	38	,	,	PUNCT
dpc-4309	3	39	rohan	rohan	PROPN
dpc-4309	3	40	singh1	singh1	PROPN
dpc-4309	3	41	,	,	PUNCT
dpc-4309	3	42	shari	shari	PROPN
dpc-4309	3	43	r.	r.	PROPN
dpc-4309	3	44	lipner2	lipner2	PROPN
dpc-4309	3	45	1	1	NUM
dpc-4309	3	46	rutgers	rutgers	PROPN
dpc-4309	3	47	new	new	PROPN
dpc-4309	3	48	jersey	jersey	PROPN
dpc-4309	3	49	medical	medical	PROPN
dpc-4309	3	50	school	school	PROPN
dpc-4309	3	51	,	,	PUNCT
dpc-4309	3	52	newark	newark	NOUN
dpc-4309	3	53	2	2	NUM
dpc-4309	3	54	department	department	NOUN
dpc-4309	3	55	of	of	ADP
dpc-4309	3	56	dermatology	dermatology	NOUN
dpc-4309	3	57	,	,	PUNCT
dpc-4309	3	58	weill	weill	PROPN
dpc-4309	3	59	cornell	cornell	PROPN
dpc-4309	3	60	medicine	medicine	PROPN
dpc-4309	3	61	,	,	PUNCT
dpc-4309	3	62	new	new	PROPN
dpc-4309	3	63	york	york	PROPN
dpc-4309	3	64	key	key	ADJ
dpc-4309	3	65	words	word	NOUN
dpc-4309	3	66	:	:	PUNCT
dpc-4309	3	67	actinic	actinic	ADJ
dpc-4309	3	68	keratosis	keratosis	NOUN
dpc-4309	3	69	,	,	PUNCT
dpc-4309	3	70	squamous	squamous	ADJ
dpc-4309	3	71	cell	cell	NOUN
dpc-4309	3	72	carcinoma	carcinoma	NOUN
dpc-4309	3	73	,	,	PUNCT
dpc-4309	3	74	cholesterol	cholesterol	NOUN
dpc-4309	3	75	,	,	PUNCT
dpc-4309	3	76	vitamin	vitamin	NOUN
dpc-4309	3	77	d	d	NOUN
dpc-4309	3	78	citation	citation	NOUN
dpc-4309	3	79	:	:	PUNCT
dpc-4309	3	80	kodali	kodali	PROPN
dpc-4309	3	81	n	n	PROPN
dpc-4309	3	82	,	,	PUNCT
dpc-4309	3	83	singh	singh	PROPN
dpc-4309	3	84	r	r	NOUN
dpc-4309	3	85	,	,	PUNCT
dpc-4309	3	86	lipner	lipner	PROPN
dpc-4309	3	87	sr	sr	PROPN
dpc-4309	3	88	.	.	PUNCT
dpc-4309	4	1	non	non	ADJ
dpc-4309	4	2	-	-	ADJ
dpc-4309	4	3	invasive	invasive	ADJ
dpc-4309	4	4	increased	increase	VERB
dpc-4309	4	5	serum	serum	NOUN
dpc-4309	4	6	vitamin	vitamin	NOUN
dpc-4309	4	7	d	d	NOUN
dpc-4309	4	8	and	and	CCONJ
dpc-4309	4	9	decreased	decrease	VERB
dpc-4309	4	10	serum	serum	NOUN
dpc-4309	4	11	cholesterol	cholesterol	NOUN
dpc-4309	4	12	are	be	AUX
dpc-4309	4	13	associated	associate	VERB
dpc-4309	4	14	with	with	ADP
dpc-4309	4	15	development	development	NOUN
dpc-4309	4	16	of	of	ADP
dpc-4309	4	17	squamous	squamous	ADJ
dpc-4309	4	18	cell	cell	NOUN
dpc-4309	4	19	carcinoma	carcinoma	NOUN
dpc-4309	4	20	in	in	ADP
dpc-4309	4	21	actinic	actinic	ADJ
dpc-4309	4	22	keratosis	keratosis	NOUN
dpc-4309	4	23	patients	patient	NOUN
dpc-4309	4	24	:	:	PUNCT
dpc-4309	4	25	a	a	DET
dpc-4309	4	26	retrospective	retrospective	ADJ
dpc-4309	4	27	machine	machine	NOUN
dpc-4309	4	28	-	-	PUNCT
dpc-4309	4	29	learning	learn	VERB
dpc-4309	4	30	analysis	analysis	NOUN
dpc-4309	4	31	of	of	ADP
dpc-4309	4	32	the	the	DET
dpc-4309	4	33	all	all	PRON
dpc-4309	4	34	of	of	ADP
dpc-4309	4	35	us	us	PROPN
dpc-4309	4	36	database	database	NOUN
dpc-4309	4	37	.	.	PUNCT
dpc-4309	5	1	dermatol	dermatol	NOUN
dpc-4309	5	2	pract	pract	PROPN
dpc-4309	5	3	concept	concept	NOUN
dpc-4309	5	4	.	.	PUNCT
dpc-4309	6	1	2024;14(4):e2024228	2024;14(4):e2024228	NUM
dpc-4309	6	2	.	.	PUNCT
dpc-4309	7	1	doi	doi	PROPN
dpc-4309	7	2	:	:	PUNCT
dpc-4309	7	3	https://doi.org/10.5826/dpc.1404a228	https://doi.org/10.5826/dpc.1404a228	PROPN
dpc-4309	7	4	accepted	accept	VERB
dpc-4309	7	5	:	:	PUNCT
dpc-4309	7	6	july	july	PROPN
dpc-4309	7	7	31	31	NUM
dpc-4309	7	8	,	,	PUNCT
dpc-4309	7	9	2024	2024	NUM
dpc-4309	7	10	;	;	PUNCT
dpc-4309	7	11	published	publish	VERB
dpc-4309	7	12	:	:	PUNCT
dpc-4309	7	13	october	october	PROPN
dpc-4309	7	14	2024	2024	NUM
dpc-4309	8	1	copyright	copyright	NOUN
dpc-4309	8	2	:	:	PUNCT
dpc-4309	8	3	©	©	PROPN
dpc-4309	8	4	2024	2024	NUM
dpc-4309	8	5	kodali	kodali	PROPN
dpc-4309	8	6	et	et	PROPN
dpc-4309	8	7	al	al	PROPN
dpc-4309	8	8	.	.	PUNCT
dpc-4309	9	1	this	this	PRON
dpc-4309	9	2	is	be	AUX
dpc-4309	9	3	an	an	DET
dpc-4309	9	4	open	open	ADJ
dpc-4309	9	5	-	-	PUNCT
dpc-4309	9	6	access	access	NOUN
dpc-4309	9	7	article	article	NOUN
dpc-4309	9	8	distributed	distribute	VERB
dpc-4309	9	9	under	under	ADP
dpc-4309	9	10	the	the	DET
dpc-4309	9	11	terms	term	NOUN
dpc-4309	9	12	of	of	ADP
dpc-4309	9	13	the	the	DET
dpc-4309	9	14	creative	creative	ADJ
dpc-4309	9	15	commons	common	NOUN
dpc-4309	9	16	attributionnoncommercial	attributionnoncommercial	ADJ
dpc-4309	9	17	license	license	NOUN
dpc-4309	9	18	(	(	PUNCT
dpc-4309	9	19	by	by	ADP
dpc-4309	9	20	-	-	PUNCT
dpc-4309	9	21	nc-4.0	nc-4.0	NOUN
dpc-4309	9	22	)	)	PUNCT
dpc-4309	9	23	,	,	PUNCT
dpc-4309	9	24	https://creativecommons.org/licenses/by-nc/4.0/	https://creativecommons.org/licenses/by-nc/4.0/	PROPN
dpc-4309	9	25	,	,	PUNCT
dpc-4309	9	26	which	which	PRON
dpc-4309	9	27	permits	permit	VERB
dpc-4309	9	28	unrestricted	unrestricted	ADJ
dpc-4309	9	29	noncommercial	noncommercial	ADJ
dpc-4309	9	30	use	use	NOUN
dpc-4309	9	31	,	,	PUNCT
dpc-4309	9	32	distribution	distribution	NOUN
dpc-4309	9	33	,	,	PUNCT
dpc-4309	9	34	and	and	CCONJ
dpc-4309	9	35	reproduction	reproduction	NOUN
dpc-4309	9	36	in	in	ADP
dpc-4309	9	37	any	any	DET
dpc-4309	9	38	medium	medium	NOUN
dpc-4309	9	39	,	,	PUNCT
dpc-4309	9	40	provided	provide	VERB
dpc-4309	9	41	the	the	DET
dpc-4309	9	42	original	original	ADJ
dpc-4309	9	43	authors	author	NOUN
dpc-4309	9	44	and	and	CCONJ
dpc-4309	9	45	source	source	NOUN
dpc-4309	9	46	are	be	AUX
dpc-4309	9	47	credited	credit	VERB
dpc-4309	9	48	.	.	PUNCT
dpc-4309	10	1	funding	funding	NOUN
dpc-4309	10	2	:	:	PUNCT
dpc-4309	10	3	none	none	NOUN
dpc-4309	10	4	.	.	PUNCT
dpc-4309	11	1	competing	compete	VERB
dpc-4309	11	2	interests	interest	NOUN
dpc-4309	11	3	:	:	PUNCT
dpc-4309	11	4	none	none	NOUN
dpc-4309	11	5	.	.	PUNCT
dpc-4309	12	1	authorship	authorship	NOUN
dpc-4309	12	2	:	:	PUNCT
dpc-4309	12	3	all	all	DET
dpc-4309	12	4	authors	author	NOUN
dpc-4309	12	5	have	have	AUX
dpc-4309	12	6	contributed	contribute	VERB
dpc-4309	12	7	significantly	significantly	ADV
dpc-4309	12	8	to	to	ADP
dpc-4309	12	9	this	this	DET
dpc-4309	12	10	publication	publication	NOUN
dpc-4309	12	11	.	.	PUNCT
dpc-4309	13	1	corresponding	correspond	VERB
dpc-4309	13	2	author	author	NOUN
dpc-4309	13	3	:	:	PUNCT
dpc-4309	13	4	shari	shari	PROPN
dpc-4309	13	5	r.	r.	PROPN
dpc-4309	13	6	lipner	lipner	PROPN
dpc-4309	13	7	,	,	PUNCT
dpc-4309	13	8	department	department	NOUN
dpc-4309	13	9	of	of	ADP
dpc-4309	13	10	dermatology	dermatology	NOUN
dpc-4309	13	11	,	,	PUNCT
dpc-4309	13	12	weill	weill	PROPN
dpc-4309	13	13	cornell	cornell	PROPN
dpc-4309	13	14	medicine	medicine	PROPN
dpc-4309	13	15	,	,	PUNCT
dpc-4309	13	16	new	new	PROPN
dpc-4309	13	17	york	york	PROPN
dpc-4309	13	18	.	.	PUNCT
dpc-4309	14	1	e	e	X
dpc-4309	14	2	-	-	NOUN
dpc-4309	14	3	mail	mail	NOUN
dpc-4309	14	4	:	:	PUNCT
dpc-4309	14	5	shl9032@med.cornell.edu	shl9032@med.cornell.edu	PROPN
dpc-4309	14	6	introduction	introduction	NOUN
dpc-4309	14	7	actinic	actinic	ADJ
dpc-4309	14	8	keratosis	keratosis	NOUN
dpc-4309	14	9	(	(	PUNCT
dpc-4309	14	10	ak	ak	PROPN
dpc-4309	14	11	)	)	PUNCT
dpc-4309	14	12	is	be	AUX
dpc-4309	14	13	a	a	DET
dpc-4309	14	14	common	common	ADJ
dpc-4309	14	15	pre	pre	ADJ
dpc-4309	14	16	-	-	ADJ
dpc-4309	14	17	malignant	malignant	ADJ
dpc-4309	14	18	skin	skin	NOUN
dpc-4309	14	19	lesion	lesion	NOUN
dpc-4309	14	20	with	with	ADP
dpc-4309	14	21	a	a	DET
dpc-4309	14	22	10	10	NUM
dpc-4309	14	23	%	%	NOUN
dpc-4309	14	24	transformation	transformation	NOUN
dpc-4309	14	25	rate	rate	NOUN
dpc-4309	14	26	to	to	ADP
dpc-4309	14	27	squamous	squamous	ADJ
dpc-4309	14	28	cell	cell	NOUN
dpc-4309	14	29	carcinoma	carcinoma	NOUN
dpc-4309	14	30	(	(	PUNCT
dpc-4309	14	31	scc	scc	NOUN
dpc-4309	14	32	)	)	PUNCT
dpc-4309	14	33	.	.	PUNCT
dpc-4309	15	1	due	due	ADP
dpc-4309	15	2	to	to	ADP
dpc-4309	15	3	potential	potential	ADJ
dpc-4309	15	4	local	local	ADJ
dpc-4309	15	5	scc	scc	NOUN
dpc-4309	15	6	spread	spread	NOUN
dpc-4309	15	7	and	and	CCONJ
dpc-4309	15	8	metastasis	metastasis	NOUN
dpc-4309	15	9	,	,	PUNCT
dpc-4309	15	10	early	early	ADJ
dpc-4309	15	11	risk	risk	NOUN
dpc-4309	15	12	stratification	stratification	NOUN
dpc-4309	15	13	for	for	ADP
dpc-4309	15	14	ak	ak	PROPN
dpc-4309	15	15	patients	patient	NOUN
dpc-4309	15	16	is	be	AUX
dpc-4309	15	17	desired	desire	VERB
dpc-4309	15	18	[	[	PUNCT
dpc-4309	15	19	1	1	X
dpc-4309	15	20	]	]	PUNCT
dpc-4309	15	21	while	while	SCONJ
dpc-4309	15	22	the	the	DET
dpc-4309	15	23	relationship	relationship	NOUN
dpc-4309	15	24	between	between	ADP
dpc-4309	15	25	ultraviolet	ultraviolet	ADJ
dpc-4309	15	26	exposure	exposure	NOUN
dpc-4309	15	27	and	and	CCONJ
dpc-4309	15	28	ak	ak	PROPN
dpc-4309	15	29	progression	progression	NOUN
dpc-4309	15	30	is	be	AUX
dpc-4309	15	31	well	well	ADV
dpc-4309	15	32	established	establish	VERB
dpc-4309	15	33	,	,	PUNCT
dpc-4309	15	34	other	other	ADJ
dpc-4309	15	35	risk	risk	NOUN
dpc-4309	15	36	factors	factor	NOUN
dpc-4309	15	37	are	be	AUX
dpc-4309	15	38	understudied	understudied	ADJ
dpc-4309	15	39	.	.	PUNCT
dpc-4309	16	1	hence	hence	ADV
dpc-4309	16	2	,	,	PUNCT
dpc-4309	16	3	we	we	PRON
dpc-4309	16	4	utilized	utilize	VERB
dpc-4309	16	5	a	a	DET
dpc-4309	16	6	machine	machine	NOUN
dpc-4309	16	7	-	-	PUNCT
dpc-4309	16	8	learning	learn	VERB
dpc-4309	16	9	analysis	analysis	NOUN
dpc-4309	16	10	on	on	ADP
dpc-4309	16	11	patient	patient	ADJ
dpc-4309	16	12	-	-	PUNCT
dpc-4309	16	13	level	level	NOUN
dpc-4309	16	14	data	datum	NOUN
dpc-4309	16	15	to	to	PART
dpc-4309	16	16	identify	identify	VERB
dpc-4309	16	17	demographic	demographic	ADJ
dpc-4309	16	18	and	and	CCONJ
dpc-4309	16	19	laboratory	laboratory	NOUN
dpc-4309	16	20	value	value	NOUN
dpc-4309	16	21	risk	risk	NOUN
dpc-4309	16	22	factors	factor	NOUN
dpc-4309	16	23	for	for	ADP
dpc-4309	16	24	ak	ak	PROPN
dpc-4309	16	25	patients	patient	NOUN
dpc-4309	16	26	who	who	PRON
dpc-4309	16	27	developed	develop	VERB
dpc-4309	16	28	scc	scc	PROPN
dpc-4309	16	29	.	.	PUNCT
dpc-4309	17	1	methods	method	NOUN
dpc-4309	17	2	we	we	PRON
dpc-4309	17	3	performed	perform	VERB
dpc-4309	17	4	a	a	DET
dpc-4309	17	5	retrospective	retrospective	ADJ
dpc-4309	17	6	machine	machine	NOUN
dpc-4309	17	7	-	-	PUNCT
dpc-4309	17	8	learning	learn	VERB
dpc-4309	17	9	analysis	analysis	NOUN
dpc-4309	17	10	of	of	ADP
dpc-4309	17	11	the	the	DET
dpc-4309	17	12	all	all	PRON
dpc-4309	17	13	of	of	ADP
dpc-4309	17	14	us	us	PROPN
dpc-4309	17	15	database	database	NOUN
dpc-4309	17	16	using	use	VERB
dpc-4309	17	17	snomed	snome	VERB
dpc-4309	17	18	codes	code	NOUN
dpc-4309	17	19	201101007	201101007	NUM
dpc-4309	17	20	to	to	PART
dpc-4309	17	21	identify	identify	VERB
dpc-4309	17	22	ak	ak	PROPN
dpc-4309	17	23	cases	case	NOUN
dpc-4309	17	24	and	and	CCONJ
dpc-4309	17	25	254651007	254651007	NUM
dpc-4309	17	26	,	,	PUNCT
dpc-4309	17	27	403892001	403892001	NUM
dpc-4309	17	28	,	,	PUNCT
dpc-4309	17	29	285307007	285307007	NUM
dpc-4309	17	30	,	,	PUNCT
dpc-4309	17	31	423284006	423284006	NUM
dpc-4309	17	32	to	to	PART
dpc-4309	17	33	identify	identify	VERB
dpc-4309	17	34	cutaneous	cutaneous	ADJ
dpc-4309	17	35	scc	scc	ADJ
dpc-4309	17	36	cases	case	NOUN
dpc-4309	17	37	.	.	PUNCT
dpc-4309	18	1	the	the	DET
dpc-4309	18	2	complete	complete	ADJ
dpc-4309	18	3	machine	machine	NOUN
dpc-4309	18	4	-	-	PUNCT
dpc-4309	18	5	learning	learn	VERB
dpc-4309	18	6	analysis	analysis	NOUN
dpc-4309	18	7	methodology	methodology	NOUN
dpc-4309	18	8	is	be	AUX
dpc-4309	18	9	detailed	detail	VERB
dpc-4309	18	10	in	in	ADP
dpc-4309	18	11	supplemental	supplemental	ADJ
dpc-4309	18	12	file	file	NOUN
dpc-4309	18	13	1	1	NUM
dpc-4309	18	14	.	.	PUNCT
dpc-4309	19	1	results	result	NOUN
dpc-4309	19	2	we	we	PRON
dpc-4309	19	3	included	include	VERB
dpc-4309	19	4	a	a	DET
dpc-4309	19	5	total	total	NOUN
dpc-4309	19	6	of	of	ADP
dpc-4309	19	7	9,915	9,915	NUM
dpc-4309	19	8	and	and	CCONJ
dpc-4309	19	9	202	202	NUM
dpc-4309	19	10	ak	ak	PROPN
dpc-4309	19	11	patients	patient	NOUN
dpc-4309	19	12	without	without	ADP
dpc-4309	19	13	scc	scc	NOUN
dpc-4309	19	14	and	and	CCONJ
dpc-4309	19	15	with	with	ADP
dpc-4309	19	16	scc	scc	PROPN
dpc-4309	19	17	,	,	PUNCT
dpc-4309	19	18	respectively	respectively	ADV
dpc-4309	19	19	.	.	PUNCT
dpc-4309	20	1	demographics	demographic	NOUN
dpc-4309	20	2	are	be	AUX
dpc-4309	20	3	detailed	detail	VERB
dpc-4309	20	4	in	in	ADP
dpc-4309	20	5	table	table	NOUN
dpc-4309	20	6	s1	s1	NOUN
dpc-4309	20	7	.	.	PUNCT
dpc-4309	21	1	with	with	ADP
dpc-4309	21	2	random	random	ADJ
dpc-4309	21	3	forest	forest	NOUN
dpc-4309	21	4	,	,	PUNCT
dpc-4309	21	5	scc	scc	ADJ
dpc-4309	21	6	risk	risk	NOUN
dpc-4309	21	7	was	be	AUX
dpc-4309	21	8	not	not	PART
dpc-4309	21	9	affected	affect	VERB
dpc-4309	21	10	by	by	ADP
dpc-4309	21	11	patient	patient	ADJ
dpc-4309	21	12	demographics	demographic	NOUN
dpc-4309	21	13	.	.	PUNCT
dpc-4309	22	1	relevant	relevant	ADJ
dpc-4309	22	2	significant	significant	ADJ
dpc-4309	22	3	features	feature	NOUN
dpc-4309	22	4	from	from	ADP
dpc-4309	22	5	highest	high	ADJ
dpc-4309	22	6	to	to	ADP
dpc-4309	22	7	lowest	low	ADJ
dpc-4309	22	8	permutation	permutation	NOUN
dpc-4309	22	9	included	include	VERB
dpc-4309	22	10	serum	serum	NOUN
dpc-4309	22	11	cholesterol	cholesterol	NOUN
dpc-4309	22	12	,	,	PUNCT
dpc-4309	22	13	25	25	NUM
dpc-4309	22	14	-	-	PUNCT
dpc-4309	22	15	hydroxyvitamin	hydroxyvitamin	NOUN
dpc-4309	22	16	d3	d3	PROPN
dpc-4309	22	17	,	,	PUNCT
dpc-4309	22	18	urea	urea	NOUN
dpc-4309	22	19	nitrogen	nitrogen	NOUN
dpc-4309	22	20	(	(	PUNCT
dpc-4309	22	21	bun	bun	PROPN
dpc-4309	22	22	)	)	PUNCT
dpc-4309	22	23	,	,	PUNCT
dpc-4309	22	24	cobalamin	cobalamin	NOUN
dpc-4309	22	25	,	,	PUNCT
dpc-4309	22	26	creatinine	creatinine	NOUN
dpc-4309	22	27	(	(	PUNCT
dpc-4309	22	28	cr	cr	NOUN
dpc-4309	22	29	)	)	PUNCT
dpc-4309	22	30	,	,	PUNCT
dpc-4309	22	31	body	body	NOUN
dpc-4309	22	32	mass	mass	NOUN
dpc-4309	22	33	index	index	NOUN
dpc-4309	22	34	(	(	PUNCT
dpc-4309	22	35	bmi	bmi	PROPN
dpc-4309	22	36	)	)	PUNCT
dpc-4309	22	37	,	,	PUNCT
dpc-4309	22	38	and	and	CCONJ
dpc-4309	22	39	albumin	albumin	NOUN
dpc-4309	22	40	(	(	PUNCT
dpc-4309	22	41	figure	figure	NOUN
dpc-4309	22	42	 	 	SPACE
dpc-4309	22	43	1a	1a	NOUN
dpc-4309	22	44	)	)	PUNCT
dpc-4309	22	45	.	.	PUNCT
dpc-4309	23	1	the	the	DET
dpc-4309	23	2	shapley	shapley	PROPN
dpc-4309	23	3	plot	plot	NOUN
dpc-4309	23	4	showed	show	VERB
dpc-4309	23	5	increased	increase	VERB
dpc-4309	23	6	risk	risk	NOUN
dpc-4309	23	7	of	of	ADP
dpc-4309	23	8	scc	scc	NOUN
dpc-4309	23	9	with	with	ADP
dpc-4309	23	10	increasing	increase	VERB
dpc-4309	23	11	levels	level	NOUN
dpc-4309	23	12	of	of	ADP
dpc-4309	23	13	serum	serum	NOUN
dpc-4309	23	14	25	25	NUM
dpc-4309	23	15	-	-	PUNCT
dpc-4309	23	16	hydroxyvitamin	hydroxyvitamin	NOUN
dpc-4309	23	17	d3	d3	PROPN
dpc-4309	23	18	,	,	PUNCT
dpc-4309	23	19	2	2	NUM
dpc-4309	23	20	research	research	NOUN
dpc-4309	23	21	letter	letter	NOUN
dpc-4309	23	22	|	|	ADV
dpc-4309	23	23	dermatol	dermatol	ADJ
dpc-4309	23	24	pract	pract	NOUN
dpc-4309	23	25	concept	concept	NOUN
dpc-4309	23	26	.	.	PUNCT
dpc-4309	24	1	2024;14(4):e2024228	2024;14(4):e2024228	PROPN
dpc-4309	24	2	bun	bun	NOUN
dpc-4309	24	3	,	,	PUNCT
dpc-4309	24	4	cobalamin	cobalamin	NOUN
dpc-4309	24	5	,	,	PUNCT
dpc-4309	24	6	and	and	CCONJ
dpc-4309	24	7	cr	cr	NOUN
dpc-4309	24	8	and	and	CCONJ
dpc-4309	24	9	decreasing	decrease	VERB
dpc-4309	24	10	levels	level	NOUN
dpc-4309	24	11	of	of	ADP
dpc-4309	24	12	serum	serum	NOUN
dpc-4309	24	13	cholesterol	cholesterol	NOUN
dpc-4309	24	14	,	,	PUNCT
dpc-4309	24	15	bmi	bmi	NOUN
dpc-4309	24	16	,	,	PUNCT
dpc-4309	24	17	and	and	CCONJ
dpc-4309	24	18	albumin	albumin	NOUN
dpc-4309	24	19	.	.	PUNCT
dpc-4309	25	1	there	there	PRON
dpc-4309	25	2	was	be	VERB
dpc-4309	25	3	decreased	decrease	VERB
dpc-4309	25	4	risk	risk	NOUN
dpc-4309	25	5	of	of	ADP
dpc-4309	25	6	scc	scc	NOUN
dpc-4309	25	7	with	with	ADP
dpc-4309	25	8	increasing	increase	VERB
dpc-4309	25	9	levels	level	NOUN
dpc-4309	25	10	of	of	ADP
dpc-4309	25	11	serum	serum	NOUN
dpc-4309	25	12	cholesterol	cholesterol	NOUN
dpc-4309	25	13	,	,	PUNCT
dpc-4309	25	14	bmi	bmi	NOUN
dpc-4309	25	15	,	,	PUNCT
dpc-4309	25	16	and	and	CCONJ
dpc-4309	25	17	albumin	albumin	NOUN
dpc-4309	25	18	and	and	CCONJ
dpc-4309	25	19	decreasing	decrease	VERB
dpc-4309	25	20	levels	level	NOUN
dpc-4309	25	21	of	of	ADP
dpc-4309	25	22	serum	serum	NOUN
dpc-4309	25	23	25	25	NUM
dpc-4309	25	24	-	-	PUNCT
dpc-4309	25	25	hydroxyvitamin	hydroxyvitamin	NOUN
dpc-4309	25	26	d3	d3	PROPN
dpc-4309	25	27	,	,	PUNCT
dpc-4309	25	28	bun	bun	NOUN
dpc-4309	25	29	,	,	PUNCT
dpc-4309	25	30	cobalamin	cobalamin	NOUN
dpc-4309	25	31	,	,	PUNCT
dpc-4309	25	32	and	and	CCONJ
dpc-4309	25	33	cr	cr	PROPN
dpc-4309	25	34	(	(	PUNCT
dpc-4309	25	35	figure	figure	NOUN
dpc-4309	25	36	1b	1b	NUM
dpc-4309	25	37	)	)	PUNCT
dpc-4309	25	38	.	.	PUNCT
dpc-4309	26	1	the	the	DET
dpc-4309	26	2	average	average	ADJ
dpc-4309	26	3	area	area	NOUN
dpc-4309	26	4	under	under	ADP
dpc-4309	26	5	the	the	DET
dpc-4309	26	6	roc	roc	PROPN
dpc-4309	26	7	curve	curve	NOUN
dpc-4309	26	8	(	(	PUNCT
dpc-4309	26	9	auc	auc	NOUN
dpc-4309	26	10	)	)	PUNCT
dpc-4309	26	11	score	score	NOUN
dpc-4309	26	12	on	on	ADP
dpc-4309	26	13	a	a	DET
dpc-4309	26	14	5	5	NUM
dpc-4309	26	15	-	-	ADJ
dpc-4309	26	16	fold	fold	ADJ
dpc-4309	26	17	crossvalidation	crossvalidation	NOUN
dpc-4309	26	18	was	be	AUX
dpc-4309	26	19	0.66	0.66	NUM
dpc-4309	26	20	(	(	PUNCT
dpc-4309	26	21	sd	sd	NOUN
dpc-4309	26	22	=	=	SYM
dpc-4309	26	23	0.04	0.04	NUM
dpc-4309	26	24	)	)	PUNCT
dpc-4309	26	25	(	(	PUNCT
dpc-4309	26	26	figure	figure	NOUN
dpc-4309	26	27	s1	s1	NOUN
dpc-4309	26	28	)	)	PUNCT
dpc-4309	26	29	.	.	PUNCT
dpc-4309	27	1	feature	feature	NOUN
dpc-4309	27	2	gini	gini	NOUN
dpc-4309	27	3	-	-	PUNCT
dpc-4309	27	4	impurity	impurity	NOUN
dpc-4309	27	5	values	value	NOUN
dpc-4309	27	6	are	be	AUX
dpc-4309	27	7	shown	show	VERB
dpc-4309	27	8	in	in	ADP
dpc-4309	27	9	figure	figure	NOUN
dpc-4309	27	10	s2	s2	PROPN
dpc-4309	27	11	.	.	PUNCT
dpc-4309	28	1	figure	figure	NOUN
dpc-4309	28	2	1	1	NUM
dpc-4309	28	3	.	.	PUNCT
dpc-4309	28	4	random	random	ADJ
dpc-4309	28	5	forest	forest	NOUN
dpc-4309	28	6	and	and	CCONJ
dpc-4309	28	7	shapley	shapley	NOUN
dpc-4309	28	8	plots	plot	NOUN
dpc-4309	28	9	depicting	depict	VERB
dpc-4309	28	10	the	the	DET
dpc-4309	28	11	contribution	contribution	NOUN
dpc-4309	28	12	of	of	ADP
dpc-4309	28	13	individual	individual	ADJ
dpc-4309	28	14	features	feature	NOUN
dpc-4309	28	15	in	in	ADP
dpc-4309	28	16	ak	ak	PROPN
dpc-4309	28	17	progression	progression	NOUN
dpc-4309	28	18	to	to	ADP
dpc-4309	28	19	squamous	squamous	ADJ
dpc-4309	28	20	cell	cell	NOUN
dpc-4309	28	21	carcinoma	carcinoma	NOUN
dpc-4309	28	22	(	(	PUNCT
dpc-4309	28	23	scc	scc	NOUN
dpc-4309	28	24	)	)	PUNCT
dpc-4309	28	25	.	.	PUNCT
dpc-4309	29	1	(	(	PUNCT
dpc-4309	29	2	a	a	X
dpc-4309	29	3	)	)	PUNCT
dpc-4309	29	4	random	random	ADJ
dpc-4309	29	5	forest	forest	NOUN
dpc-4309	29	6	plot	plot	NOUN
dpc-4309	29	7	ranking	rank	VERB
dpc-4309	29	8	individual	individual	ADJ
dpc-4309	29	9	features	feature	NOUN
dpc-4309	29	10	ranked	rank	VERB
dpc-4309	29	11	based	base	VERB
dpc-4309	29	12	on	on	ADP
dpc-4309	29	13	permutation	permutation	NOUN
dpc-4309	29	14	values	value	NOUN
dpc-4309	29	15	.	.	PUNCT
dpc-4309	30	1	(	(	PUNCT
dpc-4309	30	2	b	b	X
dpc-4309	30	3	)	)	PUNCT
dpc-4309	30	4	representative	representative	ADJ
dpc-4309	30	5	shapley	shapley	NOUN
dpc-4309	30	6	plot	plot	NOUN
dpc-4309	30	7	depicting	depict	VERB
dpc-4309	30	8	the	the	DET
dpc-4309	30	9	effect	effect	NOUN
dpc-4309	30	10	of	of	ADP
dpc-4309	30	11	individual	individual	ADJ
dpc-4309	30	12	feature	feature	NOUN
dpc-4309	30	13	value	value	NOUN
dpc-4309	30	14	variance	variance	NOUN
dpc-4309	30	15	on	on	ADP
dpc-4309	30	16	the	the	DET
dpc-4309	30	17	risk	risk	NOUN
dpc-4309	30	18	of	of	ADP
dpc-4309	30	19	ak	ak	PROPN
dpc-4309	30	20	progression	progression	NOUN
dpc-4309	30	21	to	to	ADP
dpc-4309	30	22	scc	scc	VERB
dpc-4309	30	23	with	with	ADP
dpc-4309	30	24	their	their	PRON
dpc-4309	30	25	respective	respective	ADJ
dpc-4309	30	26	shap	shap	NOUN
dpc-4309	30	27	values	value	NOUN
dpc-4309	30	28	.	.	PUNCT
dpc-4309	31	1	higher	high	ADJ
dpc-4309	31	2	and	and	CCONJ
dpc-4309	31	3	lower	low	ADJ
dpc-4309	31	4	shap	shap	NOUN
dpc-4309	31	5	values	value	NOUN
dpc-4309	31	6	indicate	indicate	VERB
dpc-4309	31	7	higher	high	ADJ
dpc-4309	31	8	and	and	CCONJ
dpc-4309	31	9	lower	low	ADJ
dpc-4309	31	10	risk	risk	NOUN
dpc-4309	31	11	for	for	ADP
dpc-4309	31	12	scc	scc	NOUN
dpc-4309	31	13	,	,	PUNCT
dpc-4309	31	14	respectively	respectively	ADV
dpc-4309	31	15	.	.	PUNCT
dpc-4309	32	1	a	a	DET
dpc-4309	32	2	b	b	PROPN
dpc-4309	32	3	research	research	NOUN
dpc-4309	32	4	letter	letter	NOUN
dpc-4309	32	5	|	|	ADV
dpc-4309	32	6	dermatol	dermatol	ADJ
dpc-4309	32	7	pract	pract	NOUN
dpc-4309	32	8	concept	concept	NOUN
dpc-4309	32	9	.	.	PUNCT
dpc-4309	33	1	2024;14(4):e2024228	2024;14(4):e2024228	NUM
dpc-4309	33	2	3	3	NUM
dpc-4309	33	3	discussion	discussion	NOUN
dpc-4309	33	4	we	we	PRON
dpc-4309	33	5	found	find	VERB
dpc-4309	33	6	that	that	PRON
dpc-4309	33	7	decreased	decrease	VERB
dpc-4309	33	8	serum	serum	NOUN
dpc-4309	33	9	cholesterol	cholesterol	NOUN
dpc-4309	33	10	and	and	CCONJ
dpc-4309	33	11	25hydroxyvitamin	25hydroxyvitamin	NUM
dpc-4309	33	12	d3	d3	PROPN
dpc-4309	33	13	,	,	PUNCT
dpc-4309	33	14	but	but	CCONJ
dpc-4309	33	15	not	not	PART
dpc-4309	33	16	patient	patient	ADJ
dpc-4309	33	17	demographics	demographic	NOUN
dpc-4309	33	18	,	,	PUNCT
dpc-4309	33	19	were	be	AUX
dpc-4309	33	20	associated	associate	VERB
dpc-4309	33	21	with	with	ADP
dpc-4309	33	22	increased	increase	VERB
dpc-4309	33	23	risk	risk	NOUN
dpc-4309	33	24	of	of	ADP
dpc-4309	33	25	developing	develop	VERB
dpc-4309	33	26	scc	scc	NOUN
dpc-4309	33	27	in	in	ADP
dpc-4309	33	28	ak	ak	PROPN
dpc-4309	33	29	patients	patient	NOUN
dpc-4309	33	30	.	.	PUNCT
dpc-4309	34	1	notably	notably	ADV
dpc-4309	34	2	,	,	PUNCT
dpc-4309	34	3	in	in	ADP
dpc-4309	34	4	an	an	DET
dpc-4309	34	5	in	in	ADP
dpc-4309	34	6	vitro	vitro	X
dpc-4309	34	7	metabolic	metabolic	NOUN
dpc-4309	34	8	gene	gene	NOUN
dpc-4309	34	9	expression	expression	NOUN
dpc-4309	34	10	analysis	analysis	NOUN
dpc-4309	34	11	of	of	ADP
dpc-4309	34	12	lymphomas	lymphoma	NOUN
dpc-4309	34	13	,	,	PUNCT
dpc-4309	34	14	malignant	malignant	ADJ
dpc-4309	34	15	cells	cell	NOUN
dpc-4309	34	16	exploited	exploit	VERB
dpc-4309	34	17	cholesterol	cholesterol	NOUN
dpc-4309	34	18	uptake	uptake	ADJ
dpc-4309	34	19	to	to	PART
dpc-4309	34	20	foster	foster	VERB
dpc-4309	34	21	tumor	tumor	NOUN
dpc-4309	34	22	growth	growth	NOUN
dpc-4309	34	23	,	,	PUNCT
dpc-4309	34	24	and	and	CCONJ
dpc-4309	34	25	in	in	ADP
dpc-4309	34	26	vitro	vitro	X
dpc-4309	34	27	studies	study	NOUN
dpc-4309	34	28	are	be	AUX
dpc-4309	34	29	exploring	explore	VERB
dpc-4309	34	30	antibody	antibody	NOUN
dpc-4309	34	31	-	-	PUNCT
dpc-4309	34	32	mediated	mediate	VERB
dpc-4309	34	33	blockade	blockade	NOUN
dpc-4309	34	34	of	of	ADP
dpc-4309	34	35	cholesterol	cholesterol	NOUN
dpc-4309	34	36	a	a	DET
dpc-4309	34	37	b	b	NUM
dpc-4309	34	38	figure	figure	NOUN
dpc-4309	34	39	1	1	NUM
dpc-4309	34	40	.	.	PUNCT
dpc-4309	35	1	(	(	PUNCT
dpc-4309	35	2	continued	continue	VERB
dpc-4309	35	3	)	)	PUNCT
dpc-4309	35	4	uptake	uptake	NOUN
dpc-4309	35	5	in	in	ADP
dpc-4309	35	6	tumor	tumor	NOUN
dpc-4309	35	7	cells	cell	NOUN
dpc-4309	35	8	as	as	ADP
dpc-4309	35	9	treatment	treatment	NOUN
dpc-4309	35	10	for	for	ADP
dpc-4309	35	11	cholesterol	cholesterol	NOUN
dpc-4309	35	12	-	-	PUNCT
dpc-4309	35	13	dependent	dependent	ADJ
dpc-4309	35	14	cancers	cancer	NOUN
dpc-4309	35	15	[	[	X
dpc-4309	35	16	2	2	NUM
dpc-4309	35	17	]	]	PUNCT
dpc-4309	35	18	.	.	PUNCT
dpc-4309	36	1	our	our	PRON
dpc-4309	36	2	finding	finding	NOUN
dpc-4309	36	3	of	of	ADP
dpc-4309	36	4	increased	increase	VERB
dpc-4309	36	5	scc	scc	NOUN
dpc-4309	36	6	risk	risk	NOUN
dpc-4309	36	7	with	with	ADP
dpc-4309	36	8	higher	high	ADJ
dpc-4309	36	9	25	25	NUM
dpc-4309	36	10	-	-	PUNCT
dpc-4309	36	11	hydroxyvitamin	hydroxyvitamin	NOUN
dpc-4309	36	12	d3	d3	PROPN
dpc-4309	36	13	levels	level	NOUN
dpc-4309	36	14	may	may	AUX
dpc-4309	36	15	serve	serve	VERB
dpc-4309	36	16	as	as	ADP
dpc-4309	36	17	a	a	DET
dpc-4309	36	18	proxy	proxy	NOUN
dpc-4309	36	19	for	for	ADP
dpc-4309	36	20	increased	increase	VERB
dpc-4309	36	21	sunlight	sunlight	NOUN
dpc-4309	36	22	exposure	exposure	NOUN
dpc-4309	36	23	,	,	PUNCT
dpc-4309	36	24	a	a	DET
dpc-4309	36	25	well	well	ADV
dpc-4309	36	26	-	-	PUNCT
dpc-4309	36	27	documented	document	VERB
dpc-4309	36	28	risk	risk	NOUN
dpc-4309	36	29	factor	factor	NOUN
dpc-4309	36	30	for	for	ADP
dpc-4309	36	31	scc	scc	PROPN
dpc-4309	36	32	development	development	NOUN
dpc-4309	36	33	in	in	ADP
dpc-4309	36	34	ak	ak	PROPN
dpc-4309	36	35	patients	patient	NOUN
dpc-4309	36	36	[	[	X
dpc-4309	36	37	3	3	NUM
dpc-4309	36	38	]	]	PUNCT
dpc-4309	36	39	.	.	PUNCT
dpc-4309	37	1	additional	additional	ADJ
dpc-4309	37	2	associated	associated	ADJ
dpc-4309	37	3	scc	scc	ADJ
dpc-4309	37	4	risk	risk	NOUN
dpc-4309	37	5	factors	factor	NOUN
dpc-4309	37	6	include	include	VERB
dpc-4309	37	7	increased	increase	VERB
dpc-4309	37	8	cobalamin	cobalamin	NOUN
dpc-4309	37	9	levels	level	NOUN
dpc-4309	37	10	and	and	CCONJ
dpc-4309	37	11	decreased	decrease	VERB
dpc-4309	37	12	albumin	albumin	ADJ
dpc-4309	37	13	levels	level	NOUN
dpc-4309	37	14	.	.	PUNCT
dpc-4309	38	1	similarly	similarly	ADV
dpc-4309	38	2	,	,	PUNCT
dpc-4309	38	3	in	in	ADP
dpc-4309	38	4	a	a	DET
dpc-4309	38	5	retrospective	retrospective	ADJ
dpc-4309	38	6	study	study	NOUN
dpc-4309	38	7	of	of	ADP
dpc-4309	38	8	427	427	NUM
dpc-4309	38	9	japanese	japanese	ADJ
dpc-4309	38	10	patients	patient	NOUN
dpc-4309	38	11	,	,	PUNCT
dpc-4309	38	12	higher	high	ADJ
dpc-4309	38	13	dietary	dietary	ADJ
dpc-4309	38	14	intake	intake	NOUN
dpc-4309	38	15	of	of	ADP
dpc-4309	38	16	vitamin	vitamin	NOUN
dpc-4309	38	17	b12	b12	NOUN
dpc-4309	38	18	was	be	AUX
dpc-4309	38	19	associated	associate	VERB
dpc-4309	38	20	with	with	ADP
dpc-4309	38	21	increased	increase	VERB
dpc-4309	38	22	risk	risk	NOUN
dpc-4309	38	23	4	4	NUM
dpc-4309	38	24	research	research	NOUN
dpc-4309	38	25	letter	letter	NOUN
dpc-4309	38	26	|	|	ADV
dpc-4309	38	27	dermatol	dermatol	ADJ
dpc-4309	38	28	pract	pract	NOUN
dpc-4309	38	29	concept	concept	NOUN
dpc-4309	38	30	.	.	PUNCT
dpc-4309	39	1	2024;14(4):e2024228	2024;14(4):e2024228	NUM
dpc-4309	39	2	(	(	PUNCT
dpc-4309	39	3	hr	hr	NOUN
dpc-4309	39	4	:	:	PUNCT
dpc-4309	39	5	2.82	2.82	NUM
dpc-4309	39	6	;	;	PUNCT
dpc-4309	39	7	p=0.009	p=0.009	X
dpc-4309	39	8	)	)	PUNCT
dpc-4309	39	9	of	of	ADP
dpc-4309	39	10	esophageal	esophageal	ADJ
dpc-4309	39	11	scc	scc	NOUN
dpc-4309	40	1	[	[	X
dpc-4309	40	2	4	4	NUM
dpc-4309	40	3	]	]	PUNCT
dpc-4309	40	4	.	.	PUNCT
dpc-4309	41	1	additionally	additionally	ADV
dpc-4309	41	2	,	,	PUNCT
dpc-4309	41	3	in	in	ADP
dpc-4309	41	4	a	a	DET
dpc-4309	41	5	retrospective	retrospective	ADJ
dpc-4309	41	6	study	study	NOUN
dpc-4309	41	7	of	of	ADP
dpc-4309	41	8	100,122	100,122	NUM
dpc-4309	41	9	cancer	cancer	NOUN
dpc-4309	41	10	patients	patient	NOUN
dpc-4309	41	11	,	,	PUNCT
dpc-4309	41	12	hypoalbuminemia	hypoalbuminemia	ADV
dpc-4309	41	13	was	be	AUX
dpc-4309	41	14	associated	associate	VERB
dpc-4309	41	15	with	with	ADP
dpc-4309	41	16	increased	increase	VERB
dpc-4309	41	17	risk	risk	NOUN
dpc-4309	41	18	(	(	PUNCT
dpc-4309	41	19	or	or	CCONJ
dpc-4309	41	20	:	:	PUNCT
dpc-4309	41	21	1.29	1.29	NUM
dpc-4309	41	22	;	;	PUNCT
dpc-4309	41	23	95	95	NUM
dpc-4309	41	24	%	%	NOUN
dpc-4309	41	25	ci	ci	NOUN
dpc-4309	41	26	:	:	PUNCT
dpc-4309	41	27	1.12–1.49	1.12–1.49	NUM
dpc-4309	41	28	)	)	PUNCT
dpc-4309	41	29	for	for	ADP
dpc-4309	41	30	non	non	ADJ
dpc-4309	41	31	-	-	ADJ
dpc-4309	41	32	melanoma	melanoma	ADJ
dpc-4309	41	33	skin	skin	NOUN
dpc-4309	41	34	cancers	cancer	NOUN
dpc-4309	41	35	[	[	X
dpc-4309	41	36	5	5	NUM
dpc-4309	41	37	]	]	PUNCT
dpc-4309	41	38	.	.	PUNCT
dpc-4309	42	1	limitations	limitation	NOUN
dpc-4309	42	2	include	include	VERB
dpc-4309	42	3	retrospective	retrospective	ADJ
dpc-4309	42	4	design	design	NOUN
dpc-4309	42	5	,	,	PUNCT
dpc-4309	42	6	auc	auc	ADJ
dpc-4309	42	7	score	score	NOUN
dpc-4309	42	8	<	<	X
dpc-4309	42	9	0.75	0.75	NUM
dpc-4309	42	10	,	,	PUNCT
dpc-4309	42	11	and	and	CCONJ
dpc-4309	42	12	lack	lack	NOUN
dpc-4309	42	13	of	of	ADP
dpc-4309	42	14	external	external	ADJ
dpc-4309	42	15	validation	validation	NOUN
dpc-4309	42	16	.	.	PUNCT
dpc-4309	43	1	conclusion	conclusion	NOUN
dpc-4309	43	2	in	in	ADP
dpc-4309	43	3	sum	sum	NOUN
dpc-4309	43	4	,	,	PUNCT
dpc-4309	43	5	this	this	DET
dpc-4309	43	6	investigation	investigation	NOUN
dpc-4309	43	7	found	find	VERB
dpc-4309	43	8	that	that	SCONJ
dpc-4309	43	9	demographics	demographic	NOUN
dpc-4309	43	10	did	do	AUX
dpc-4309	43	11	not	not	PART
dpc-4309	43	12	predict	predict	VERB
dpc-4309	43	13	development	development	NOUN
dpc-4309	43	14	of	of	ADP
dpc-4309	43	15	scc	scc	NOUN
dpc-4309	43	16	in	in	ADP
dpc-4309	43	17	patients	patient	NOUN
dpc-4309	43	18	with	with	ADP
dpc-4309	43	19	ak	ak	PROPN
dpc-4309	43	20	.	.	PROPN
dpc-4309	43	21	serum	serum	PROPN
dpc-4309	43	22	cholesterol	cholesterol	NOUN
dpc-4309	43	23	and	and	CCONJ
dpc-4309	43	24	vitamin	vitamin	NOUN
dpc-4309	43	25	d	d	PROPN
dpc-4309	43	26	levels	level	NOUN
dpc-4309	43	27	merit	merit	VERB
dpc-4309	43	28	further	further	ADJ
dpc-4309	43	29	study	study	NOUN
dpc-4309	43	30	as	as	ADP
dpc-4309	43	31	early	early	ADJ
dpc-4309	43	32	identifiers	identifier	NOUN
dpc-4309	43	33	of	of	ADP
dpc-4309	43	34	scc	scc	NOUN
dpc-4309	43	35	development	development	NOUN
dpc-4309	43	36	in	in	ADP
dpc-4309	43	37	ak	ak	PROPN
dpc-4309	43	38	patients	patient	NOUN
dpc-4309	43	39	and	and	CCONJ
dpc-4309	43	40	potential	potential	ADJ
dpc-4309	43	41	therapeutic	therapeutic	ADJ
dpc-4309	43	42	targets	target	NOUN
dpc-4309	43	43	.	.	PUNCT
dpc-4309	44	1	increased	increase	VERB
dpc-4309	44	2	cobalamin	cobalamin	NOUN
dpc-4309	44	3	levels	level	NOUN
dpc-4309	44	4	and	and	CCONJ
dpc-4309	44	5	decreased	decrease	VERB
dpc-4309	44	6	albumin	albumin	ADJ
dpc-4309	44	7	levels	level	NOUN
dpc-4309	44	8	may	may	AUX
dpc-4309	44	9	increase	increase	VERB
dpc-4309	44	10	scc	scc	ADJ
dpc-4309	44	11	risk	risk	NOUN
dpc-4309	44	12	in	in	ADP
dpc-4309	44	13	ak	ak	PROPN
dpc-4309	44	14	patients	patient	NOUN
dpc-4309	44	15	.	.	PUNCT
dpc-4309	45	1	this	this	DET
dpc-4309	45	2	multifactorial	multifactorial	ADJ
dpc-4309	45	3	risk	risk	NOUN
dpc-4309	45	4	assessment	assessment	NOUN
dpc-4309	45	5	may	may	AUX
dpc-4309	45	6	provide	provide	VERB
dpc-4309	45	7	a	a	DET
dpc-4309	45	8	patientoriented	patientoriente	VERB
dpc-4309	45	9	approach	approach	NOUN
dpc-4309	45	10	to	to	PART
dpc-4309	45	11	risk	risk	VERB
dpc-4309	45	12	stratification	stratification	NOUN
dpc-4309	45	13	and	and	CCONJ
dpc-4309	45	14	preventative	preventative	ADJ
dpc-4309	45	15	care	care	NOUN
dpc-4309	45	16	for	for	ADP
dpc-4309	45	17	ak	ak	PROPN
dpc-4309	45	18	patients	patient	NOUN
dpc-4309	45	19	and	and	CCONJ
dpc-4309	45	20	improve	improve	VERB
dpc-4309	45	21	clinical	clinical	ADJ
dpc-4309	45	22	outcomes	outcome	NOUN
dpc-4309	45	23	.	.	PUNCT
dpc-4309	46	1	references	reference	NOUN
dpc-4309	46	2	1	1	NUM
dpc-4309	46	3	.	.	PUNCT
dpc-4309	47	1	fuchs	fuchs	PROPN
dpc-4309	47	2	a	a	DET
dpc-4309	47	3	,	,	PUNCT
dpc-4309	47	4	marmur	marmur	PROPN
dpc-4309	47	5	e.	e.	PROPN
dpc-4309	48	1	the	the	DET
dpc-4309	48	2	kinetics	kinetic	NOUN
dpc-4309	48	3	of	of	ADP
dpc-4309	48	4	skin	skin	NOUN
dpc-4309	48	5	cancer	cancer	NOUN
dpc-4309	48	6	:	:	PUNCT
dpc-4309	48	7	progression	progression	NOUN
dpc-4309	48	8	of	of	ADP
dpc-4309	48	9	actinic	actinic	ADJ
dpc-4309	48	10	keratosis	keratosis	NOUN
dpc-4309	48	11	to	to	ADP
dpc-4309	48	12	squamous	squamous	ADJ
dpc-4309	48	13	cell	cell	NOUN
dpc-4309	48	14	carcinoma	carcinoma	NOUN
dpc-4309	48	15	.	.	PUNCT
dpc-4309	49	1	dermatol	dermatol	NOUN
dpc-4309	49	2	surg	surg	NOUN
dpc-4309	49	3	.	.	PUNCT
dpc-4309	50	1	2007	2007	NUM
dpc-4309	51	1	sep;33(9):1099	sep;33(9):1099	PROPN
dpc-4309	51	2	-	-	PROPN
dpc-4309	51	3	101	101	NUM
dpc-4309	51	4	.	.	PUNCT
dpc-4309	52	1	doi	doi	NOUN
dpc-4309	52	2	:	:	PUNCT
dpc-4309	52	3	10.1111	10.1111	NUM
dpc-4309	52	4	/	/	SYM
dpc-4309	52	5	j.1524	j.1524	PROPN
dpc-4309	52	6	-	-	PUNCT
dpc-4309	52	7	4725.2007.33224.x	4725.2007.33224.x	PROPN
dpc-4309	52	8	.	.	PUNCT
dpc-4309	53	1	pmid	pmid	NOUN
dpc-4309	53	2	:	:	PUNCT
dpc-4309	53	3	17760601	17760601	NUM
dpc-4309	53	4	.	.	PUNCT
dpc-4309	54	1	2	2	X
dpc-4309	54	2	.	.	X
dpc-4309	54	3	garcia	garcia	PROPN
dpc-4309	54	4	-	-	PUNCT
dpc-4309	54	5	bermudez	bermudez	PROPN
dpc-4309	54	6	j	j	PROPN
dpc-4309	54	7	,	,	PUNCT
dpc-4309	54	8	baudrier	baudrier	NOUN
dpc-4309	54	9	l	l	PROPN
dpc-4309	54	10	,	,	PUNCT
dpc-4309	54	11	bayraktar	bayraktar	PROPN
dpc-4309	54	12	ec	ec	PROPN
dpc-4309	54	13	,	,	PUNCT
dpc-4309	54	14	et	et	PROPN
dpc-4309	54	15	al	al	PROPN
dpc-4309	54	16	.	.	PROPN
dpc-4309	54	17	squalene	squalene	PROPN
dpc-4309	54	18	accumulation	accumulation	NOUN
dpc-4309	54	19	in	in	ADP
dpc-4309	54	20	cholesterol	cholesterol	NOUN
dpc-4309	54	21	auxotrophic	auxotrophic	ADJ
dpc-4309	54	22	lymphomas	lymphoma	NOUN
dpc-4309	54	23	prevents	prevent	VERB
dpc-4309	54	24	oxidative	oxidative	ADJ
dpc-4309	54	25	cell	cell	NOUN
dpc-4309	54	26	death	death	NOUN
dpc-4309	54	27	.	.	PUNCT
dpc-4309	55	1	nature	nature	NOUN
dpc-4309	55	2	.	.	PUNCT
dpc-4309	56	1	2019	2019	NUM
dpc-4309	56	2	mar;567(7746):118	mar;567(7746):118	NOUN
dpc-4309	56	3	-	-	PUNCT
dpc-4309	56	4	122	122	NUM
dpc-4309	56	5	.	.	PUNCT
dpc-4309	57	1	doi	doi	NOUN
dpc-4309	57	2	:	:	PUNCT
dpc-4309	57	3	10.1038	10.1038	NUM
dpc-4309	57	4	/	/	SYM
dpc-4309	57	5	s41586	s41586	PROPN
dpc-4309	57	6	-	-	PUNCT
dpc-4309	57	7	019	019	NUM
dpc-4309	57	8	-	-	PUNCT
dpc-4309	57	9	0945	0945	NUM
dpc-4309	57	10	-	-	PUNCT
dpc-4309	57	11	5	5	NUM
dpc-4309	57	12	.	.	PUNCT
dpc-4309	58	1	epub	epub	PROPN
dpc-4309	58	2	2019	2019	NUM
dpc-4309	58	3	feb	feb	NOUN
dpc-4309	58	4	13	13	NUM
dpc-4309	58	5	.	.	PUNCT
dpc-4309	59	1	pmid	pmid	NOUN
dpc-4309	59	2	:	:	PUNCT
dpc-4309	59	3	30760928	30760928	NUM
dpc-4309	59	4	;	;	PUNCT
dpc-4309	59	5	pmcid	pmcid	NOUN
dpc-4309	59	6	:	:	PUNCT
dpc-4309	59	7	pmc6405297	pmc6405297	NOUN
dpc-4309	59	8	.	.	PUNCT
dpc-4309	60	1	3	3	X
dpc-4309	60	2	.	.	X
dpc-4309	60	3	mahamat	mahamat	ADJ
dpc-4309	60	4	-	-	PUNCT
dpc-4309	60	5	saleh	saleh	NOUN
dpc-4309	60	6	y	y	PROPN
dpc-4309	60	7	,	,	PUNCT
dpc-4309	60	8	aune	aune	PROPN
dpc-4309	60	9	d	d	PROPN
dpc-4309	60	10	,	,	PUNCT
dpc-4309	60	11	schlesinger	schlesinger	PROPN
dpc-4309	60	12	s.	s.	PROPN
dpc-4309	60	13	25	25	NUM
dpc-4309	60	14	-	-	PUNCT
dpc-4309	60	15	hydroxyvitamin	hydroxyvitamin	NOUN
dpc-4309	60	16	d	d	NOUN
dpc-4309	60	17	status	status	NOUN
dpc-4309	60	18	,	,	PUNCT
dpc-4309	60	19	vitamin	vitamin	NOUN
dpc-4309	60	20	d	d	X
dpc-4309	60	21	intake	intake	NOUN
dpc-4309	60	22	,	,	PUNCT
dpc-4309	60	23	and	and	CCONJ
dpc-4309	60	24	skin	skin	NOUN
dpc-4309	60	25	cancer	cancer	NOUN
dpc-4309	60	26	risk	risk	NOUN
dpc-4309	60	27	:	:	PUNCT
dpc-4309	60	28	a	a	DET
dpc-4309	60	29	systematic	systematic	ADJ
dpc-4309	60	30	review	review	NOUN
dpc-4309	60	31	and	and	CCONJ
dpc-4309	60	32	dose	dose	NOUN
dpc-4309	60	33	-	-	PUNCT
dpc-4309	60	34	response	response	NOUN
dpc-4309	60	35	meta	meta	ADJ
dpc-4309	60	36	-	-	PUNCT
dpc-4309	60	37	analysis	analysis	NOUN
dpc-4309	60	38	of	of	ADP
dpc-4309	60	39	prospective	prospective	ADJ
dpc-4309	60	40	studies	study	NOUN
dpc-4309	60	41	.	.	PUNCT
dpc-4309	61	1	sci	sci	PROPN
dpc-4309	61	2	rep	rep	PROPN
dpc-4309	61	3	.	.	PROPN
dpc-4309	61	4	2020	2020	NUM
dpc-4309	61	5	aug	aug	PROPN
dpc-4309	61	6	4;10(1):13151	4;10(1):13151	NUM
dpc-4309	61	7	.	.	PUNCT
dpc-4309	62	1	doi	doi	NOUN
dpc-4309	62	2	:	:	PUNCT
dpc-4309	62	3	10.1038	10.1038	NUM
dpc-4309	62	4	/	/	SYM
dpc-4309	62	5	s41598	s41598	NOUN
dpc-4309	62	6	-	-	PUNCT
dpc-4309	62	7	020	020	NUM
dpc-4309	62	8	-70078	-70078	NUM
dpc-4309	62	9	-	-	PUNCT
dpc-4309	62	10	y.	y.	NOUN
dpc-4309	62	11	pmid	pmid	PROPN
dpc-4309	62	12	:	:	PUNCT
dpc-4309	62	13	32753685	32753685	NUM
dpc-4309	62	14	;	;	PUNCT
dpc-4309	62	15	pmcid	pmcid	ADJ
dpc-4309	62	16	:	:	PUNCT
dpc-4309	62	17	pmc7403339	pmc7403339	NOUN
dpc-4309	62	18	.	.	PUNCT
dpc-4309	63	1	4	4	X
dpc-4309	63	2	.	.	X
dpc-4309	63	3	khairan	khairan	PROPN
dpc-4309	63	4	p	p	NOUN
dpc-4309	63	5	,	,	PUNCT
dpc-4309	63	6	sobue	sobue	PROPN
dpc-4309	63	7	t	t	PROPN
dpc-4309	63	8	,	,	PUNCT
dpc-4309	63	9	eshak	eshak	NOUN
dpc-4309	63	10	es	es	PROPN
dpc-4309	63	11	,	,	PUNCT
dpc-4309	63	12	et	et	PROPN
dpc-4309	63	13	al	al	PROPN
dpc-4309	63	14	.	.	PROPN
dpc-4309	63	15	association	association	NOUN
dpc-4309	63	16	of	of	ADP
dpc-4309	63	17	dietary	dietary	ADJ
dpc-4309	63	18	intakes	intake	NOUN
dpc-4309	63	19	of	of	ADP
dpc-4309	63	20	vitamin	vitamin	NOUN
dpc-4309	63	21	b12	b12	NOUN
dpc-4309	63	22	,	,	PUNCT
dpc-4309	63	23	vitamin	vitamin	NOUN
dpc-4309	63	24	b6	b6	NOUN
dpc-4309	63	25	,	,	PUNCT
dpc-4309	63	26	folate	folate	NOUN
dpc-4309	63	27	,	,	PUNCT
dpc-4309	63	28	and	and	CCONJ
dpc-4309	63	29	methionine	methionine	NOUN
dpc-4309	63	30	with	with	ADP
dpc-4309	63	31	the	the	DET
dpc-4309	63	32	risk	risk	NOUN
dpc-4309	63	33	of	of	ADP
dpc-4309	63	34	esophageal	esophageal	ADJ
dpc-4309	63	35	cancer	cancer	NOUN
dpc-4309	63	36	:	:	PUNCT
dpc-4309	63	37	the	the	DET
dpc-4309	63	38	japan	japan	PROPN
dpc-4309	63	39	public	public	PROPN
dpc-4309	63	40	health	health	PROPN
dpc-4309	63	41	center	center	NOUN
dpc-4309	63	42	-	-	PUNCT
dpc-4309	63	43	based	base	VERB
dpc-4309	63	44	(	(	PUNCT
dpc-4309	63	45	jphc	jphc	PROPN
dpc-4309	63	46	)	)	PUNCT
dpc-4309	63	47	prospective	prospective	ADJ
dpc-4309	63	48	study	study	NOUN
dpc-4309	63	49	.	.	PUNCT
dpc-4309	64	1	bmc	bmc	ADJ
dpc-4309	64	2	cancer	cancer	NOUN
dpc-4309	64	3	.	.	PUNCT
dpc-4309	65	1	2021	2021	NUM
dpc-4309	65	2	sep	sep	PROPN
dpc-4309	65	3	1;21(1):982	1;21(1):982	NUM
dpc-4309	65	4	.	.	PUNCT
dpc-4309	65	5	doi	doi	NOUN
dpc-4309	65	6	:	:	PUNCT
dpc-4309	65	7	10.1186	10.1186	NUM
dpc-4309	65	8	/	/	SYM
dpc-4309	65	9	s12885	s12885	NOUN
dpc-4309	65	10	-	-	PUNCT
dpc-4309	65	11	021	021	NUM
dpc-4309	65	12	-	-	PUNCT
dpc-4309	65	13	08721	08721	NUM
dpc-4309	65	14	-	-	PUNCT
dpc-4309	65	15	8	8	NUM
dpc-4309	65	16	.	.	PUNCT
dpc-4309	66	1	pmid	pmid	NOUN
dpc-4309	66	2	:	:	PUNCT
dpc-4309	66	3	34470601	34470601	NUM
dpc-4309	66	4	;	;	PUNCT
dpc-4309	66	5	pmcid	pmcid	ADJ
dpc-4309	66	6	:	:	PUNCT
dpc-4309	66	7	pmc8411535	pmc8411535	NOUN
dpc-4309	66	8	.	.	PUNCT
dpc-4309	67	1	5	5	X
dpc-4309	67	2	.	.	X
dpc-4309	67	3	merriel	merriel	PROPN
dpc-4309	67	4	sw	sw	PROPN
dpc-4309	67	5	,	,	PUNCT
dpc-4309	67	6	carroll	carroll	PROPN
dpc-4309	67	7	r	r	PROPN
dpc-4309	67	8	,	,	PUNCT
dpc-4309	67	9	hamilton	hamilton	PROPN
dpc-4309	67	10	f	f	PROPN
dpc-4309	67	11	,	,	PUNCT
dpc-4309	67	12	hamilton	hamilton	PROPN
dpc-4309	67	13	w.	w.	PROPN
dpc-4309	67	14	association	association	PROPN
dpc-4309	67	15	between	between	ADP
dpc-4309	67	16	unexplained	unexplained	ADJ
dpc-4309	67	17	hypoalbuminaemia	hypoalbuminaemia	NOUN
dpc-4309	67	18	and	and	CCONJ
dpc-4309	67	19	new	new	ADJ
dpc-4309	67	20	cancer	cancer	NOUN
dpc-4309	67	21	diagnoses	diagnosis	NOUN
dpc-4309	67	22	in	in	ADP
dpc-4309	67	23	uk	uk	PROPN
dpc-4309	67	24	primary	primary	ADJ
dpc-4309	67	25	care	care	NOUN
dpc-4309	67	26	patients	patient	NOUN
dpc-4309	67	27	.	.	PUNCT
dpc-4309	68	1	fam	fam	PROPN
dpc-4309	68	2	pract	pract	PROPN
dpc-4309	68	3	.	.	PUNCT
dpc-4309	69	1	2016	2016	NUM
dpc-4309	69	2	oct;33(5	oct;33(5	NOUN
dpc-4309	69	3	):	):	PUNCT
dpc-4309	69	4	449	449	NUM
dpc-4309	69	5	-	-	SYM
dpc-4309	69	6	52	52	NUM
dpc-4309	69	7	.	.	PUNCT
dpc-4309	70	1	doi	doi	NOUN
dpc-4309	70	2	:	:	PUNCT
dpc-4309	70	3	10.1093	10.1093	NUM
dpc-4309	70	4	/	/	SYM
dpc-4309	70	5	fampra	fampra	ADJ
dpc-4309	70	6	/	/	SYM
dpc-4309	70	7	cmw051	cmw051	PROPN
dpc-4309	70	8	.	.	PUNCT
dpc-4309	71	1	epub	epub	PROPN
dpc-4309	71	2	2016	2016	NUM
dpc-4309	71	3	jun	jun	PROPN
dpc-4309	71	4	25	25	NUM
dpc-4309	71	5	.	.	PUNCT
dpc-4309	72	1	pmid	pmid	NOUN
dpc-4309	72	2	:	:	PUNCT
dpc-4309	72	3	27343860	27343860	NUM
dpc-4309	72	4	.	.	PUNCT